Spatially resolved transcriptomics: a comprehensive review of their technological advances, applications, and challenges

The ability to explore life kingdoms is largely driven by innovations and breakthroughs in technology, from the invention of the microscope 350 years ago to the recent emergence of single-cell sequencing, by which the scientific community has been able to visualize life at an unprecedented resolutio...

Full description

Saved in:
Bibliographic Details
Published inJournal of genetics and genomics Vol. 50; no. 9; pp. 625 - 640
Main Authors Cheng, Mengnan, Jiang, Yujia, Xu, Jiangshan, Mentis, Alexios-Fotios A., Wang, Shuai, Zheng, Huiwen, Sahu, Sunil Kumar, Liu, Longqi, Xu, Xun
Format Journal Article
LanguageEnglish
Published China Elsevier Ltd 01.09.2023
Subjects
Online AccessGet full text

Cover

Loading…
Abstract The ability to explore life kingdoms is largely driven by innovations and breakthroughs in technology, from the invention of the microscope 350 years ago to the recent emergence of single-cell sequencing, by which the scientific community has been able to visualize life at an unprecedented resolution. Most recently, the Spatially Resolved Transcriptomics (SRT) technologies have filled the gap in probing the spatial or even three-dimensional organization of the molecular foundation behind the molecular mysteries of life, including the origin of different cellular populations developed from totipotent cells and human diseases. In this review, we introduce recent progresses and challenges on SRT from the perspectives of technologies and bioinformatic tools, as well as the representative SRT applications. With the currently fast-moving progress of the SRT technologies and promising results from early adopted research projects, we can foresee the bright future of such new tools in understanding life at the most profound analytical level.
AbstractList The ability to explore life kingdoms is largely driven by innovations and breakthroughs in technology, from the invention of the microscope 350 years ago to the recent emergence of single-cell sequencing, by which the scientific community has been able to visualize life at an unprecedented resolution. Most recently, the Spatially Resolved Transcriptomics (SRT) technologies have filled the gap in probing the spatial or even three-dimensional organization of the molecular foundation behind the molecular mysteries of life, including the origin of different cellular populations developed from totipotent cells and human diseases. In this review, we introduce recent progresses and challenges on SRT from the perspectives of technologies and bioinformatic tools, as well as the representative SRT applications. With the currently fast-moving progress of the SRT technologies and promising results from early adopted research projects, we can foresee the bright future of such new tools in understanding life at the most profound analytical level.
The ability to explore life kingdoms is largely driven by innovations and breakthroughs in technology, from the invention of the microscope 350 years ago to the recent emergence of single-cell sequencing, by which the scientific community has been able to visualize life at an unprecedented resolution. Most recently, the Spatially Resolved Transcriptomics (SRT) technologies have filled the gap in probing the spatial or even three-dimensional organization of the molecular foundation behind the molecular mysteries of life, including the origin of different cellular populations developed from totipotent cells and human diseases. In this review, we introduce recent progresses and challenges on SRT from the perspectives of technologies and bioinformatic tools, as well as the representative SRT applications. With the currently fast-moving progress of the SRT technologies and promising results from early adopted research projects, we can foresee the bright future of such new tools in understanding life at the most profound analytical level.
The ability to explore life kingdoms is largely driven by innovations and breakthroughs in technology, from the invention of the microscope 350 years ago to the recent emergence of single-cell sequencing, by which the scientific community has been able to visualize life at an unprecedented resolution. Most recently, the Spatially Resolved Transcriptomics (SRT) technologies have filled the gap in probing the spatial or even three-dimensional organization of the molecular foundation behind the molecular mysteries of life, including the origin of different cellular populations developed from totipotent cells and human diseases. In this review, we introduce recent progress and challenges on SRT from the perspectives of technologies and bioinformatic tools, as well as the representative SRT applications. With the currently fast-moving progress of the SRT technologies and promising results from early adopted research projects, we can foresee the bright future of such new tools in understanding life at the most profound analytical level.
The ability to explore life kingdoms is largely driven by innovations and breakthroughs in technology, from the invention of the microscope 350 years ago to the recent emergence of single-cell sequencing, by which the scientific community has been able to visualize life at an unprecedented resolution. Most recently, the Spatially Resolved Transcriptomics (SRT) technologies have filled the gap in probing the spatial or even three-dimensional organization of the molecular foundation behind the molecular mysteries of life, including the origin of different cellular populations developed from totipotent cells and human diseases. In this review, we introduce recent progresses and challenges on SRT from the perspectives of technologies and bioinformatic tools, as well as the representative SRT applications. With the currently fast-moving progress of the SRT technologies and promising results from early adopted research projects, we can foresee the bright future of such new tools in understanding life at the most profound analytical level.The ability to explore life kingdoms is largely driven by innovations and breakthroughs in technology, from the invention of the microscope 350 years ago to the recent emergence of single-cell sequencing, by which the scientific community has been able to visualize life at an unprecedented resolution. Most recently, the Spatially Resolved Transcriptomics (SRT) technologies have filled the gap in probing the spatial or even three-dimensional organization of the molecular foundation behind the molecular mysteries of life, including the origin of different cellular populations developed from totipotent cells and human diseases. In this review, we introduce recent progresses and challenges on SRT from the perspectives of technologies and bioinformatic tools, as well as the representative SRT applications. With the currently fast-moving progress of the SRT technologies and promising results from early adopted research projects, we can foresee the bright future of such new tools in understanding life at the most profound analytical level.
Author Jiang, Yujia
Xu, Jiangshan
Cheng, Mengnan
Mentis, Alexios-Fotios A.
Liu, Longqi
Xu, Xun
Sahu, Sunil Kumar
Wang, Shuai
Zheng, Huiwen
Author_xml – sequence: 1
  givenname: Mengnan
  surname: Cheng
  fullname: Cheng, Mengnan
  organization: BGI-Hangzhou, Hangzhou, Zhejiang 310012, China
– sequence: 2
  givenname: Yujia
  surname: Jiang
  fullname: Jiang, Yujia
  organization: BGI-Hangzhou, Hangzhou, Zhejiang 310012, China
– sequence: 3
  givenname: Jiangshan
  surname: Xu
  fullname: Xu, Jiangshan
  organization: BGI-Hangzhou, Hangzhou, Zhejiang 310012, China
– sequence: 4
  givenname: Alexios-Fotios A.
  surname: Mentis
  fullname: Mentis, Alexios-Fotios A.
  organization: BGI-Shenzhen, Shenzhen, Guangdong 518103, China
– sequence: 5
  givenname: Shuai
  orcidid: 0000-0002-7246-6980
  surname: Wang
  fullname: Wang, Shuai
  organization: BGI-Hangzhou, Hangzhou, Zhejiang 310012, China
– sequence: 6
  givenname: Huiwen
  surname: Zheng
  fullname: Zheng, Huiwen
  organization: BGI-Hangzhou, Hangzhou, Zhejiang 310012, China
– sequence: 7
  givenname: Sunil Kumar
  orcidid: 0000-0002-4742-9870
  surname: Sahu
  fullname: Sahu, Sunil Kumar
  organization: BGI-Shenzhen, Shenzhen, Guangdong 518103, China
– sequence: 8
  givenname: Longqi
  surname: Liu
  fullname: Liu, Longqi
  email: liulongqi@genomics.cn
  organization: BGI-Hangzhou, Hangzhou, Zhejiang 310012, China
– sequence: 9
  givenname: Xun
  orcidid: 0000-0002-5338-5173
  surname: Xu
  fullname: Xu, Xun
  email: xuxun@genomics.cn
  organization: BGI-Hangzhou, Hangzhou, Zhejiang 310012, China
BackLink https://www.ncbi.nlm.nih.gov/pubmed/36990426$$D View this record in MEDLINE/PubMed
BookMark eNqFkU1vEzEQhn0o6hf8AC7IRw4keLyfhhOqoCBV4tD2bHlnJ4kjr73YTqD_HqcpHDgUaSTL1vN4pPe9YCc-eGLsNYglCGjfb5fb9XophayWogzACTuHtqsWfSO7M3aR0laIplfQnLKzqlVK1LI9Z79uZ5Otce6BR0rB7WnkORqfMNo5h8li-sANxzDNkTbkk91TIfeWfvKw4nlDNvJMuPHBhbVF47gZ98YjpXfczLMrT9kGf7j5keOmrCK_pvSSvVgZl-jV03nJ7r98vrv6urj5fv3t6tPNAmup8gIMtgKlVNKAaE2DNYJQhNCAGcZh7Afq0fSyr1SL_QhD3Q0NDdQZ1YKpVHXJ3h7_nWP4saOU9WQTknPGU9glXcxaAihZ_R_tlFRCtqou6JsndDdMNOo52snEB_0n2ALAEcAYUoq0-ouA0IfC9FaXwvShMC3KABSn-8dBmx_TK41Y96z58WhSSbJ0E3VCS6WE0UbCrMdgn7F_A7Z-s-s
CitedBy_id crossref_primary_10_1038_s41540_024_00446_1
crossref_primary_10_3389_fonc_2023_1258245
crossref_primary_10_1038_s41420_023_01569_w
crossref_primary_10_1093_bib_bbae045
crossref_primary_10_1007_s11427_024_2770_x
crossref_primary_10_1038_s41586_024_08338_4
crossref_primary_10_1186_s41232_025_00369_2
crossref_primary_10_1093_cei_uxae077
crossref_primary_10_1038_s41598_024_61758_0
crossref_primary_10_1093_nar_gkad521
crossref_primary_10_1093_gpbjnl_qzae057
crossref_primary_10_1177_01926233241311258
crossref_primary_10_1177_10738584241252581
crossref_primary_10_3389_fnins_2024_1504047
crossref_primary_10_3389_fonc_2024_1355551
crossref_primary_10_1016_j_neuron_2025_02_015
crossref_primary_10_1016_j_jaci_2024_11_001
crossref_primary_10_1182_blood_2023020999
crossref_primary_10_1186_s13059_024_03361_0
crossref_primary_10_1186_s40779_024_00537_4
crossref_primary_10_1016_j_mocell_2024_100137
crossref_primary_10_1038_s43586_024_00330_6
crossref_primary_10_1016_j_mam_2024_101276
crossref_primary_10_1360_TB_2024_0332
crossref_primary_10_1093_nar_gkad933
crossref_primary_10_1002_smtd_202401056
crossref_primary_10_1016_j_stemcr_2024_10_007
crossref_primary_10_1080_01478885_2024_2391683
crossref_primary_10_1098_rstb_2023_0049
crossref_primary_10_1016_j_cotox_2024_100477
crossref_primary_10_1016_j_copbio_2024_103111
crossref_primary_10_3390_cancers16193396
crossref_primary_10_1186_s12864_024_10672_w
crossref_primary_10_1002_mco2_765
crossref_primary_10_1186_s12967_024_06066_x
crossref_primary_10_1016_j_cropd_2024_100057
crossref_primary_10_1016_j_jgg_2024_03_005
crossref_primary_10_1016_j_tplants_2024_06_008
crossref_primary_10_1016_j_cell_2024_07_040
crossref_primary_10_1016_j_csbj_2024_03_002
crossref_primary_10_1016_j_bbalip_2024_159568
crossref_primary_10_3390_ph16071050
crossref_primary_10_1091_mbc_E24_09_0415
crossref_primary_10_1002_wrna_1839
crossref_primary_10_1186_s12864_024_10991_y
crossref_primary_10_1371_journal_pgen_1010777
crossref_primary_10_1016_j_xgen_2024_100565
crossref_primary_10_1016_j_measurement_2024_115330
crossref_primary_10_59717_j_xinn_life_2023_100006
Cites_doi 10.1126/science.abd5059
10.1073/pnas.1612826113
10.1002/advs.202101229
10.1186/s12864-020-6631-z
10.1016/j.cell.2019.09.020
10.1016/j.yjmcc.2021.09.011
10.1073/pnas.1912459116
10.1038/s41586-021-03670-5
10.1126/science.abm1741
10.1016/j.jmoldx.2011.08.002
10.1038/ncomms13182
10.1038/nmeth.4662
10.1126/science.abg9302
10.1038/s41586-022-05094-1
10.1158/2159-8290.CD-21-0683
10.1038/s41587-020-0739-1
10.1038/s41587-020-0472-9
10.3389/fcell.2022.853188
10.1038/s41586-021-03969-3
10.1038/nmeth.2892
10.1126/science.abo0510
10.1038/s41586-022-05060-x
10.1038/s41592-018-0219-4
10.1016/j.cell.2020.10.026
10.1038/nature14966
10.1126/science.aaw1219
10.1126/science.abp9444
10.1038/s41586-022-05385-7
10.1016/j.devcel.2022.04.011
10.1016/j.cell.2022.04.003
10.1038/nmeth.2563
10.1038/s41467-022-28431-4
10.1126/sciadv.abk0133
10.1038/s41467-021-27798-0
10.1038/nplants.2017.61
10.1093/nar/gkab120
10.1016/j.cell.2022.10.021
10.1016/j.devcel.2022.04.009
10.1038/s41598-018-22297-7
10.1093/bioinformatics/btac775
10.1038/s41586-019-1049-y
10.1093/nar/gkaa740
10.1126/science.abi4882
10.1126/science.aav9776
10.1126/science.aau5324
10.1038/s41586-022-04571-x
10.1016/j.cell.2020.05.039
10.1016/j.immuni.2022.09.002
10.1126/science.aat5691
10.1038/s41586-022-04793-z
10.1016/j.cell.2020.06.038
10.1038/s41467-020-20343-5
10.1038/s41586-020-2024-3
10.1038/s41587-022-01233-1
10.1038/s41592-018-0175-z
10.1126/sciadv.abb3446
10.1038/nmeth.2069
10.1038/s41586-022-05023-2
10.1126/science.abp9262
10.1016/j.cell.2022.09.010
10.1038/s41586-020-2383-9
10.1016/0014-5793(73)80749-5
10.1038/s41467-022-28497-0
10.1016/j.cell.2019.11.025
10.1016/j.cell.2021.05.010
10.1089/nat.2020.0921
10.1038/s41467-022-29439-6
10.1016/j.cell.2019.05.019
10.1093/nar/gkaa792
10.1073/pnas.79.14.4381
10.1038/s41592-022-01459-6
10.1038/s41467-022-34004-2
10.1016/j.cels.2021.09.004
10.1038/s41596-020-0391-8
10.1038/nprot.2017.003
10.1038/s41467-021-24691-8
10.1186/s13007-019-0498-5
10.1126/science.aaa6090
10.1016/j.cell.2020.12.016
10.1073/pnas.63.2.378
10.1038/s41586-019-1469-8
10.1038/s41467-022-28523-1
10.1038/s41592-022-01673-2
10.1038/s41576-019-0129-z
10.1016/j.cell.2019.09.023
10.1038/nmeth.2657
10.1126/science.1260088
10.1093/nar/gkx1206
10.15252/msb.202010108
10.1016/j.celrep.2019.08.077
10.1038/s41592-021-01264-7
10.1016/j.devcel.2022.04.006
10.1038/s41592-022-01728-4
10.1038/s41586-021-04217-4
10.1038/s41592-021-01344-8
10.1038/s41467-022-28445-y
10.1126/sciadv.abg4755
10.1016/j.gpb.2022.10.001
10.1016/j.cell.2022.06.007
10.1038/s41592-020-0880-2
10.1038/nrg3832
10.1038/nmeth.4500
10.1038/s41576-022-00515-3
10.1038/s41422-021-00540-7
10.1038/s41586-021-03705-x
10.1038/s41586-022-04541-3
10.1016/j.cell.2021.11.024
10.1126/science.abb9536
10.1093/nar/gkab638
10.1093/bib/bbaa012
10.1186/s13059-020-02214-w
10.1016/j.cell.2021.08.003
10.1126/science.aax2656
10.1016/j.cell.2022.11.005
10.1038/s41586-021-03775-x
10.3389/fcell.2022.878346
10.1093/bioinformatics/bty030
10.1126/sciadv.abg3750
10.1093/nar/gkab043
10.1126/science.aaf2403
10.1038/s41586-022-05242-7
10.1007/BF00291041
10.1038/s41593-020-00787-0
10.1038/s41467-021-21246-9
10.1038/s41586-022-05435-0
10.1126/science.280.5363.585
10.1186/s13059-021-02362-7
10.1038/s41592-019-0548-y
10.1016/j.cell.2020.08.040
10.1172/jci.insight.157837
10.1038/nbt.3192
10.1038/s41592-021-01255-8
10.1038/s41586-020-2877-5
10.1016/j.cell.2022.02.015
10.1038/s41587-020-0465-8
10.1126/science.abg7216
10.1038/s41587-022-01288-0
10.1038/nmeth.1448
10.1038/s41587-021-01044-w
10.1038/ncomms12139
10.1038/s41587-021-00830-w
10.1186/s13059-022-02783-y
10.1016/j.cell.2014.09.038
10.1038/s41467-022-32111-8
10.1038/s41593-021-00842-4
10.1126/science.1250212
10.1038/s41592-022-01480-9
10.1038/s41592-020-01042-x
10.1038/s41587-022-01448-2
10.1038/nature21065
10.1038/s41587-021-01006-2
10.1038/s41586-022-04918-4
10.1038/s41586-022-05056-7
10.1073/pnas.79.23.7331
10.1093/bioinformatics/btx211
ContentType Journal Article
Copyright 2023 The Authors
Copyright © 2023 The Authors. Published by Elsevier Ltd.. All rights reserved.
Copyright_xml – notice: 2023 The Authors
– notice: Copyright © 2023 The Authors. Published by Elsevier Ltd.. All rights reserved.
DBID 6I.
AAFTH
AAYXX
CITATION
NPM
7X8
7S9
L.6
DOI 10.1016/j.jgg.2023.03.011
DatabaseName ScienceDirect Open Access Titles
Elsevier:ScienceDirect:Open Access
CrossRef
PubMed
MEDLINE - Academic
AGRICOLA
AGRICOLA - Academic
DatabaseTitle CrossRef
PubMed
MEDLINE - Academic
AGRICOLA
AGRICOLA - Academic
DatabaseTitleList
AGRICOLA
PubMed
MEDLINE - Academic
Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
DeliveryMethod fulltext_linktorsrc
Discipline Biology
EndPage 640
ExternalDocumentID 36990426
10_1016_j_jgg_2023_03_011
S1673852723000759
Genre Journal Article
Review
GroupedDBID ---
--K
--M
.~1
0R~
1B1
1~.
1~5
2B.
2C.
4.4
457
4G.
53G
5GY
5VR
5VS
6I.
7-5
71M
8P~
92E
92I
AABNK
AACTN
AAEDT
AAEDW
AAFTH
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AAXUO
ABFNM
ABGSF
ABMAC
ABUDA
ABXDB
ABYKQ
ACDAQ
ACGFO
ACGFS
ACRLP
ADEZE
ADMUD
ADUVX
AEBSH
AEHWI
AEKER
AENEX
AFKWA
AFTJW
AFUIB
AFXIZ
AGHFR
AGUBO
AGYEJ
AIEXJ
AIKHN
AITUG
AJBFU
AJOXV
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AXJTR
BKOJK
BLXMC
CCEZO
CHBEP
CHDYS
CIEJG
CS3
CW9
DOVZS
DU5
EBS
EFJIC
EFLBG
EJD
EO9
EP2
EP3
F5P
FA0
FDB
FIRID
FNPLU
FYGXN
GBLVA
HZ~
J1W
KOM
M41
MO0
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
PC.
Q38
RIG
ROL
SDF
SDG
SES
SSU
SSZ
T5K
TCJ
TGP
~G-
-SA
-S~
5XA
5XB
AAHBH
AATTM
AAXKI
AAYWO
AAYXX
ABWVN
ACRPL
ACVFH
ADCNI
ADNMO
AEIPS
AEUPX
AFJKZ
AFPUW
AGCQF
AGRNS
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
BNPGV
CAJEA
CITATION
Q--
SSH
U1G
U5K
AAXDM
NPM
7X8
7S9
L.6
ID FETCH-LOGICAL-c429t-1ac60c2292a106a5c4c109ec151abdbd8be8ca828396c8d1b47b5ebe7a961a393
IEDL.DBID .~1
ISSN 1673-8527
IngestDate Fri Jul 11 00:56:49 EDT 2025
Thu Jul 10 20:47:47 EDT 2025
Wed Feb 19 02:23:20 EST 2025
Tue Jul 01 02:56:13 EDT 2025
Thu Apr 24 22:52:18 EDT 2025
Fri Feb 23 02:36:21 EST 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 9
Keywords Tissue dissection
Spatial single-cell
Three-dimensional organ
Spatially resolved transcriptomics
Bioinformatic tools
Cell communications
Language English
License This is an open access article under the CC BY-NC-ND license.
Copyright © 2023 The Authors. Published by Elsevier Ltd.. All rights reserved.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c429t-1ac60c2292a106a5c4c109ec151abdbd8be8ca828396c8d1b47b5ebe7a961a393
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
ObjectType-Review-3
content type line 23
ORCID 0000-0002-5338-5173
0000-0002-7246-6980
0000-0002-4742-9870
OpenAccessLink https://www.sciencedirect.com/science/article/pii/S1673852723000759
PMID 36990426
PQID 2792902694
PQPubID 23479
PageCount 16
ParticipantIDs proquest_miscellaneous_2834211923
proquest_miscellaneous_2792902694
pubmed_primary_36990426
crossref_primary_10_1016_j_jgg_2023_03_011
crossref_citationtrail_10_1016_j_jgg_2023_03_011
elsevier_sciencedirect_doi_10_1016_j_jgg_2023_03_011
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2023-09-01
PublicationDateYYYYMMDD 2023-09-01
PublicationDate_xml – month: 09
  year: 2023
  text: 2023-09-01
  day: 01
PublicationDecade 2020
PublicationPlace China
PublicationPlace_xml – name: China
PublicationTitle Journal of genetics and genomics
PublicationTitleAlternate J Genet Genomics
PublicationYear 2023
Publisher Elsevier Ltd
Publisher_xml – name: Elsevier Ltd
References Sharma, Seow, Dutertre, Pai, Blériot, Mishra, Wong, Singh, Sudhagar, Khalilnezhad (bib170) 2020; 183
Fu, Sun, Dong, Chen, Silakit, Condon, Lin, Lin, Palmiter, Gu (bib126) 2022; 185
Grisanti Canozo, Zuo, Martin, Samee (bib40) 2022; 13
Chen, Liao, Cheng, Ma, Wu, Lai, Qiu, Yang, Xu, Hao (bib17) 2022; 185
Ding, Adiconis, Simmons, Kowalczyk, Hession, Marjanovic, Hughes, Wadsworth, Burks, Nguyen (bib28) 2020; 38
Tautz, Pfeifle (bib87) 1989; 98
Suo, Dann, Goh, Jardine, Kleshchevnikov, Park, Botting, Stephenson, Engelbert, Tuong (bib174) 2022; 376
Lei, Cheng, Li, Zhuang, Wu, Sun, Han, Huang, Wang, Wang (bib54) 2022
Srivatsan, Regier, Barkan, Franks, Packer, Grosjean, Duran, Saxton, Ladd (bib109) 2021; 373
Alon, Goodwin, Sinha, Wassie, Chen, Daugharthy, Bando, Kajita, Xue, Marrett (bib2) 2021; 371
Borm, Mossi Albiach, Mannens, Janusauskas, Özgün, Fernández-García, Hodge, Castillo, Hedin, Villablanca (bib8) 2023; 41
Cui, Chen, Chen, Qian, Peng, Jing (bib24) 2019
Liu, Yang, Deng, Su, Enninful, Guo, Tebaldi, Zhang, Kim, Bai (bib61) 2020; 183
Cheng, Liao, Shao, Lu, Fan (bib19) 2021; 8
Jin, Yu, Bai, Liu, Li, Zhang, Liang (bib141) 2022; bioRxiv
Giolai, Verweij, Lister, Heavens, Macaulay, Clark (bib130) 2019; 15
Mohamed, Nounu, Nováček (bib71) 2021; 22
Vickovic, Eraslan, Salmén, Klughammer, Stenbeck, Schapiro, Äijö, Bonneau, Bergenstråhle, Navarro (bib89) 2019; 16
Parigi, Larsson, Das, Ramirez Flores, Frede, Tripathi, Diaz, Selin, Morales, Luo (bib76) 2022; 13
Biancalani, Scalia, Buffoni, Avasthi, Lu, Sanger, Tokcan, Vanderburg, Segerstolpe, Zhang (bib7) 2021; 18
Wang, Hu, Lv, Wang, Lan, Xiang, Tu, Wei, Han, Shi (bib93) 2022; 57
Moffitt, Bambah-Mukku, Eichhorn, Vaughn, Shekhar, Perez, Rubinstein, Hao, Regev, Dulac (bib160) 2018; 362
Grün, Lyubimova, Kester, Wiebrands, Basak, Sasaki, Clevers, van Oudenaarden (bib131) 2015; 525
Jerby-Arnon, Regev (bib45) 2022; 40
Karras, Bordeu, Pozniak, Nowosad, Pazzi, Van Raemdonck, Landeloos, Van Herck, Pedri, Bervoets (bib144) 2022; 610
Rouhanifard, Mellis, Dunagin, Bayatpour, Jiang, Dardani, Symmons, Emert, Torre, Cote (bib168) 2018
Shao, Li, Yang, Lu, Liao, Qian, Wang, Cheng, Yang, Chen (bib83) 2022; 13
Jin, Guerrero-Juarez, Zhang, Chang, Ramos, Kuan, Myung, Plikus, Nie (bib46) 2021; 12
Gao, Shi, Zhang, Liang, Kang, Huang, Ma, Wang, Jiao, Fang (bib128) 2022; 32
Holgersen, Gandhi, Zhou, Kim, Vaz, Bogojeski, Bugno, Shalev, Cheung-Ong, Gonçalves (bib43) 2021; 31
Liu, Enninful, Deng, Fan (bib60) 2020
Fan, Andrusivová, Wu, Chai, Larsson, He, Luo, Lundeberg, Wang (bib34) 2022
Joglekar, Prjibelski, Mahfouz, Collier, Lin, Schlusche, Marrocco, Williams, Haase, Hayes (bib142) 2021; 12
Cang, Zhao, Almet, Stabell, Ramos, Plikus, Atwood, Nie (bib11) 2022; 20
Booeshaghi, Yao, van Velthoven, Smith, Tasic, Zeng, Pachter (bib113) 2021; 598
Chang, Han, Jiang, Li, Shen, Chen, Fei, Ren, Pang, Wang (bib116) 2022
Zeng, Huang, Zhou, Meilandt, Dejanovic, Zhou, Bohlen, Lee, Ren, Liu (bib104) 2023; 26
Calvanese, Capellera-Garcia, Ma, Fares, Liebscher, Ng, Ekstrand, Aguadé-Gorgorió, Vavilina, Lefaudeux (bib115) 2022; 604
Liu, Punthambaker, Iyer, Ferrante, Goodwin, Fürth, Pawlowski, Jindal, Tam, Mifflin (bib153) 2021; 49
Editorial (bib31) 2021; 18
Gracia Villacampa, Larsson, Mirzazadeh, Kvastad, Andersson, Mollbrink, Kokaraki, Monteil, Schultz, Appelberg (bib39) 2021; 1
Yuan, Bar-Joseph (bib101) 2020; 21
Wang, Allen, Wright, Sylwestrak, Samusik, Vesuna, Evans, Liu, Ramakrishnan, Liu (bib91) 2018; 361
Zhang, Hu, Huang, Wei, Li, Hu, Li, Wu, Czajkowsky, Guo (bib184) 2022; 10
Zhang, Liu, Hu, Wang, Wang, Zou, Tan, Cui, Dou, Ning (bib105) 2021; 49
Battich, Stoeger, Pelkmans (bib5) 2013; 10
van den Brink, Alemany, van Batenburg, Moris, Blotenburg, Vivié, Baillie-Johnson, Nichols, Sonnen, Martinez Arias (bib177) 2020; 582
Harrison, Conkie, Paul, Jones (bib41) 1973; 32
Honda, Oki, Kimura, Harada, Maehara, Tanaka, Meno, Ohkawa (bib137) 2021; 12
Ståhl, Salmén, Vickovic, Lundmark, Navarro, Magnusson, Giacomello, Asp, Westholm, Huss (bib85) 2016; 353
Zhang, Eichhorn, Zingg, Yao, Cotter, Zeng, Dong, Zhuang (bib183) 2021; 598
Zhao, Chiang, Morriss, LaFave, Murray, Del Priore, Meli, Lareau, Nadaf, Li (bib107) 2022; 601
He, Maynard, Jain, Gerber, Petri, Lin, Santel, Ly, Dupré, Sidow (bib42) 2022; 19
Haase, Gustafsson, Mei, Yeh, Richter, Milosevic, Turcotte, Kharchenko, Sykes, Scadden (bib133) 2022; 19
Kadur Lakshminarasimha Murthy, Sontake, Tata, Kobayashi, Macadlo, Okuda, Conchola, Nakano, Gregory, Miller (bib143) 2022; 604
Konieczny, Xing, Sidhu, Subudhi, Mansfield, Hsieh, Biancur, Larsen, Cammer, Li (bib148) 2022; 377
Zeira, Land, Strzalkowski, Raphael (bib102) 2022; 19
Chen, Sun, Lei, Li, Liao, Liang, Lin, Yuan, Li, Wang (bib18) 2022
Liu, Li, Li, Lin, Zhao, Liu, Wang, Yang, Shi, Ma (bib62) 2022; 57
Asp, Giacomello, Larsson, Wu, Fürth, Qian, Wärdell, Custodio, Reimegård, Salmén (bib4) 2019; 179
Fang, Xia, Close, Zhang, He, Huang, Halpern, Long, Miller, Lein (bib124) 2022; 377
Deng, Bartosovic, Ma, Zhang, Kukanja, Xiao, Su, Liu, Qin, Rosoklija (bib26) 2022; 609
Li, Zhang, Guo, Xu, Li, Fang, Hu, Zhang, Yao, Tang (bib55) 2022; 19
Cassella, Ephrussi (bib12) 2022; 13
Kim, Lövkvist, Martin, Kim, Won (bib49) 2022
Langer-Safer, Levine, Ward (bib51) 1982; 79
Eng, Shah, Thomassie, Cai (bib121) 2017; 14
Jiang, Zhou, Qian, Zhu, Wang, Li, Shen, Qu, Cui, Chen (bib140) 2023; bioRxiv
Ben-Chetrit, Niu, Swett, Sotelo, Jiao, Roelli, Stoeckius, Landau (bib111) 2022
Codeluppi, Borm, Zeisel, La Manno, van Lunteren, Svensson, Linnarsson (bib118) 2018; 15
Gyllborg, Langseth, Qian, Choi, Salas, Hilscher, Lein, Nilsson (bib132) 2020; 48
Ren, Zhou, Zeng, Wang, Huang, Qiu, Maher, Lin, He, Tang (bib80) 2022
Giacomello, Salmén, Terebieniec, Vickovic, Navarro, Alexeyenko, Reimegård, McKee, Mannapperuma, Bulone (bib38) 2017; 3
Fawkner-Corbett, Antanaviciute, Parikh, Jagielowicz, Gerós, Gupta, Ashley, Khamis, Fowler, Morrissey (bib125) 2021; 184
Wu, Yan, Bai, Chen, Xu, Zou, Huang, Hou, Zhong, Jing (bib98) 2021
Dong, Yuan (bib29) 2021; 22
Rodriques, Stickels, Goeva, Martin, Murray, Vanderburg, Welch, Chen, Chen, Macosko (bib81) 2019; 363
Cross, de Andrea, Villalba-Esparza, Landecho, Cerundolo, Weeratunga, Etherington, Denney, Ogg, Ho (bib23) 2023; 8
Wassie, Zhao, Boyden (bib94) 2019; 16
Crosetto, Bienko, van Oudenaarden (bib22) 2015; 16
Elosua-Bayes, Nieto, Mereu, Gut, Heyn (bib32) 2021; 49
Ji, Rubin, Thrane, Jiang, Reynolds, Meyers, Guo, George, Mollbrink, Bergenstråhle (bib139) 2020; 182
Junker, Noël, Guryev, Peterson, Shah, Huisken, McMahon, Berezikov, Bakkers, van Oudenaarden (bib47) 2014; 159
Liu, Sun, Wang (bib64) 2022; 23
Liu, DiStasio, Su, Asashima, Enninful, Qin, Deng, Bordignon, Cassano, Tomayko (bib155) 2022
Mohenska, Tan, Tokolyi, Furtado, Costa, Perry, Hatwell-Humble, van Duijvenboden, Nim, Ji (bib72) 2022; 163
Moris, Anlas, van den Brink, Alemany, Schröder, Ghimire, Balayo, van Oudenaarden, Martinez Arias (bib162) 2020; 582
Maniatis, Äijö, Vickovic, Braine, Kang, Mollbrink, Fagegaltier, Andrusivová, Saarenpää, Saiz-Castro (bib156) 2019; 364
Vickovic, Lötstedt, Klughammer, Mages, Segerstolpe, Rozenblatt-Rosen, Regev (bib90) 2022; 13
Chen, Lu, Craessaerts, Pavie, Sala Frigerio, Corthout, Qian, Laláková, Kühnemund, Voytyuk (bib117) 2020; 182
Ou, Lin, Qiu, Ding, Ren, Chen, Wang, Tong, Wu, Chen (bib164) 2022; 9
Xia, Sun, Li, Li, Zhao, Chen, Qin, Chen, Chen, Liu (bib100) 2022; 57
Lee, Daugharthy, Scheiman, Kalhor, Yang, Ferrante, Terry, Jeanty, Li, Amamoto (bib53) 2014; 343
Xia, Fan, Emanuel, Hao, Zhuang (bib99) 2019; 116
Tian, Chen, Macosko (bib88) 2022; 41
Chen, Sun, Church, Lee, Zador (bib16) 2018; 46
Dar, Dar, Cai, Newman (bib119) 2021; 373
Zimmerman, Fropf, Kulasekara, Griswold, Appelbe, Bahrami, Boykin, Buhr, Fuhrman, Hoang (bib186) 2022
Dhainaut, Rose, Akturk, Wroblewska, Nielsen, Park, Buckup, Roudko, Pia, Sweeney (bib27) 2022; 185
Wei, He, Bai, Sei, Hu, Thompson, Chen, Krishnamurthy, Navin (bib95) 2022; 40
Engblom, Thrane, Lin, Andersson, Toosi, Chen, Steiner, Mantovani, Hagemann-Jensen, Saarenpää (bib122) 2022; bioRxiv
Garcia-Alonso, Lorenzi, Mazzeo, Alves-Lopes, Roberts, Sancho-Serra, Engelbert, Marečková, Gruhn, Botting (bib129) 2022; 607
Kebschull, Richman, Ringach, Friedmann, Albarran, Kolluru, Jones, Allen, Wang, Cho (bib146) 2020; 370
Gall, Pardue (bib37) 1969; 63
Shi, He, Zhou, Huang, Wang, Tang, Tan, Wu, Lin, Ren (bib191) 2022
He, Lim, Sun, Pett, Jeng, Polanski, Dong, Bolt, Richardson, Mamanova (bib135) 2022; 185
Wang, Eddison, Fleishman, Weigert, Xu, Wang, Rokicki, Goina, Henry, Lemire (bib92) 2021; 184
Raredon, Yang, Kothapalli, Lewis, Kaminski, Niklason, Kluger (bib79) 2023; 39
Ratz, Berlin, Larsson, Martin, Westholm, Manno, Lundeberg, Frisén (bib166) 2021
Pelka, Hofree, Chen, Sarkizova, Pirl, Jorgji, Bejnood, Dionne, Ge, Xu (bib165) 2021; 184
Cable, Murray, Zou, Goeva, Macosko, Chen, Irizarry (bib10) 2022; 40
Berglund, Saarenpää, Jemt, Gruselius, Larsson, Bergenstråhle, Lundeberg, Giacomello (bib6) 2020; 21
Burgess (bib9) 2019; 20
Osterhout, Kapoor, Eichhorn, Vaughn, Moore, Liu, Lee, DeNardo, Luo, Zhuang (bib163) 2022; 606
Peng, Suo, Cui, Yu, Wang, Chen, Chen, Liu, Chen, Qian (bib77) 2019; 572
Lubeck, Cai (bib67) 2012; 9
Femino, Fay, Fogarty, Singer (bib36) 1998; 280
Kathe, Skinnider, Hutson, Regazzi, Gautier, Demesmaeker, Komi, Ceto, James, Cho (bib145) 2022; 611
Kriebel, Welch (bib50) 2022; 13
Littman, Hemminger, Foreman, Arneson, Zhang, Gómez-Pinilla, Yang, Wollman (bib57) 2021; 17
Wang, Flanagan, Su, Wang, Bui, Nielson, Wu, Vo, Ma, Luo (bib179) 2012; 14
Saarenpää, Shalev, Ashkenazy, Oliveira-Carlos, Lundberg, Weigel, Giacomello (bib169) 2022; bioRxiv
Deng, Bartosovic, Kukanja, Zhang, Liu, Su, Enninful, Bai, Castelo-Branco, Fan (bib25) 2022; 375
Petukhov, Xu, Soldatov, Cadinu, Khodosevich, Moffitt, Kharchenko (bib78) 2022; 40
Maynard, Collado-Torres, Weber, Uytingco, Barry, Williams, Catallini, Tran, Besich, Tippani (bib158) 2021; 24
Lubeck, Coskun, Zhiyentayev, Ahmad, Cai (bib68) 2014; 11
Eng, Lawson, Zhu, Dries, Koulena, Takei, Yun, Cronin, Karp, Yuan (bib33) 2019; 568
Vu, Vallmitjana, Gu, La, Xu, Flores, Zimak, Shiu, Hosohama, Wu (bib178) 2022; 13
Herm
Engblom (10.1016/j.jgg.2023.03.011_bib122) 2022; bioRxiv
Lubeck (10.1016/j.jgg.2023.03.011_bib67) 2012; 9
Parigi (10.1016/j.jgg.2023.03.011_bib76) 2022; 13
Fawkner-Corbett (10.1016/j.jgg.2023.03.011_bib125) 2021; 184
Xia (10.1016/j.jgg.2023.03.011_bib99) 2019; 116
Suo (10.1016/j.jgg.2023.03.011_bib174) 2022; 376
Weinstein (10.1016/j.jgg.2023.03.011_bib181) 2019; 178
Zimmerman (10.1016/j.jgg.2023.03.011_bib186) 2022
Cassella (10.1016/j.jgg.2023.03.011_bib12) 2022; 13
Jiang (10.1016/j.jgg.2023.03.011_bib140) 2023; bioRxiv
Chen (10.1016/j.jgg.2023.03.011_bib17) 2022; 185
Zhang (10.1016/j.jgg.2023.03.011_bib105) 2021; 49
Abdelaal (10.1016/j.jgg.2023.03.011_bib1) 2020; 48
Lopez (10.1016/j.jgg.2023.03.011_bib66) 2019
Xia (10.1016/j.jgg.2023.03.011_bib100) 2022; 57
Wang (10.1016/j.jgg.2023.03.011_bib92) 2021; 184
Satija (10.1016/j.jgg.2023.03.011_bib82) 2015; 33
Ortiz (10.1016/j.jgg.2023.03.011_bib75) 2020; 6
Lohoff (10.1016/j.jgg.2023.03.011_bib65) 2022; 40
Chen (10.1016/j.jgg.2023.03.011_bib16) 2018; 46
Honda (10.1016/j.jgg.2023.03.011_bib137) 2021; 12
Chen (10.1016/j.jgg.2023.03.011_bib18) 2022
Ren (10.1016/j.jgg.2023.03.011_bib80) 2022
Peng (10.1016/j.jgg.2023.03.011_bib77) 2019; 572
Gao (10.1016/j.jgg.2023.03.011_bib128) 2022; 32
Lust (10.1016/j.jgg.2023.03.011_bib108) 2022; 377
Holgersen (10.1016/j.jgg.2023.03.011_bib43) 2021; 31
Berglund (10.1016/j.jgg.2023.03.011_bib6) 2020; 21
Fang (10.1016/j.jgg.2023.03.011_bib124) 2022; 377
Junker (10.1016/j.jgg.2023.03.011_bib47) 2014; 159
Petukhov (10.1016/j.jgg.2023.03.011_bib78) 2022; 40
Wang (10.1016/j.jgg.2023.03.011_bib179) 2012; 14
Chen (10.1016/j.jgg.2023.03.011_bib15) 2017; 12
Pelka (10.1016/j.jgg.2023.03.011_bib165) 2021; 184
Gracia Villacampa (10.1016/j.jgg.2023.03.011_bib39) 2021; 1
Lubeck (10.1016/j.jgg.2023.03.011_bib68) 2014; 11
Navarro (10.1016/j.jgg.2023.03.011_bib73) 2017; 33
Liu (10.1016/j.jgg.2023.03.011_bib64) 2022; 23
Tang (10.1016/j.jgg.2023.03.011_bib175) 2022
Jin (10.1016/j.jgg.2023.03.011_bib141) 2022; bioRxiv
Matsunaga (10.1016/j.jgg.2023.03.011_bib157) 2022
Moris (10.1016/j.jgg.2023.03.011_bib162) 2020; 582
Liu (10.1016/j.jgg.2023.03.011_bib61) 2020; 183
Ji (10.1016/j.jgg.2023.03.011_bib139) 2020; 182
Wei (10.1016/j.jgg.2023.03.011_bib95) 2022; 40
Kriebel (10.1016/j.jgg.2023.03.011_bib50) 2022; 13
Wang (10.1016/j.jgg.2023.03.011_bib93) 2022; 57
Chen (10.1016/j.jgg.2023.03.011_bib13) 2015; 347
Lee (10.1016/j.jgg.2023.03.011_bib152) 2021; 7
Jerby-Arnon (10.1016/j.jgg.2023.03.011_bib45) 2022; 40
Shao (10.1016/j.jgg.2023.03.011_bib83) 2022; 13
Fang (10.1016/j.jgg.2023.03.011_bib35) 2023; 21
Larsson (10.1016/j.jgg.2023.03.011_bib52) 2010; 7
Li (10.1016/j.jgg.2023.03.011_bib56) 2022
Gall (10.1016/j.jgg.2023.03.011_bib37) 1969; 63
Kim (10.1016/j.jgg.2023.03.011_bib147) 2019; 179
Shi (10.1016/j.jgg.2023.03.011_bib191) 2022
Kathe (10.1016/j.jgg.2023.03.011_bib145) 2022; 611
Merritt (10.1016/j.jgg.2023.03.011_bib159) 2020; 38
Chang (10.1016/j.jgg.2023.03.011_bib116) 2022
Dar (10.1016/j.jgg.2023.03.011_bib119) 2021; 373
Garcia-Alonso (10.1016/j.jgg.2023.03.011_bib129) 2022; 607
Maniatis (10.1016/j.jgg.2023.03.011_bib156) 2019; 364
Liu (10.1016/j.jgg.2023.03.011_bib60) 2020
Moffitt (10.1016/j.jgg.2023.03.011_bib160) 2018; 362
Vickovic (10.1016/j.jgg.2023.03.011_bib89) 2019; 16
Eng (10.1016/j.jgg.2023.03.011_bib121) 2017; 14
Zhang (10.1016/j.jgg.2023.03.011_bib106) 2022; 4
He (10.1016/j.jgg.2023.03.011_bib42) 2022; 19
Moffitt (10.1016/j.jgg.2023.03.011_bib70) 2022; 23
Stogsdill (10.1016/j.jgg.2023.03.011_bib172) 2022; 608
Tian (10.1016/j.jgg.2023.03.011_bib88) 2022; 41
Zeng (10.1016/j.jgg.2023.03.011_bib104) 2023; 26
Booeshaghi (10.1016/j.jgg.2023.03.011_bib113) 2021; 598
Zhang (10.1016/j.jgg.2023.03.011_bib184) 2022; 10
Hu (10.1016/j.jgg.2023.03.011_bib138) 2020; 17
Rouhanifard (10.1016/j.jgg.2023.03.011_bib168) 2018
Codeluppi (10.1016/j.jgg.2023.03.011_bib118) 2018; 15
Deng (10.1016/j.jgg.2023.03.011_bib25) 2022; 375
Wu (10.1016/j.jgg.2023.03.011_bib98) 2021
Liu (10.1016/j.jgg.2023.03.011_bib63) 2022; 55
Zhao (10.1016/j.jgg.2023.03.011_bib107) 2022; 601
Currenti (10.1016/j.jgg.2023.03.011_bib190) 2022
Joglekar (10.1016/j.jgg.2023.03.011_bib142) 2021; 12
Gyllborg (10.1016/j.jgg.2023.03.011_bib132) 2020; 48
Chen (10.1016/j.jgg.2023.03.011_bib117) 2020; 182
Langer-Safer (10.1016/j.jgg.2023.03.011_bib51) 1982; 79
Editorial (10.1016/j.jgg.2023.03.011_bib31) 2021; 18
Eng (10.1016/j.jgg.2023.03.011_bib33) 2019; 568
Zeng (10.1016/j.jgg.2023.03.011_bib103) 2022
Dong (10.1016/j.jgg.2023.03.011_bib29) 2021; 22
Ou (10.1016/j.jgg.2023.03.011_bib164) 2022; 9
Kadur Lakshminarasimha Murthy (10.1016/j.jgg.2023.03.011_bib143) 2022; 604
Nichterwitz (10.1016/j.jgg.2023.03.011_bib74) 2016; 7
Crosetto (10.1016/j.jgg.2023.03.011_bib22) 2015; 16
Cross (10.1016/j.jgg.2023.03.011_bib23) 2023; 8
Dong (10.1016/j.jgg.2023.03.011_bib30) 2022; 13
Giolai (10.1016/j.jgg.2023.03.011_bib130) 2019; 15
Haase (10.1016/j.jgg.2023.03.011_bib133) 2022; 19
Karras (10.1016/j.jgg.2023.03.011_bib144) 2022; 610
Chen (10.1016/j.jgg.2023.03.011_bib188) 2019; 179
Liu (10.1016/j.jgg.2023.03.011_bib62) 2022; 57
Zhao (10.1016/j.jgg.2023.03.011_bib185) 2022; bioRxiv
Grün (10.1016/j.jgg.2023.03.011_bib131) 2015; 525
Vu (10.1016/j.jgg.2023.03.011_bib178) 2022; 13
Wassie (10.1016/j.jgg.2023.03.011_bib94) 2019; 16
Wirth (10.1016/j.jgg.2023.03.011_bib182) 2022
Chen (10.1016/j.jgg.2023.03.011_bib14) 2015; 348
Rodriques (10.1016/j.jgg.2023.03.011_bib81) 2019; 363
Uzquiano (10.1016/j.jgg.2023.03.011_bib176) 2022; 185
Sharma (10.1016/j.jgg.2023.03.011_bib170) 2020; 183
Yuan (10.1016/j.jgg.2023.03.011_bib101) 2020; 21
Mohenska (10.1016/j.jgg.2023.03.011_bib72) 2022; 163
Zhang (10.1016/j.jgg.2023.03.011_bib183) 2021; 598
Cui (10.1016/j.jgg.2023.03.011_bib24) 2019
Tautz (10.1016/j.jgg.2023.03.011_bib87) 1989; 98
La Manno (10.1016/j.jgg.2023.03.011_bib151) 2021; 596
Li (10.1016/j.jgg.2023.03.011_bib55) 2022; 19
Liu (10.1016/j.jgg.2023.03.011_bib59) 2020; 15
Wu (10.1016/j.jgg.2023.03.011_bib110) 2021; 7
Arnol (10.1016/j.jgg.2023.03.011_bib3) 2019; 29
Kebschull (10.1016/j.jgg.2023.03.011_bib146) 2020; 370
Vickovic (10.1016/j.jgg.2023.03.011_bib189) 2016; 7
Wang (10.1016/j.jgg.2023.03.011_bib91) 2018; 361
Burgess (10.1016/j.jgg.2023.03.011_bib9) 2019; 20
Galeano Niño (10.1016/j.jgg.2023.03.011_bib127) 2022; 611
Grisanti Canozo (10.1016/j.jgg.2023.03.011_bib40) 2022; 13
Raredon (10.1016/j.jgg.2023.03.011_bib79) 2023; 39
Wong (10.1016/j.jgg.2023.03.011_bib97) 2018; 34
Konieczny (10.1016/j.jgg.2023.03.011_bib148) 2022; 377
Boyd (10.1016/j.jgg.2023.03.011_bib114) 2020; 587
McKellar (10.1016/j.jgg.2023.03.011_bib69) 2022
Harrison (10.1016/j.jgg.2023.03.011_bib41) 1973; 32
Wei (10.1016/j.jgg.2023.03.011_bib96) 2022; 377
Battich (10.1016/j.jgg.2023.03.011_bib5) 2013; 10
Dhainaut (10.1016/j.jgg.2023.03.011_bib27) 2022; 185
Littman (10.1016/j.jgg.2023.03.011_bib57) 2021; 17
Hu (10.1016/j.jgg.2023.03.011_bib44) 2021; 18
Stickels (10.1016/j.jgg.2023.03.011_bib86) 2021; 39
Borm (10.1016/j.jgg.2023.03.011_bib8) 2023; 41
Kim (10.1016/j.jgg.2023.03.011_bib49) 2022
Cho (10.1016/j.jgg.2023.03.011_bib21) 2021; 184
Lee (10.1016/j.jgg.2023.03.011_bib53) 2014; 343
Femino (10.1016/j.jgg.2023.03.011_bib36) 1998; 280
Vickovic (10.1016/j.jgg.2023.03.011_bib90) 2022; 13
Elosua-Bayes (10.1016/j.jgg.2023.03.011_bib32) 2021; 49
Erickson (10.1016/j.jgg.2023.03.011_bib123) 2022; 608
Osterhout (10.1016/j.jgg.2023.03.011_bib163) 2022; 606
Srivatsan (10.1016/j.jgg.2023.03.011_bib109) 2021; 373
Biancalani (10.1016/j.jgg.2023.03.011_bib7) 2021; 18
Ding (10.1016/j.jgg.2023.03.011_bib28) 2020; 38
Cang (10.1016/j.jgg.2023.03.011_bib11) 2022; 20
Giacomello (10.1016/j.jgg.2023.03.011_bib38) 2017; 3
Liu (10.1016/j.jgg.2023.03.011_bib153) 2021; 49
Fu (10.1016/j.jgg.2023.03.011_bib126) 2022; 185
He (10.1016/j.jgg.2023.03.011_bib135) 2022; 185
Lei (10.1016/j.jgg.2023.03.011_bib54) 2022
Ratz (10.1016/j.jgg.2023.03.011_bib166) 2021
Moffitt (10.1016/j.jgg.2023.03.011_bib161) 2016; 113
Ben-Chetrit (10.1016/j.jgg.2023.03.011_bib111) 2022
Deng (10.1016/j.jgg.2023.03.011_bib26) 2022; 609
Zeira (10.1016/j.jgg.2023.03.011_bib102) 2022; 19
Biermann (10.1016/j.jgg.2023.03.011_bib112) 2022; 185
Cheng (10.1016/j.jgg.2023.03.011_bib20) 2022; 10
Wang (10.1016/j.jgg.2023.03.011_bib180) 2018; 8
Mohamed (10.1016/j.jgg.2023.03.011_bib71) 2021; 22
van den Brink (10.1016/j.jgg.2023.03.011_bib177) 2020; 582
Cheng (10.1016/j.jgg.2023.03.011_bib19) 2021; 8
Maynard (10.1016/j.jgg.2023.03.011_bib158) 2021; 24
Asp (10.1016/j.jgg.2023.03.011_bib4) 2019; 179
Fan (10.1016/j.jgg.2023.03.011_bib34) 2022
Ke (10.1016/j.jgg.2023.03.011_bib48) 2013; 10
Ravi (10.1016/j.jgg.2023.03.011_bib167) 2022; 13
Saarenpää (10.1016/j.jgg.2023.03.011_bib169) 2022; bioRxiv
Calvanese (10.1016/j.jgg.2023.03.011_bib115) 2022; 604
Liu (10.1016/j.jgg.2023.03.011_bib155) 2022
Herman (10.1016/j.jgg.2023.03.011_bib136) 2018; 15
Kuppe (10.1016/j.jgg.2023.03.011_bib150) 2022; 608
Sun (10.1016/j.jgg.2023.03.011_bib173) 2021; 24
Alon (10.1016/j.jgg.2023.03.011_bib2) 2021; 371
Liu (10.1016/j.jgg.2023.03.011_bib58) 2019
Liu (10.1016/j.jgg.2023.03.011_bib154) 2022; 8
Ståhl (10.1016/j.jgg.2023.03.011_bib85) 2016; 353
Halpern (10.1016/j.jgg.2023.03.011_bib134) 2017; 542
Cable (10.1016/j.jgg.2023.03.011_bib10) 2022; 40
Jin (10.1016/j.jgg.2023.03.011_bib46) 2021; 12
Di Bella (10.1016/j.jgg.2023.03.011_bib187) 2021; 595
Singer (10.1016/j.jgg.2023.03.011_bib84) 1982; 79
Kumar (10.1016/j.jgg.2023.03.011_bib149) 2022; 12
References_xml – volume: 18
  start-page: 1
  year: 2021
  ident: bib31
  article-title: Method of the Year 2020: spatially resolved transcriptomics
  publication-title: Nat. Methods
– volume: 184
  start-page: 4734
  year: 2021
  end-page: 4752
  ident: bib165
  article-title: Spatially organized multicellular immune hubs in human colorectal cancer
  publication-title: Cell
– volume: 17
  year: 2021
  ident: bib57
  article-title: Joint cell segmentation and cell type annotation for spatial transcriptomics
  publication-title: Mol. Syst. Biol.
– volume: 21
  start-page: 300
  year: 2020
  ident: bib101
  article-title: GCNG: graph convolutional networks for inferring gene interaction from spatial transcriptomics data
  publication-title: Genome Biol.
– year: 2021
  ident: bib166
  article-title: Cell types and clonal relations in the mouse brain revealed by single-cell and spatial transcriptomics
  publication-title: bioRxiv
– year: 2022
  ident: bib69
  article-title: In situ polyadenylation enables spatial mapping of the total transcriptome
  publication-title: bioRxiv
– volume: 116
  start-page: 19490
  year: 2019
  end-page: 19499
  ident: bib99
  article-title: Spatial transcriptome profiling by MERFISH reveals subcellular RNA compartmentalization and cell cycle-dependent gene expression
  publication-title: Proc. Natl. Acad. Sci. U. S. A.
– volume: 17
  start-page: 833
  year: 2020
  end-page: 843
  ident: bib138
  article-title: ZipSeq: barcoding for real-time mapping of single cell transcriptomes
  publication-title: Nat. Methods
– volume: 7
  year: 2016
  ident: bib74
  article-title: Laser capture microscopy coupled with Smart-seq2 for precise spatial transcriptomic profiling
  publication-title: Nat. Commun.
– volume: bioRxiv
  year: 2022
  ident: bib122
  publication-title: Spatial transcriptomics of T and B cell receptors uncovers lymphocyte clonal dynamics in human tissue.
– volume: 20
  start-page: 218
  year: 2022
  end-page: 228
  ident: bib11
  article-title: Screening cell-cell communication in spatial transcriptomics via collective optimal transport
  publication-title: Nat. Methods
– volume: 12
  start-page: 4416
  year: 2021
  ident: bib137
  article-title: High-depth spatial transcriptome analysis by photo-isolation chemistry
  publication-title: Nat. Commun.
– volume: 13
  start-page: 780
  year: 2022
  ident: bib50
  article-title: UINMF performs mosaic integration of single-cell multi-omic datasets using nonnegative matrix factorization
  publication-title: Nat. Commun.
– volume: 608
  start-page: 360
  year: 2022
  end-page: 367
  ident: bib123
  article-title: Spatially resolved clonal copy number alterations in benign and malignant tissue
  publication-title: Nature
– volume: 8
  year: 2023
  ident: bib23
  article-title: Spatial transcriptomic characterization of COVID-19 pneumonitis identifies immune circuits related to tissue injury
  publication-title: JCI Insight
– volume: 8
  start-page: eabk0133
  year: 2022
  ident: bib154
  article-title: Computer-aided design of reversible hybridization chain reaction CAD-HCR enables multiplexed single-cell spatial proteomics imaging
  publication-title: Sci. Adv.
– volume: bioRxiv
  year: 2022
  ident: bib185
  publication-title: Matrix-seq: an adjustable-resolution spatial transcriptomics via microfluidic matrix-based barcoding.
– volume: 377
  year: 2022
  ident: bib96
  article-title: Single-cell Stereo-seq reveals induced progenitor cells involved in axolotl brain regeneration
  publication-title: Science
– volume: 40
  start-page: 517
  year: 2022
  end-page: 526
  ident: bib10
  article-title: Robust decomposition of cell type mixtures in spatial transcriptomics
  publication-title: Nat. Biotechnol.
– volume: 23
  start-page: 741
  year: 2022
  end-page: 759
  ident: bib70
  article-title: The emerging landscape of spatial profiling technologies
  publication-title: Nat. Rev. Genet.
– year: 2018
  ident: bib168
  article-title: ClampFISH detects individual nucleic acid molecules using click chemistry-based amplification
  publication-title: Nat. Biotechnol.
– year: 2021
  ident: bib98
  article-title: Spatially-resolved transcriptomics analyses of invasive fronts in solid tumors
  publication-title: bioRxiv
– volume: 178
  start-page: 229
  year: 2019
  end-page: 241
  ident: bib181
  article-title: DNA Microscopy: optics-free spatio-genetic imaging by a stand-alone chemical reaction
  publication-title: Cell
– volume: 609
  start-page: 375
  year: 2022
  end-page: 383
  ident: bib26
  article-title: Spatial profiling of chromatin accessibility in mouse and human tissues
  publication-title: Nature
– volume: 371
  start-page: eaax2656
  year: 2021
  ident: bib2
  article-title: Expansion sequencing: spatially precise in situ transcriptomics in intact biological systems
  publication-title: Science
– volume: 14
  start-page: 1153
  year: 2017
  end-page: 1155
  ident: bib121
  article-title: Profiling the transcriptome with RNA SPOTs
  publication-title: Nat. Methods
– volume: 377
  start-page: 56
  year: 2022
  end-page: 62
  ident: bib124
  article-title: Conservation and divergence of cortical cell organization in human and mouse revealed by MERFISH
  publication-title: Science
– volume: 185
  start-page: 1777
  year: 2022
  end-page: 1792
  ident: bib17
  article-title: Spatiotemporal transcriptomic atlas of mouse organogenesis using DNA nanoball-patterned arrays
  publication-title: Cell
– volume: 4
  start-page: 640
  year: 2022
  end-page: 646
  ident: bib106
  article-title: Spatial transcriptome unveils a discontinuous inflammatory pattern in proficient mismatch repair colorectal adenocarcinoma
  publication-title: Fundam. Res.
– volume: 29
  start-page: 202
  year: 2019
  end-page: 211
  ident: bib3
  article-title: Modeling cell-cell interactions from spatial molecular data with spatial variance component analysis
  publication-title: Cell Rep.
– volume: 183
  start-page: 377
  year: 2020
  end-page: 394
  ident: bib170
  article-title: Onco-fetal reprogramming of endothelial cells drives immunosuppressive macrophages in hepatocellular carcinoma
  publication-title: Cell
– volume: 598
  start-page: 137
  year: 2021
  end-page: 143
  ident: bib183
  article-title: Spatially resolved cell atlas of the mouse primary motor cortex by MERFISH
  publication-title: Nature
– volume: 48
  start-page: e112
  year: 2020
  ident: bib132
  article-title: Hybridization-based in situ sequencing HybISS for spatially resolved transcriptomics in human and mouse brain tissue
  publication-title: Nucleic Acids Res
– volume: 587
  start-page: 466
  year: 2020
  end-page: 471
  ident: bib114
  article-title: Exuberant fibroblast activity compromises lung function via ADAMTS4
  publication-title: Nature
– volume: 55
  start-page: 1940
  year: 2022
  end-page: 1952
  ident: bib63
  article-title: Spatial maps of T cell receptors and transcriptomes reveal distinct immune niches and interactions in the adaptive immune response
  publication-title: Immunity
– volume: 607
  start-page: 540
  year: 2022
  end-page: 547
  ident: bib129
  article-title: Single-cell roadmap of human gonadal development
  publication-title: Nature
– volume: 596
  start-page: 92
  year: 2021
  end-page: 96
  ident: bib151
  article-title: Molecular architecture of the developing mouse brain
  publication-title: Nature
– year: 2022
  ident: bib111
  article-title: Integrated protein and transcriptome high-throughput spatial profiling
  publication-title: bioRxiv
– volume: bioRxiv,
  year: 2023
  ident: bib140
  publication-title: Simultaneous profiling of spatial gene expression and chromatin accessibility for mouse brain development
– volume: 604
  start-page: 111
  year: 2022
  end-page: 119
  ident: bib143
  article-title: Human distal lung maps and lineage hierarchies reveal a bipotent progenitor
  publication-title: Nature
– volume: 7
  start-page: 395
  year: 2010
  end-page: 397
  ident: bib52
  article-title: In situ detection and genotyping of individual mRNA molecules
  publication-title: Nat. Methods
– volume: 10
  start-page: 853188
  year: 2022
  ident: bib184
  article-title: Robust acquisition of spatial transcriptional programs in tissues with immunofluorescence-guided laser capture microdissection
  publication-title: Front Cell Dev. Biol.
– year: 2020
  ident: bib60
  article-title: Spatial transcriptome sequencing of FFPE tissues at cellular level
  publication-title: bioRxiv
– year: 2019
  ident: bib66
  article-title: A joint model of unpaired data from scRNA-seq and spatial transcriptomics for imputing missing gene expression measurements
  publication-title: arXiv
– volume: 12
  start-page: 670
  year: 2022
  end-page: 691
  ident: bib149
  article-title: Single-Cell Atlas of Lineage States, Tumor Microenvironment, and Subtype-Specific Expression Programs in Gastric Cancer
  publication-title: Cancer Discov
– volume: 98
  start-page: 81
  year: 1989
  end-page: 85
  ident: bib87
  article-title: A non-radioactive in situ hybridization method for the localization of specific RNAs in
  publication-title: Chromosoma
– volume: 63
  start-page: 378
  year: 1969
  end-page: 383
  ident: bib37
  article-title: Formation and detection of RNA-DNA hybrid molecules in cytological preparations
  publication-title: Proc. Natl. Acad. Sci. U. S. A.
– year: 2022
  ident: bib155
  article-title: Spatial-CITE-seq: spatially resolved high-plex protein and whole transcriptome co-mapping
  publication-title: bioRxiv
– volume: 179
  start-page: 772
  year: 2019
  end-page: 786
  ident: bib188
  article-title: High-throughput mapping of long-range neuronal projection using in situ sequencing
  publication-title: Cell
– volume: 40
  start-page: 74
  year: 2022
  end-page: 85
  ident: bib65
  article-title: Integration of spatial and single-cell transcriptomic data elucidates mouse organogenesis
  publication-title: Nat. Biotechnol.
– volume: 3
  year: 2017
  ident: bib38
  article-title: Spatially resolved transcriptome profiling in model plant species
  publication-title: Nat. Plants
– volume: 608
  start-page: 750
  year: 2022
  end-page: 756
  ident: bib172
  article-title: Pyramidal neuron subtype diversity governs microglia states in the neocortex
  publication-title: Nature
– volume: 18
  start-page: 1352
  year: 2021
  end-page: 1362
  ident: bib7
  article-title: Deep learning and alignment of spatially resolved single-cell transcriptomes with Tangram
  publication-title: Nat. Methods
– volume: 49
  start-page: e50
  year: 2021
  ident: bib32
  article-title: SPOTlight: seeded NMF regression to deconvolute spatial transcriptomics spots with single-cell transcriptomes
  publication-title: Nucleic Acids Res.
– volume: 183
  start-page: 1665
  year: 2020
  end-page: 1681
  ident: bib61
  article-title: High-spatial-resolution multi-omics sequencing via deterministic barcoding in tissue
  publication-title: Cell
– volume: 582
  start-page: 410
  year: 2020
  end-page: 415
  ident: bib162
  article-title: An in vitro model of early anteroposterior organization during human development
  publication-title: Nature
– volume: 19
  start-page: 662
  year: 2022
  end-page: 670
  ident: bib55
  article-title: Benchmarking spatial and single-cell transcriptomics integration methods for transcript distribution prediction and cell type deconvolution
  publication-title: Nat. Methods
– volume: 23
  start-page: 218
  year: 2022
  ident: bib64
  article-title: Evaluation of cell-cell interaction methods by integrating single-cell RNA sequencing data with spatial information
  publication-title: Genome Biol.
– volume: 14
  start-page: 22
  year: 2012
  end-page: 29
  ident: bib179
  article-title: RNAscope: a novel in situ RNA analysis platform for formalin-fixed, paraffin-embedded tissues
  publication-title: J. Mol. Diagn.
– volume: 376
  start-page: eabo0510
  year: 2022
  ident: bib174
  article-title: Mapping the developing human immune system across organs
  publication-title: Science
– volume: 32
  start-page: 38
  year: 2022
  end-page: 53
  ident: bib128
  article-title: Identification of HSC/MPP expansion units in fetal liver by single-cell spatiotemporal transcriptomics
  publication-title: Cell Res.
– volume: 49
  start-page: e58
  year: 2021
  ident: bib153
  article-title: Barcoded oligonucleotides ligated on RNA amplified for multiplexed and parallel in situ analyses
  publication-title: Nucleic Acids Res.
– volume: 361
  year: 2018
  ident: bib91
  article-title: Three-dimensional intact-tissue sequencing of single-cell transcriptional states
  publication-title: Science
– volume: 179
  start-page: 1647
  year: 2019
  end-page: 1660
  ident: bib4
  article-title: A spatiotemporal organ-wide gene expression and cell atlas of the developing human heart
  publication-title: Cell
– volume: 15
  start-page: 932
  year: 2018
  end-page: 935
  ident: bib118
  article-title: Spatial organization of the somatosensory cortex revealed by osmFISH
  publication-title: Nat. Methods
– year: 2022
  ident: bib190
  article-title: CRISPR based approach to improve cell identity specific gene detection from spatially resolved transcriptomics
  publication-title: bioRXiv
– volume: 377
  start-page: eabp9262
  year: 2022
  ident: bib108
  article-title: Single-cell analyses of axolotl telencephalon organization, neurogenesis, and regeneration
  publication-title: Science
– volume: 13
  start-page: 4429
  year: 2022
  ident: bib83
  article-title: Knowledge-graph-based cell-cell communication inference for spatially resolved transcriptomic data with SpaTalk
  publication-title: Nat. Commun.
– volume: 41
  start-page: 773
  year: 2022
  end-page: 782
  ident: bib88
  article-title: The expanding vistas of spatial transcriptomics
  publication-title: Nat. Biotechnol.
– volume: 582
  start-page: 405
  year: 2020
  end-page: 409
  ident: bib177
  article-title: Single-cell and spatial transcriptomics reveal somitogenesis in gastruloids
  publication-title: Nature
– volume: 22
  start-page: 1679
  year: 2021
  end-page: 1693
  ident: bib71
  article-title: Biological applications of knowledge graph embedding models
  publication-title: Brief. Bioinform.
– volume: 7
  start-page: eabg3750
  year: 2021
  ident: bib110
  publication-title: Sci. Adv.
– year: 2019
  ident: bib58
  article-title: A portable and cost-effective microfluidic system for massively parallel single-cell transcriptome profiling
  publication-title: bioRxiv
– volume: 353
  start-page: 78
  year: 2016
  end-page: 82
  ident: bib85
  article-title: Visualization and analysis of gene expression in tissue sections by spatial transcriptomics
  publication-title: Science
– volume: 8
  start-page: 4847
  year: 2018
  ident: bib180
  article-title: Multiplexed imaging of high-density libraries of RNAs with MERFISH and expansion microscopy
  publication-title: Sci. Rep.
– volume: 15
  start-page: 379
  year: 2018
  end-page: 386
  ident: bib136
  article-title: FateID infers cell fate bias in multipotent progenitors from single-cell RNA-seq data
  publication-title: Nat. Methods
– volume: 38
  start-page: 586
  year: 2020
  end-page: 599
  ident: bib159
  article-title: Multiplex digital spatial profiling of proteins and RNA in fixed tissue
  publication-title: Nat. Biotechnol.
– volume: 610
  start-page: 190
  year: 2022
  end-page: 198
  ident: bib144
  article-title: A cellular hierarchy in melanoma uncouples growth and metastasis
  publication-title: Nature
– volume: bioRxiv
  year: 2022
  ident: bib169
  publication-title: Spatially resolved host-bacteria-fungi interactomes via spatial metatranscriptomics.
– volume: 185
  start-page: 1223
  year: 2022
  end-page: 1239
  ident: bib27
  article-title: Spatial CRISPR genomics identifies regulators of the tumor microenvironment
  publication-title: Cell
– volume: 24
  start-page: 873
  year: 2021
  end-page: 885
  ident: bib173
  article-title: Integrating barcoded neuroanatomy with spatial transcriptional profiling enables identification of gene correlates of projections
  publication-title: Nat. Neurosci.
– volume: 41
  start-page: 222
  year: 2023
  end-page: 231
  ident: bib8
  article-title: Scalable in situ single-cell profiling by electrophoretic capture of mRNA using EEL FISH
  publication-title: Nat. Biotechnol.
– volume: 31
  start-page: 392
  year: 2021
  end-page: 403
  ident: bib43
  article-title: Transcriptome-wide off-target effects of steric-blocking oligonucleotides
  publication-title: Nucleic Acid Ther.
– volume: 33
  start-page: 495
  year: 2015
  end-page: 502
  ident: bib82
  article-title: Spatial reconstruction of single-cell gene expression data
  publication-title: Nat. Biotechnol.
– volume: 40
  start-page: 1467
  year: 2022
  end-page: 1477
  ident: bib45
  article-title: DIALOGUE maps multicellular programs in tissue from single-cell or spatial transcriptomics data
  publication-title: Nat. Biotechnol.
– year: 2022
  ident: bib49
  article-title: Detecting cell contact-dependent gene expression from spatial transcriptomics data
  publication-title: bioRxiv
– volume: 22
  start-page: 145
  year: 2021
  ident: bib29
  article-title: SpatialDWLS: accurate deconvolution of spatial transcriptomic data
  publication-title: Genome Biol.
– volume: 347
  start-page: 543
  year: 2015
  end-page: 548
  ident: bib13
  article-title: Expansion microscopy
  publication-title: Science
– volume: bioRxiv
  year: 2022
  ident: bib141
  publication-title: Cross-amplified barcodes on slides for spatial transcriptomics sequencing.
– volume: 10
  year: 2022
  ident: bib20
  article-title: A cellular resolution spatial transcriptomic landscape of the medial structures in postnatal mouse brain
  publication-title: Front. Cell Dev. Biol.
– volume: 12
  start-page: 1088
  year: 2021
  ident: bib46
  article-title: Inference and analysis of cell-cell communication using CellChat
  publication-title: Nat. Commun.
– volume: 377
  start-page: eabg9302
  year: 2022
  ident: bib148
  article-title: Interleukin-17 governs hypoxic adaptation of injured epithelium
  publication-title: Science
– volume: 19
  start-page: 90
  year: 2022
  end-page: 99
  ident: bib42
  article-title: Lineage recording in human cerebral organoids
  publication-title: Nat. Methods
– volume: 46
  start-page: e22
  year: 2018
  ident: bib16
  article-title: Efficient in situ barcode sequencing using padlock probe-based BaristaSeq
  publication-title: Nucleic Acids Res.
– volume: 39
  year: 2023
  ident: bib79
  article-title: Comprehensive visualization of cell-cell interactions in single-cell and spatial transcriptomics with NICHES
  publication-title: Bioinformatics
– year: 2022
  ident: bib182
  article-title: Spatial Transcriptomics Using Multiplexed Deterministic Barcoding in tissue.
  publication-title: bioRxiv
– volume: 184
  start-page: 3559
  year: 2021
  end-page: 3572
  ident: bib21
  article-title: Microscopic examination of spatial transcriptome using Seq-Scope
  publication-title: Cell
– volume: 48
  start-page: e107
  year: 2020
  ident: bib1
  article-title: SpaGE: Spatial Gene Enhancement using scRNA-seq
  publication-title: Nucleic Acids Res.
– volume: 13
  start-page: 828
  year: 2022
  ident: bib76
  article-title: The spatial transcriptomic landscape of the healing mouse intestine following damage
  publication-title: Nat. Commun.
– year: 2022
  ident: bib186
  article-title: Spatially resolved whole transcriptome profiling in human and mouse tissue using Digital Spatial Profiling
  publication-title: bioRxiv
– volume: 159
  start-page: 662
  year: 2014
  end-page: 675
  ident: bib47
  article-title: Genome-wide RNA tomography in the zebrafish embryo
  publication-title: Cell
– volume: 16
  start-page: 57
  year: 2015
  end-page: 66
  ident: bib22
  article-title: Spatially resolved transcriptomics and beyond
  publication-title: Nat. Rev. Genet.
– volume: 601
  start-page: 85
  year: 2022
  end-page: 91
  ident: bib107
  article-title: Spatial genomics enables multi-modal study of clonal heterogeneity in tissues
  publication-title: Nature
– volume: 113
  start-page: 11046
  year: 2016
  end-page: 11051
  ident: bib161
  article-title: High-throughput single-cell gene-expression profiling with multiplexed error-robust fluorescence in situ hybridization
  publication-title: Proc. Natl. Acad. Sci. U. S. A.
– volume: 185
  start-page: 3770
  year: 2022
  end-page: 3788
  ident: bib176
  article-title: Proper acquisition of cell class identity in organoids allows definition of fate specification programs of the human cerebral cortex
  publication-title: Cell
– volume: 11
  start-page: 360
  year: 2014
  end-page: 361
  ident: bib68
  article-title: Single-cell in situ RNA profiling by sequential hybridization
  publication-title: Nat. Methods
– volume: 182
  start-page: 976
  year: 2020
  end-page: 991
  ident: bib117
  article-title: Spatial transcriptomics and in situ sequencing to study Alzheimer’s disease
  publication-title: Cell
– volume: 185
  start-page: 4841
  year: 2022
  end-page: 4860
  ident: bib135
  article-title: A human fetal lung cell atlas uncovers proximal-distal gradients of differentiation and key regulators of epithelial fates
  publication-title: Cell
– volume: 7
  start-page: eabg4755
  year: 2021
  ident: bib152
  article-title: XYZeq: Spatially resolved single-cell RNA sequencing reveals expression heterogeneity in the tumor microenvironment
  publication-title: Sci. Adv.
– volume: 40
  start-page: 345
  year: 2022
  end-page: 354
  ident: bib78
  article-title: Cell segmentation in imaging-based spatial transcriptomics
  publication-title: Nat. Biotechnol.
– volume: 348
  start-page: aaa6090
  year: 2015
  ident: bib14
  article-title: RNA imaging. Spatially resolved, highly multiplexed RNA profiling in single cells
  publication-title: Science
– volume: 15
  start-page: 114
  year: 2019
  ident: bib130
  article-title: Spatially resolved transcriptomics reveals plant host responses to pathogens
  publication-title: Plant Methods
– volume: 18
  start-page: 1342
  year: 2021
  end-page: 1351
  ident: bib44
  article-title: SpaGCN: integrating gene expression, spatial location and histology to identify spatial domains and spatially variable genes by graph convolutional network
  publication-title: Nat. Methods
– volume: 13
  start-page: 795
  year: 2022
  ident: bib90
  article-title: SM-Omics is an automated platform for high-throughput spatial multi-omics
  publication-title: Nat. Commun.
– volume: 595
  start-page: 554
  year: 2021
  end-page: 559
  ident: bib187
  article-title: Molecular logic of cellular diversification in the mouse cerebral cortex
  publication-title: Nature
– year: 2022
  ident: bib54
  article-title: Spatially resolved gene regulatory and disease vulnerability map of the adult macaque cortex
  publication-title: bioRxiv
– volume: 9
  year: 2022
  ident: bib164
  article-title: Single-nucleus RNA sequencing and spatial transcriptomics reveal the immunological microenvironment of cervical squamous cell carcinoma
  publication-title: Adv. Sci. Weinh.
– volume: 185
  start-page: 2591
  year: 2022
  end-page: 2608
  ident: bib112
  article-title: Dissecting the treatment-naive ecosystem of human melanoma brain metastasis
  publication-title: Cell
– volume: 19
  start-page: 567
  year: 2022
  end-page: 575
  ident: bib102
  article-title: Alignment and integration of spatial transcriptomics data
  publication-title: Nat. Methods
– volume: 604
  start-page: 534
  year: 2022
  end-page: 540
  ident: bib115
  article-title: Mapping human haematopoietic stem cells from haemogenic endothelium to birth
  publication-title: Nature
– volume: 57
  start-page: 1271
  year: 2022
  end-page: 1283
  ident: bib93
  article-title: High-resolution 3D spatiotemporal transcriptomic maps of developing
  publication-title: Dev. Cell
– volume: 179
  start-page: 713
  year: 2019
  end-page: 728
  ident: bib147
  article-title: Multimodal analysis of cell types in a hypothalamic node controlling social behavior
  publication-title: Cell
– volume: 12
  start-page: 463
  year: 2021
  ident: bib142
  article-title: A spatially resolved brain region- and cell type-specific isoform atlas of the postnatal mouse brain
  publication-title: Nat. Commun.
– volume: 375
  start-page: 681
  year: 2022
  end-page: 686
  ident: bib25
  article-title: Spatial-CUT&Tag: spatially resolved chromatin modification profiling at the cellular level
  publication-title: Science
– volume: 542
  start-page: 352
  year: 2017
  end-page: 356
  ident: bib134
  article-title: Single-cell spatial reconstruction reveals global division of labour in the mammalian liver
  publication-title: Nature
– volume: 182
  start-page: 497
  year: 2020
  end-page: 514
  ident: bib139
  article-title: Multimodal analysis of composition and spatial architecture in human squamous cell carcinoma
  publication-title: Cell
– year: 2022
  ident: bib175
  article-title: Improved in situ sequencing for high-resolution targeted spatial transcriptomic analysis in tissue sections
  publication-title: bioRxiv
– volume: 163
  start-page: 20
  year: 2022
  end-page: 32
  ident: bib72
  article-title: 3D-cardiomics: a spatial transcriptional atlas of the mammalian heart
  publication-title: J. Mol. Cell. Cardiol.
– volume: 6
  year: 2020
  ident: bib75
  article-title: Molecular atlas of the adult mouse brain
  publication-title: Sci. Adv.
– volume: 34
  start-page: 1966
  year: 2018
  end-page: 1968
  ident: bib97
  article-title: ST Spot Detector: a web-based application for automatic spot and tissue detection for spatial Transcriptomics image datasets
  publication-title: Bioinformatics
– volume: 9
  start-page: 743
  year: 2012
  end-page: 748
  ident: bib67
  article-title: Single-cell systems biology by super-resolution imaging and combinatorial labeling
  publication-title: Nat. Methods
– volume: 16
  start-page: 987
  year: 2019
  end-page: 990
  ident: bib89
  article-title: High-definition spatial transcriptomics for in situ tissue profiling
  publication-title: Nat. Methods
– volume: 40
  start-page: 1190
  year: 2022
  end-page: 1199
  ident: bib95
  article-title: Spatial charting of single-cell transcriptomes in tissues
  publication-title: Nat. Biotechnol.
– year: 2022
  ident: bib116
  article-title: Rapid and signal crowdedness-robust in-situ sequencing through hybrid block coding
  publication-title: bioRxiv
– year: 2022
  ident: bib103
  article-title: Spatially resolved single-cell translatomics at molecular resolution
  publication-title: bioRxiv
– volume: 606
  start-page: 937
  year: 2022
  end-page: 944
  ident: bib163
  article-title: A preoptic neuronal population controls fever and appetite during sickness
  publication-title: Nature
– volume: 10
  start-page: 1127
  year: 2013
  end-page: 1133
  ident: bib5
  article-title: Image-based transcriptomics in thousands of single human cells at single-molecule resolution
  publication-title: Nat. Methods
– volume: 16
  start-page: 33
  year: 2019
  end-page: 41
  ident: bib94
  article-title: Expansion microscopy: principles and uses in biological research
  publication-title: Nat. Methods
– volume: 57
  start-page: 1299
  year: 2022
  end-page: 1310
  ident: bib100
  article-title: The single-cell stereo-seq reveals region-specific cell subtypes and transcriptome profiling in Arabidopsis leaves
  publication-title: Dev. Cell
– year: 2022
  ident: bib157
  article-title: Reproducible and sensitive micro-tissue RNA-sequencing from formalin-fixed paraffin-embedded tissue for spatial gene expression analysis
  publication-title: bioRxiv
– volume: 611
  start-page: 810
  year: 2022
  end-page: 817
  ident: bib127
  article-title: Effect of the intratumoral microbiota on spatial and cellular heterogeneity in cancer
  publication-title: Nature
– year: 2022
  ident: bib34
  article-title: Expansion spatial transcriptomics
  publication-title: bioRxiv
– volume: 10
  start-page: 857
  year: 2013
  end-page: 860
  ident: bib48
  article-title: In situ sequencing for RNA analysis in preserved tissue and cells
  publication-title: Nat. Methods
– volume: 12
  start-page: 566
  year: 2017
  end-page: 580
  ident: bib15
  article-title: Spatial transcriptomic analysis of cryosectioned tissue samples with Geo-seq
  publication-title: Nat. Protoc.
– volume: 525
  start-page: 251
  year: 2015
  end-page: 255
  ident: bib131
  article-title: Single-cell messenger RNA sequencing reveals rare intestinal cell types
  publication-title: Nature
– volume: 13
  start-page: 6355
  year: 2022
  ident: bib12
  article-title: Subcellular spatial transcriptomics identifies three mechanistically different classes of localizing RNAs
  publication-title: Nat. Commun.
– volume: 13
  start-page: 925
  year: 2022
  ident: bib167
  article-title: T-cell dysfunction in the glioblastoma microenvironment is mediated by myeloid cells releasing interleukin-10
  publication-title: Nat. Commun.
– volume: 13
  start-page: 169
  year: 2022
  ident: bib178
  article-title: Spatial transcriptomics using combinatorial fluorescence spectral and lifetime encoding, imaging and analysis
  publication-title: Nat. Commun.
– volume: 15
  start-page: 3632
  year: 2020
  end-page: 3662
  ident: bib59
  article-title: Jointly defining cell types from multiple single-cell datasets using LIGER
  publication-title: Nat. Protoc.
– volume: 33
  start-page: 2591
  year: 2017
  end-page: 2593
  ident: bib73
  article-title: ST Pipeline: an automated pipeline for spatial mapping of unique transcripts
  publication-title: Bioinformatics
– volume: 8
  year: 2021
  ident: bib19
  article-title: Multiplexing methods for simultaneous large-scale transcriptomic profiling of samples at single-cell resolution
  publication-title: Adv. Sci.
– volume: 38
  start-page: 737
  year: 2020
  end-page: 746
  ident: bib28
  article-title: Systematic comparison of single-cell and single-nucleus RNA-sequencing methods
  publication-title: Nat. Biotechnol.
– volume: 362
  start-page: eaau5324
  year: 2018
  ident: bib160
  article-title: Molecular, spatial, and functional single-cell profiling of the hypothalamic preoptic region
  publication-title: Science
– volume: 13
  start-page: 58
  year: 2022
  end-page: 70
  ident: bib40
  article-title: Cell-type modeling in spatial transcriptomics data elucidates spatially variable colocalization and communication between cell-types in mouse brain
  publication-title: Cell Syst.
– volume: 184
  start-page: 6361
  year: 2021
  end-page: 6377
  ident: bib92
  article-title: EASI-FISH for thick tissue defines lateral hypothalamus spatio-molecular organization
  publication-title: Cell
– volume: 598
  start-page: 195
  year: 2021
  end-page: 199
  ident: bib113
  article-title: Isoform cell-type specificity in the mouse primary motor cortex
  publication-title: Nature
– year: 2022
  ident: bib18
  article-title: Global spatial transcriptome of macaque brain at single-cell resolution
  publication-title: bioRxiv
– volume: 611
  start-page: 540
  year: 2022
  end-page: 547
  ident: bib145
  article-title: The neurons that restore walking after paralysis
  publication-title: Nature
– volume: 364
  start-page: 89
  year: 2019
  end-page: 93
  ident: bib156
  article-title: Spatiotemporal dynamics of molecular pathology in amyotrophic lateral sclerosis
  publication-title: Science
– volume: 7
  start-page: 13182
  year: 2016
  ident: bib189
  article-title: Massive and parallel expression profiling using microarrayed single-cell sequencing
  publication-title: Nat Commun.
– volume: 19
  start-page: 1622
  year: 2022
  end-page: 1633
  ident: bib133
  article-title: Image-seq: spatially resolved single-cell sequencing guided by in situ and in vivo imaging
  publication-title: Nat. Methods
– volume: 49
  start-page: 8520
  year: 2021
  end-page: 8534
  ident: bib105
  article-title: CellCall: integrating paired ligand–receptor and transcription factor activities for cell–cell communication
  publication-title: Nucleic Acids Res.
– volume: 57
  start-page: 1284
  year: 2022
  end-page: 1298
  ident: bib62
  article-title: Spatiotemporal mapping of gene expression landscapes and developmental trajectories during zebrafish embryogenesis
  publication-title: Dev. Cell
– volume: 21
  start-page: 298
  year: 2020
  ident: bib6
  article-title: Automation of spatial transcriptomics library preparation to enable rapid and robust insights into spatial organization of tissues
  publication-title: BMC Genomics
– volume: 184
  start-page: 810
  year: 2021
  end-page: 826.e823
  ident: bib125
  article-title: Spatiotemporal analysis of human intestinal development at single-cell resolution
  publication-title: Cell
– volume: 32
  start-page: 109
  year: 1973
  end-page: 112
  ident: bib41
  article-title: Localisation of cellular globin messenger RNA by in situ hybridisation to complementary DNA
  publication-title: FEBS Lett.
– year: 2022
  ident: bib80
  article-title: Spatiotemporally resolved transcriptomics reveals subcellular RNA kinetic landscape
  publication-title: bioRxiv
– volume: 21
  start-page: 24
  year: 2023
  end-page: 47
  ident: bib35
  article-title: Computational approaches and challenges in spatial transcriptomics
  publication-title: Genom. Proteom. Bioinf.
– volume: 568
  start-page: 235
  year: 2019
  end-page: 239
  ident: bib33
  article-title: Transcriptome-scale super-resolved imaging in tissues by RNA seqFISH
  publication-title: Nature
– volume: 370
  year: 2020
  ident: bib146
  article-title: Cerebellar nuclei evolved by repeatedly duplicating a conserved cell-type set
  publication-title: Science
– volume: 26
  start-page: 430
  year: 2023
  end-page: 446
  ident: bib104
  article-title: Integrative in situ mapping of single-cell transcriptional states and tissue histopathology in a mouse model of Alzheimer’s disease
  publication-title: Nat. Neurosci.
– volume: 20
  start-page: 317
  year: 2019
  ident: bib9
  article-title: Spatial transcriptomics coming of age
  publication-title: Nat. Rev. Genet.
– volume: 373
  start-page: 111
  year: 2021
  end-page: 117
  ident: bib109
  article-title: Embryo-scale, single-cell spatial transcriptomics
  publication-title: Science
– volume: 608
  start-page: 766
  year: 2022
  end-page: 777
  ident: bib150
  article-title: Spatial multi-omic map of human myocardial infarction
  publication-title: Nature
– volume: 13
  start-page: 1739
  year: 2022
  ident: bib30
  article-title: Deciphering spatial domains from spatially resolved transcriptomics with an adaptive graph attention auto-encoder
  publication-title: Nat. Commun.
– volume: 280
  start-page: 585
  year: 1998
  end-page: 590
  ident: bib36
  article-title: Visualization of single RNA transcripts in situ
  publication-title: Science
– volume: 185
  start-page: 4621
  year: 2022
  end-page: 4633
  ident: bib126
  article-title: Polony gels enable amplifiable DNA stamping and spatial transcriptomics of chronic pain
  publication-title: Cell
– volume: 24
  start-page: 425
  year: 2021
  end-page: 436
  ident: bib158
  article-title: Transcriptome-scale spatial gene expression in the human dorsolateral prefrontal cortex
  publication-title: Nat. Neurosci.
– year: 2019
  ident: bib24
  article-title: Spatio-temporal transcriptome construction of early mouse embryo with Geo-seq and Auto-seq
  publication-title: Protoc. Exch.
– volume: 373
  start-page: eabi4882
  year: 2021
  ident: bib119
  article-title: Spatial transcriptomics of planktonic and sessile bacterial populations at single-cell resolution
  publication-title: Science
– volume: 363
  start-page: 1463
  year: 2019
  end-page: 1467
  ident: bib81
  article-title: Slide-seq: a scalable technology for measuring genome-wide expression at high spatial resolution
  publication-title: Science
– volume: 79
  start-page: 4381
  year: 1982
  end-page: 4385
  ident: bib51
  article-title: Immunological method for mapping genes on Drosophila polytene chromosomes
  publication-title: Proc. Natl. Acad. Sci. U. S. A.
– year: 2022
  ident: bib56
  article-title: Decoding functional cell–cell communication events by multi-view graph learning on spatial transcriptomics
  publication-title: bioRxiv
– volume: 39
  start-page: 313
  year: 2021
  end-page: 319
  ident: bib86
  article-title: Highly sensitive spatial transcriptomics at near-cellular resolution with Slide-seqV2
  publication-title: Nat. Biotechnol.
– volume: 1
  year: 2021
  ident: bib39
  article-title: Genome-wide spatial expression profiling in formalin-fixed tissues
  publication-title: Cell Genom.
– volume: 79
  start-page: 7331
  year: 1982
  end-page: 7335
  ident: bib84
  article-title: Actin gene expression visualized in chicken muscle tissue culture by using in situ hybridization with a biotinated nucleotide analog
  publication-title: Proc. Natl. Acad. Sci. U. S. A.
– year: 2022
  ident: bib191
  article-title: Spatial atlas of the mouse central nervous system at molecular resolution
  publication-title: bioRxiv.
– volume: 343
  start-page: 1360
  year: 2014
  end-page: 1363
  ident: bib53
  article-title: Highly multiplexed subcellular RNA sequencing in situ
  publication-title: Science
– volume: 572
  start-page: 528
  year: 2019
  end-page: 532
  ident: bib77
  article-title: Molecular architecture of lineage allocation and tissue organization in early mouse embryo
  publication-title: Nature
– volume: 370
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib146
  article-title: Cerebellar nuclei evolved by repeatedly duplicating a conserved cell-type set
  publication-title: Science
  doi: 10.1126/science.abd5059
– volume: 113
  start-page: 11046
  year: 2016
  ident: 10.1016/j.jgg.2023.03.011_bib161
  article-title: High-throughput single-cell gene-expression profiling with multiplexed error-robust fluorescence in situ hybridization
  publication-title: Proc. Natl. Acad. Sci. U. S. A.
  doi: 10.1073/pnas.1612826113
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib54
  article-title: Spatially resolved gene regulatory and disease vulnerability map of the adult macaque cortex
  publication-title: bioRxiv
– volume: 8
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib19
  article-title: Multiplexing methods for simultaneous large-scale transcriptomic profiling of samples at single-cell resolution
  publication-title: Adv. Sci.
  doi: 10.1002/advs.202101229
– volume: 21
  start-page: 298
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib6
  article-title: Automation of spatial transcriptomics library preparation to enable rapid and robust insights into spatial organization of tissues
  publication-title: BMC Genomics
  doi: 10.1186/s12864-020-6631-z
– volume: 179
  start-page: 713
  year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib147
  article-title: Multimodal analysis of cell types in a hypothalamic node controlling social behavior
  publication-title: Cell
  doi: 10.1016/j.cell.2019.09.020
– volume: 163
  start-page: 20
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib72
  article-title: 3D-cardiomics: a spatial transcriptional atlas of the mammalian heart
  publication-title: J. Mol. Cell. Cardiol.
  doi: 10.1016/j.yjmcc.2021.09.011
– volume: 116
  start-page: 19490
  year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib99
  article-title: Spatial transcriptome profiling by MERFISH reveals subcellular RNA compartmentalization and cell cycle-dependent gene expression
  publication-title: Proc. Natl. Acad. Sci. U. S. A.
  doi: 10.1073/pnas.1912459116
– volume: 595
  start-page: 554
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib187
  article-title: Molecular logic of cellular diversification in the mouse cerebral cortex
  publication-title: Nature
  doi: 10.1038/s41586-021-03670-5
– volume: 377
  start-page: 56
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib124
  article-title: Conservation and divergence of cortical cell organization in human and mouse revealed by MERFISH
  publication-title: Science
  doi: 10.1126/science.abm1741
– volume: 14
  start-page: 22
  year: 2012
  ident: 10.1016/j.jgg.2023.03.011_bib179
  article-title: RNAscope: a novel in situ RNA analysis platform for formalin-fixed, paraffin-embedded tissues
  publication-title: J. Mol. Diagn.
  doi: 10.1016/j.jmoldx.2011.08.002
– volume: 7
  start-page: 13182
  year: 2016
  ident: 10.1016/j.jgg.2023.03.011_bib189
  article-title: Massive and parallel expression profiling using microarrayed single-cell sequencing
  publication-title: Nat Commun.
  doi: 10.1038/ncomms13182
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib191
  article-title: Spatial atlas of the mouse central nervous system at molecular resolution
  publication-title: bioRxiv.
– volume: 15
  start-page: 379
  year: 2018
  ident: 10.1016/j.jgg.2023.03.011_bib136
  article-title: FateID infers cell fate bias in multipotent progenitors from single-cell RNA-seq data
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4662
– volume: 377
  start-page: eabg9302
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib148
  article-title: Interleukin-17 governs hypoxic adaptation of injured epithelium
  publication-title: Science
  doi: 10.1126/science.abg9302
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib116
  article-title: Rapid and signal crowdedness-robust in-situ sequencing through hybrid block coding
  publication-title: bioRxiv
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib80
  article-title: Spatiotemporally resolved transcriptomics reveals subcellular RNA kinetic landscape
  publication-title: bioRxiv
– volume: 609
  start-page: 375
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib26
  article-title: Spatial profiling of chromatin accessibility in mouse and human tissues
  publication-title: Nature
  doi: 10.1038/s41586-022-05094-1
– volume: 12
  start-page: 670
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib149
  article-title: Single-Cell Atlas of Lineage States, Tumor Microenvironment, and Subtype-Specific Expression Programs in Gastric Cancer
  publication-title: Cancer Discov
  doi: 10.1158/2159-8290.CD-21-0683
– year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib24
  article-title: Spatio-temporal transcriptome construction of early mouse embryo with Geo-seq and Auto-seq
  publication-title: Protoc. Exch.
– volume: 39
  start-page: 313
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib86
  article-title: Highly sensitive spatial transcriptomics at near-cellular resolution with Slide-seqV2
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-020-0739-1
– volume: 38
  start-page: 586
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib159
  article-title: Multiplex digital spatial profiling of proteins and RNA in fixed tissue
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-020-0472-9
– volume: 10
  start-page: 853188
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib184
  article-title: Robust acquisition of spatial transcriptional programs in tissues with immunofluorescence-guided laser capture microdissection
  publication-title: Front Cell Dev. Biol.
  doi: 10.3389/fcell.2022.853188
– volume: 598
  start-page: 195
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib113
  article-title: Isoform cell-type specificity in the mouse primary motor cortex
  publication-title: Nature
  doi: 10.1038/s41586-021-03969-3
– volume: 11
  start-page: 360
  year: 2014
  ident: 10.1016/j.jgg.2023.03.011_bib68
  article-title: Single-cell in situ RNA profiling by sequential hybridization
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.2892
– volume: 376
  start-page: eabo0510
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib174
  article-title: Mapping the developing human immune system across organs
  publication-title: Science
  doi: 10.1126/science.abo0510
– volume: 608
  start-page: 766
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib150
  article-title: Spatial multi-omic map of human myocardial infarction
  publication-title: Nature
  doi: 10.1038/s41586-022-05060-x
– volume: 16
  start-page: 33
  year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib94
  article-title: Expansion microscopy: principles and uses in biological research
  publication-title: Nat. Methods
  doi: 10.1038/s41592-018-0219-4
– year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib166
  article-title: Cell types and clonal relations in the mouse brain revealed by single-cell and spatial transcriptomics
  publication-title: bioRxiv
– volume: 183
  start-page: 1665
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib61
  article-title: High-spatial-resolution multi-omics sequencing via deterministic barcoding in tissue
  publication-title: Cell
  doi: 10.1016/j.cell.2020.10.026
– volume: 525
  start-page: 251
  year: 2015
  ident: 10.1016/j.jgg.2023.03.011_bib131
  article-title: Single-cell messenger RNA sequencing reveals rare intestinal cell types
  publication-title: Nature
  doi: 10.1038/nature14966
– year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib58
  article-title: A portable and cost-effective microfluidic system for massively parallel single-cell transcriptome profiling
  publication-title: bioRxiv
– volume: 363
  start-page: 1463
  year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib81
  article-title: Slide-seq: a scalable technology for measuring genome-wide expression at high spatial resolution
  publication-title: Science
  doi: 10.1126/science.aaw1219
– volume: 377
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib96
  article-title: Single-cell Stereo-seq reveals induced progenitor cells involved in axolotl brain regeneration
  publication-title: Science
  doi: 10.1126/science.abp9444
– volume: 611
  start-page: 540
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib145
  article-title: The neurons that restore walking after paralysis
  publication-title: Nature
  doi: 10.1038/s41586-022-05385-7
– volume: 57
  start-page: 1299
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib100
  article-title: The single-cell stereo-seq reveals region-specific cell subtypes and transcriptome profiling in Arabidopsis leaves
  publication-title: Dev. Cell
  doi: 10.1016/j.devcel.2022.04.011
– volume: 185
  start-page: 1777
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib17
  article-title: Spatiotemporal transcriptomic atlas of mouse organogenesis using DNA nanoball-patterned arrays
  publication-title: Cell
  doi: 10.1016/j.cell.2022.04.003
– volume: 10
  start-page: 857
  year: 2013
  ident: 10.1016/j.jgg.2023.03.011_bib48
  article-title: In situ sequencing for RNA analysis in preserved tissue and cells
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.2563
– volume: 13
  start-page: 780
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib50
  article-title: UINMF performs mosaic integration of single-cell multi-omic datasets using nonnegative matrix factorization
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-022-28431-4
– volume: 8
  start-page: eabk0133
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib154
  article-title: Computer-aided design of reversible hybridization chain reaction CAD-HCR enables multiplexed single-cell spatial proteomics imaging
  publication-title: Sci. Adv.
  doi: 10.1126/sciadv.abk0133
– volume: 13
  start-page: 169
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib178
  article-title: Spatial transcriptomics using combinatorial fluorescence spectral and lifetime encoding, imaging and analysis
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-021-27798-0
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib18
  article-title: Global spatial transcriptome of macaque brain at single-cell resolution
  publication-title: bioRxiv
– volume: 3
  year: 2017
  ident: 10.1016/j.jgg.2023.03.011_bib38
  article-title: Spatially resolved transcriptome profiling in model plant species
  publication-title: Nat. Plants
  doi: 10.1038/nplants.2017.61
– volume: 49
  start-page: e58
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib153
  article-title: Barcoded oligonucleotides ligated on RNA amplified for multiplexed and parallel in situ analyses
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkab120
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib186
  article-title: Spatially resolved whole transcriptome profiling in human and mouse tissue using Digital Spatial Profiling
  publication-title: bioRxiv
– volume: 185
  start-page: 4621
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib126
  article-title: Polony gels enable amplifiable DNA stamping and spatial transcriptomics of chronic pain
  publication-title: Cell
  doi: 10.1016/j.cell.2022.10.021
– volume: 57
  start-page: 1284
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib62
  article-title: Spatiotemporal mapping of gene expression landscapes and developmental trajectories during zebrafish embryogenesis
  publication-title: Dev. Cell
  doi: 10.1016/j.devcel.2022.04.009
– volume: 8
  start-page: 4847
  year: 2018
  ident: 10.1016/j.jgg.2023.03.011_bib180
  article-title: Multiplexed imaging of high-density libraries of RNAs with MERFISH and expansion microscopy
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-018-22297-7
– volume: 39
  year: 2023
  ident: 10.1016/j.jgg.2023.03.011_bib79
  article-title: Comprehensive visualization of cell-cell interactions in single-cell and spatial transcriptomics with NICHES
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btac775
– volume: 568
  start-page: 235
  year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib33
  article-title: Transcriptome-scale super-resolved imaging in tissues by RNA seqFISH
  publication-title: Nature
  doi: 10.1038/s41586-019-1049-y
– volume: 48
  start-page: e107
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib1
  article-title: SpaGE: Spatial Gene Enhancement using scRNA-seq
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkaa740
– volume: 373
  start-page: eabi4882
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib119
  article-title: Spatial transcriptomics of planktonic and sessile bacterial populations at single-cell resolution
  publication-title: Science
  doi: 10.1126/science.abi4882
– volume: 364
  start-page: 89
  year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib156
  article-title: Spatiotemporal dynamics of molecular pathology in amyotrophic lateral sclerosis
  publication-title: Science
  doi: 10.1126/science.aav9776
– volume: 362
  start-page: eaau5324
  year: 2018
  ident: 10.1016/j.jgg.2023.03.011_bib160
  article-title: Molecular, spatial, and functional single-cell profiling of the hypothalamic preoptic region
  publication-title: Science
  doi: 10.1126/science.aau5324
– volume: 604
  start-page: 534
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib115
  article-title: Mapping human haematopoietic stem cells from haemogenic endothelium to birth
  publication-title: Nature
  doi: 10.1038/s41586-022-04571-x
– volume: 182
  start-page: 497
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib139
  article-title: Multimodal analysis of composition and spatial architecture in human squamous cell carcinoma
  publication-title: Cell
  doi: 10.1016/j.cell.2020.05.039
– volume: 55
  start-page: 1940
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib63
  article-title: Spatial maps of T cell receptors and transcriptomes reveal distinct immune niches and interactions in the adaptive immune response
  publication-title: Immunity
  doi: 10.1016/j.immuni.2022.09.002
– volume: 361
  year: 2018
  ident: 10.1016/j.jgg.2023.03.011_bib91
  article-title: Three-dimensional intact-tissue sequencing of single-cell transcriptional states
  publication-title: Science
  doi: 10.1126/science.aat5691
– volume: 606
  start-page: 937
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib163
  article-title: A preoptic neuronal population controls fever and appetite during sickness
  publication-title: Nature
  doi: 10.1038/s41586-022-04793-z
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib175
  article-title: Improved in situ sequencing for high-resolution targeted spatial transcriptomic analysis in tissue sections
  publication-title: bioRxiv
– volume: 182
  start-page: 976
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib117
  article-title: Spatial transcriptomics and in situ sequencing to study Alzheimer’s disease
  publication-title: Cell
  doi: 10.1016/j.cell.2020.06.038
– volume: 12
  start-page: 463
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib142
  article-title: A spatially resolved brain region- and cell type-specific isoform atlas of the postnatal mouse brain
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-020-20343-5
– volume: 582
  start-page: 405
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib177
  article-title: Single-cell and spatial transcriptomics reveal somitogenesis in gastruloids
  publication-title: Nature
  doi: 10.1038/s41586-020-2024-3
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib69
  article-title: In situ polyadenylation enables spatial mapping of the total transcriptome
  publication-title: bioRxiv
– volume: bioRxiv
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib185
  publication-title: Matrix-seq: an adjustable-resolution spatial transcriptomics via microfluidic matrix-based barcoding.
– volume: 40
  start-page: 1190
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib95
  article-title: Spatial charting of single-cell transcriptomes in tissues
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-022-01233-1
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib190
  article-title: CRISPR based approach to improve cell identity specific gene detection from spatially resolved transcriptomics
  publication-title: bioRXiv
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib182
  article-title: Spatial Transcriptomics Using Multiplexed Deterministic Barcoding in tissue.
  publication-title: bioRxiv
– volume: 15
  start-page: 932
  year: 2018
  ident: 10.1016/j.jgg.2023.03.011_bib118
  article-title: Spatial organization of the somatosensory cortex revealed by osmFISH
  publication-title: Nat. Methods
  doi: 10.1038/s41592-018-0175-z
– volume: 6
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib75
  article-title: Molecular atlas of the adult mouse brain
  publication-title: Sci. Adv.
  doi: 10.1126/sciadv.abb3446
– volume: 9
  start-page: 743
  year: 2012
  ident: 10.1016/j.jgg.2023.03.011_bib67
  article-title: Single-cell systems biology by super-resolution imaging and combinatorial labeling
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.2069
– volume: 608
  start-page: 360
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib123
  article-title: Spatially resolved clonal copy number alterations in benign and malignant tissue
  publication-title: Nature
  doi: 10.1038/s41586-022-05023-2
– volume: 377
  start-page: eabp9262
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib108
  article-title: Single-cell analyses of axolotl telencephalon organization, neurogenesis, and regeneration
  publication-title: Science
  doi: 10.1126/science.abp9262
– volume: 26
  start-page: 430
  year: 2023
  ident: 10.1016/j.jgg.2023.03.011_bib104
  article-title: Integrative in situ mapping of single-cell transcriptional states and tissue histopathology in a mouse model of Alzheimer’s disease
  publication-title: Nat. Neurosci.
– volume: 185
  start-page: 3770
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib176
  article-title: Proper acquisition of cell class identity in organoids allows definition of fate specification programs of the human cerebral cortex
  publication-title: Cell
  doi: 10.1016/j.cell.2022.09.010
– volume: 582
  start-page: 410
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib162
  article-title: An in vitro model of early anteroposterior organization during human development
  publication-title: Nature
  doi: 10.1038/s41586-020-2383-9
– volume: 32
  start-page: 109
  year: 1973
  ident: 10.1016/j.jgg.2023.03.011_bib41
  article-title: Localisation of cellular globin messenger RNA by in situ hybridisation to complementary DNA
  publication-title: FEBS Lett.
  doi: 10.1016/0014-5793(73)80749-5
– volume: 13
  start-page: 828
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib76
  article-title: The spatial transcriptomic landscape of the healing mouse intestine following damage
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-022-28497-0
– volume: 179
  start-page: 1647
  year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib4
  article-title: A spatiotemporal organ-wide gene expression and cell atlas of the developing human heart
  publication-title: Cell
  doi: 10.1016/j.cell.2019.11.025
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib157
  article-title: Reproducible and sensitive micro-tissue RNA-sequencing from formalin-fixed paraffin-embedded tissue for spatial gene expression analysis
  publication-title: bioRxiv
– volume: 184
  start-page: 3559
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib21
  article-title: Microscopic examination of spatial transcriptome using Seq-Scope
  publication-title: Cell
  doi: 10.1016/j.cell.2021.05.010
– volume: 31
  start-page: 392
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib43
  article-title: Transcriptome-wide off-target effects of steric-blocking oligonucleotides
  publication-title: Nucleic Acid Ther.
  doi: 10.1089/nat.2020.0921
– volume: bioRxiv,
  year: 2023
  ident: 10.1016/j.jgg.2023.03.011_bib140
  publication-title: Simultaneous profiling of spatial gene expression and chromatin accessibility for mouse brain development
– volume: 13
  start-page: 1739
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib30
  article-title: Deciphering spatial domains from spatially resolved transcriptomics with an adaptive graph attention auto-encoder
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-022-29439-6
– volume: 178
  start-page: 229
  year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib181
  article-title: DNA Microscopy: optics-free spatio-genetic imaging by a stand-alone chemical reaction
  publication-title: Cell
  doi: 10.1016/j.cell.2019.05.019
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib103
  article-title: Spatially resolved single-cell translatomics at molecular resolution
  publication-title: bioRxiv
– volume: 48
  start-page: e112
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib132
  article-title: Hybridization-based in situ sequencing HybISS for spatially resolved transcriptomics in human and mouse brain tissue
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkaa792
– volume: 79
  start-page: 4381
  year: 1982
  ident: 10.1016/j.jgg.2023.03.011_bib51
  article-title: Immunological method for mapping genes on Drosophila polytene chromosomes
  publication-title: Proc. Natl. Acad. Sci. U. S. A.
  doi: 10.1073/pnas.79.14.4381
– volume: 19
  start-page: 567
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib102
  article-title: Alignment and integration of spatial transcriptomics data
  publication-title: Nat. Methods
  doi: 10.1038/s41592-022-01459-6
– volume: 13
  start-page: 6355
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib12
  article-title: Subcellular spatial transcriptomics identifies three mechanistically different classes of localizing RNAs
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-022-34004-2
– volume: 13
  start-page: 58
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib40
  article-title: Cell-type modeling in spatial transcriptomics data elucidates spatially variable colocalization and communication between cell-types in mouse brain
  publication-title: Cell Syst.
  doi: 10.1016/j.cels.2021.09.004
– volume: 15
  start-page: 3632
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib59
  article-title: Jointly defining cell types from multiple single-cell datasets using LIGER
  publication-title: Nat. Protoc.
  doi: 10.1038/s41596-020-0391-8
– volume: 12
  start-page: 566
  year: 2017
  ident: 10.1016/j.jgg.2023.03.011_bib15
  article-title: Spatial transcriptomic analysis of cryosectioned tissue samples with Geo-seq
  publication-title: Nat. Protoc.
  doi: 10.1038/nprot.2017.003
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib56
  article-title: Decoding functional cell–cell communication events by multi-view graph learning on spatial transcriptomics
  publication-title: bioRxiv
– volume: 12
  start-page: 4416
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib137
  article-title: High-depth spatial transcriptome analysis by photo-isolation chemistry
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-021-24691-8
– volume: 15
  start-page: 114
  year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib130
  article-title: Spatially resolved transcriptomics reveals plant host responses to pathogens
  publication-title: Plant Methods
  doi: 10.1186/s13007-019-0498-5
– volume: 348
  start-page: aaa6090
  year: 2015
  ident: 10.1016/j.jgg.2023.03.011_bib14
  article-title: RNA imaging. Spatially resolved, highly multiplexed RNA profiling in single cells
  publication-title: Science
  doi: 10.1126/science.aaa6090
– volume: 184
  start-page: 810
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib125
  article-title: Spatiotemporal analysis of human intestinal development at single-cell resolution
  publication-title: Cell
  doi: 10.1016/j.cell.2020.12.016
– volume: 63
  start-page: 378
  year: 1969
  ident: 10.1016/j.jgg.2023.03.011_bib37
  article-title: Formation and detection of RNA-DNA hybrid molecules in cytological preparations
  publication-title: Proc. Natl. Acad. Sci. U. S. A.
  doi: 10.1073/pnas.63.2.378
– volume: 572
  start-page: 528
  year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib77
  article-title: Molecular architecture of lineage allocation and tissue organization in early mouse embryo
  publication-title: Nature
  doi: 10.1038/s41586-019-1469-8
– year: 2018
  ident: 10.1016/j.jgg.2023.03.011_bib168
  article-title: ClampFISH detects individual nucleic acid molecules using click chemistry-based amplification
  publication-title: Nat. Biotechnol.
– volume: 13
  start-page: 925
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib167
  article-title: T-cell dysfunction in the glioblastoma microenvironment is mediated by myeloid cells releasing interleukin-10
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-022-28523-1
– volume: 19
  start-page: 1622
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib133
  article-title: Image-seq: spatially resolved single-cell sequencing guided by in situ and in vivo imaging
  publication-title: Nat. Methods
  doi: 10.1038/s41592-022-01673-2
– volume: 9
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib164
  article-title: Single-nucleus RNA sequencing and spatial transcriptomics reveal the immunological microenvironment of cervical squamous cell carcinoma
  publication-title: Adv. Sci. Weinh.
– volume: 20
  start-page: 317
  year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib9
  article-title: Spatial transcriptomics coming of age
  publication-title: Nat. Rev. Genet.
  doi: 10.1038/s41576-019-0129-z
– volume: 179
  start-page: 772
  year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib188
  article-title: High-throughput mapping of long-range neuronal projection using in situ sequencing
  publication-title: Cell
  doi: 10.1016/j.cell.2019.09.023
– volume: 10
  start-page: 1127
  year: 2013
  ident: 10.1016/j.jgg.2023.03.011_bib5
  article-title: Image-based transcriptomics in thousands of single human cells at single-molecule resolution
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.2657
– volume: 347
  start-page: 543
  year: 2015
  ident: 10.1016/j.jgg.2023.03.011_bib13
  article-title: Expansion microscopy
  publication-title: Science
  doi: 10.1126/science.1260088
– volume: 46
  start-page: e22
  year: 2018
  ident: 10.1016/j.jgg.2023.03.011_bib16
  article-title: Efficient in situ barcode sequencing using padlock probe-based BaristaSeq
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkx1206
– volume: 17
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib57
  article-title: Joint cell segmentation and cell type annotation for spatial transcriptomics
  publication-title: Mol. Syst. Biol.
  doi: 10.15252/msb.202010108
– volume: 29
  start-page: 202
  year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib3
  article-title: Modeling cell-cell interactions from spatial molecular data with spatial variance component analysis
  publication-title: Cell Rep.
  doi: 10.1016/j.celrep.2019.08.077
– volume: 18
  start-page: 1352
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib7
  article-title: Deep learning and alignment of spatially resolved single-cell transcriptomes with Tangram
  publication-title: Nat. Methods
  doi: 10.1038/s41592-021-01264-7
– volume: 57
  start-page: 1271
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib93
  article-title: High-resolution 3D spatiotemporal transcriptomic maps of developing Drosophila embryos and larvae
  publication-title: Dev. Cell
  doi: 10.1016/j.devcel.2022.04.006
– volume: 20
  start-page: 218
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib11
  article-title: Screening cell-cell communication in spatial transcriptomics via collective optimal transport
  publication-title: Nat. Methods
  doi: 10.1038/s41592-022-01728-4
– volume: 601
  start-page: 85
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib107
  article-title: Spatial genomics enables multi-modal study of clonal heterogeneity in tissues
  publication-title: Nature
  doi: 10.1038/s41586-021-04217-4
– volume: 19
  start-page: 90
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib42
  article-title: Lineage recording in human cerebral organoids
  publication-title: Nat. Methods
  doi: 10.1038/s41592-021-01344-8
– volume: 13
  start-page: 795
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib90
  article-title: SM-Omics is an automated platform for high-throughput spatial multi-omics
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-022-28445-y
– volume: 7
  start-page: eabg4755
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib152
  article-title: XYZeq: Spatially resolved single-cell RNA sequencing reveals expression heterogeneity in the tumor microenvironment
  publication-title: Sci. Adv.
  doi: 10.1126/sciadv.abg4755
– volume: 21
  start-page: 24
  year: 2023
  ident: 10.1016/j.jgg.2023.03.011_bib35
  article-title: Computational approaches and challenges in spatial transcriptomics
  publication-title: Genom. Proteom. Bioinf.
  doi: 10.1016/j.gpb.2022.10.001
– volume: 185
  start-page: 2591
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib112
  article-title: Dissecting the treatment-naive ecosystem of human melanoma brain metastasis
  publication-title: Cell
  doi: 10.1016/j.cell.2022.06.007
– volume: 17
  start-page: 833
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib138
  article-title: ZipSeq: barcoding for real-time mapping of single cell transcriptomes
  publication-title: Nat. Methods
  doi: 10.1038/s41592-020-0880-2
– volume: 16
  start-page: 57
  year: 2015
  ident: 10.1016/j.jgg.2023.03.011_bib22
  article-title: Spatially resolved transcriptomics and beyond
  publication-title: Nat. Rev. Genet.
  doi: 10.1038/nrg3832
– volume: 14
  start-page: 1153
  year: 2017
  ident: 10.1016/j.jgg.2023.03.011_bib121
  article-title: Profiling the transcriptome with RNA SPOTs
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4500
– year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib66
  article-title: A joint model of unpaired data from scRNA-seq and spatial transcriptomics for imputing missing gene expression measurements
  publication-title: arXiv
– volume: 23
  start-page: 741
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib70
  article-title: The emerging landscape of spatial profiling technologies
  publication-title: Nat. Rev. Genet.
  doi: 10.1038/s41576-022-00515-3
– volume: 32
  start-page: 38
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib128
  article-title: Identification of HSC/MPP expansion units in fetal liver by single-cell spatiotemporal transcriptomics
  publication-title: Cell Res.
  doi: 10.1038/s41422-021-00540-7
– volume: 598
  start-page: 137
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib183
  article-title: Spatially resolved cell atlas of the mouse primary motor cortex by MERFISH
  publication-title: Nature
  doi: 10.1038/s41586-021-03705-x
– volume: 604
  start-page: 111
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib143
  article-title: Human distal lung maps and lineage hierarchies reveal a bipotent progenitor
  publication-title: Nature
  doi: 10.1038/s41586-022-04541-3
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib34
  article-title: Expansion spatial transcriptomics
  publication-title: bioRxiv
– volume: 184
  start-page: 6361
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib92
  article-title: EASI-FISH for thick tissue defines lateral hypothalamus spatio-molecular organization
  publication-title: Cell
  doi: 10.1016/j.cell.2021.11.024
– volume: 4
  start-page: 640
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib106
  article-title: Spatial transcriptome unveils a discontinuous inflammatory pattern in proficient mismatch repair colorectal adenocarcinoma
  publication-title: Fundam. Res.
– volume: 373
  start-page: 111
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib109
  article-title: Embryo-scale, single-cell spatial transcriptomics
  publication-title: Science
  doi: 10.1126/science.abb9536
– volume: 49
  start-page: 8520
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib105
  article-title: CellCall: integrating paired ligand–receptor and transcription factor activities for cell–cell communication
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkab638
– volume: 22
  start-page: 1679
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib71
  article-title: Biological applications of knowledge graph embedding models
  publication-title: Brief. Bioinform.
  doi: 10.1093/bib/bbaa012
– volume: 21
  start-page: 300
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib101
  article-title: GCNG: graph convolutional networks for inferring gene interaction from spatial transcriptomics data
  publication-title: Genome Biol.
  doi: 10.1186/s13059-020-02214-w
– volume: 184
  start-page: 4734
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib165
  article-title: Spatially organized multicellular immune hubs in human colorectal cancer
  publication-title: Cell
  doi: 10.1016/j.cell.2021.08.003
– volume: 371
  start-page: eaax2656
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib2
  article-title: Expansion sequencing: spatially precise in situ transcriptomics in intact biological systems
  publication-title: Science
  doi: 10.1126/science.aax2656
– volume: 185
  start-page: 4841
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib135
  article-title: A human fetal lung cell atlas uncovers proximal-distal gradients of differentiation and key regulators of epithelial fates
  publication-title: Cell
  doi: 10.1016/j.cell.2022.11.005
– volume: 596
  start-page: 92
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib151
  article-title: Molecular architecture of the developing mouse brain
  publication-title: Nature
  doi: 10.1038/s41586-021-03775-x
– volume: 10
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib20
  article-title: A cellular resolution spatial transcriptomic landscape of the medial structures in postnatal mouse brain
  publication-title: Front. Cell Dev. Biol.
  doi: 10.3389/fcell.2022.878346
– volume: 34
  start-page: 1966
  year: 2018
  ident: 10.1016/j.jgg.2023.03.011_bib97
  article-title: ST Spot Detector: a web-based application for automatic spot and tissue detection for spatial Transcriptomics image datasets
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/bty030
– volume: 7
  start-page: eabg3750
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib110
  article-title: Comprehensive analysis of spatial architecture in primary liver cancer
  publication-title: Sci. Adv.
  doi: 10.1126/sciadv.abg3750
– volume: 49
  start-page: e50
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib32
  article-title: SPOTlight: seeded NMF regression to deconvolute spatial transcriptomics spots with single-cell transcriptomes
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkab043
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib111
  article-title: Integrated protein and transcriptome high-throughput spatial profiling
  publication-title: bioRxiv
– year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib98
  article-title: Spatially-resolved transcriptomics analyses of invasive fronts in solid tumors
  publication-title: bioRxiv
– volume: 353
  start-page: 78
  year: 2016
  ident: 10.1016/j.jgg.2023.03.011_bib85
  article-title: Visualization and analysis of gene expression in tissue sections by spatial transcriptomics
  publication-title: Science
  doi: 10.1126/science.aaf2403
– volume: 610
  start-page: 190
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib144
  article-title: A cellular hierarchy in melanoma uncouples growth and metastasis
  publication-title: Nature
  doi: 10.1038/s41586-022-05242-7
– volume: 98
  start-page: 81
  year: 1989
  ident: 10.1016/j.jgg.2023.03.011_bib87
  article-title: A non-radioactive in situ hybridization method for the localization of specific RNAs in Drosophila embryos reveals translational control of the segmentation gene hunchback
  publication-title: Chromosoma
  doi: 10.1007/BF00291041
– volume: 24
  start-page: 425
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib158
  article-title: Transcriptome-scale spatial gene expression in the human dorsolateral prefrontal cortex
  publication-title: Nat. Neurosci.
  doi: 10.1038/s41593-020-00787-0
– volume: 12
  start-page: 1088
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib46
  article-title: Inference and analysis of cell-cell communication using CellChat
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-021-21246-9
– volume: bioRxiv
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib141
  publication-title: Cross-amplified barcodes on slides for spatial transcriptomics sequencing.
– volume: 611
  start-page: 810
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib127
  article-title: Effect of the intratumoral microbiota on spatial and cellular heterogeneity in cancer
  publication-title: Nature
  doi: 10.1038/s41586-022-05435-0
– volume: 280
  start-page: 585
  year: 1998
  ident: 10.1016/j.jgg.2023.03.011_bib36
  article-title: Visualization of single RNA transcripts in situ
  publication-title: Science
  doi: 10.1126/science.280.5363.585
– volume: bioRxiv
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib169
  publication-title: Spatially resolved host-bacteria-fungi interactomes via spatial metatranscriptomics.
– volume: 22
  start-page: 145
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib29
  article-title: SpatialDWLS: accurate deconvolution of spatial transcriptomic data
  publication-title: Genome Biol.
  doi: 10.1186/s13059-021-02362-7
– volume: 16
  start-page: 987
  year: 2019
  ident: 10.1016/j.jgg.2023.03.011_bib89
  article-title: High-definition spatial transcriptomics for in situ tissue profiling
  publication-title: Nat. Methods
  doi: 10.1038/s41592-019-0548-y
– volume: bioRxiv
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib122
  publication-title: Spatial transcriptomics of T and B cell receptors uncovers lymphocyte clonal dynamics in human tissue.
– volume: 183
  start-page: 377
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib170
  article-title: Onco-fetal reprogramming of endothelial cells drives immunosuppressive macrophages in hepatocellular carcinoma
  publication-title: Cell
  doi: 10.1016/j.cell.2020.08.040
– volume: 8
  year: 2023
  ident: 10.1016/j.jgg.2023.03.011_bib23
  article-title: Spatial transcriptomic characterization of COVID-19 pneumonitis identifies immune circuits related to tissue injury
  publication-title: JCI Insight
  doi: 10.1172/jci.insight.157837
– volume: 33
  start-page: 495
  year: 2015
  ident: 10.1016/j.jgg.2023.03.011_bib82
  article-title: Spatial reconstruction of single-cell gene expression data
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt.3192
– volume: 18
  start-page: 1342
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib44
  article-title: SpaGCN: integrating gene expression, spatial location and histology to identify spatial domains and spatially variable genes by graph convolutional network
  publication-title: Nat. Methods
  doi: 10.1038/s41592-021-01255-8
– volume: 41
  start-page: 222
  year: 2023
  ident: 10.1016/j.jgg.2023.03.011_bib8
  article-title: Scalable in situ single-cell profiling by electrophoretic capture of mRNA using EEL FISH
  publication-title: Nat. Biotechnol.
– volume: 587
  start-page: 466
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib114
  article-title: Exuberant fibroblast activity compromises lung function via ADAMTS4
  publication-title: Nature
  doi: 10.1038/s41586-020-2877-5
– volume: 185
  start-page: 1223
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib27
  article-title: Spatial CRISPR genomics identifies regulators of the tumor microenvironment
  publication-title: Cell
  doi: 10.1016/j.cell.2022.02.015
– volume: 38
  start-page: 737
  year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib28
  article-title: Systematic comparison of single-cell and single-nucleus RNA-sequencing methods
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-020-0465-8
– volume: 375
  start-page: 681
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib25
  article-title: Spatial-CUT&Tag: spatially resolved chromatin modification profiling at the cellular level
  publication-title: Science
  doi: 10.1126/science.abg7216
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib155
  article-title: Spatial-CITE-seq: spatially resolved high-plex protein and whole transcriptome co-mapping
  publication-title: bioRxiv
– volume: 40
  start-page: 1467
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib45
  article-title: DIALOGUE maps multicellular programs in tissue from single-cell or spatial transcriptomics data
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-022-01288-0
– volume: 1
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib39
  article-title: Genome-wide spatial expression profiling in formalin-fixed tissues
  publication-title: Cell Genom.
– volume: 7
  start-page: 395
  year: 2010
  ident: 10.1016/j.jgg.2023.03.011_bib52
  article-title: In situ detection and genotyping of individual mRNA molecules
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.1448
– volume: 40
  start-page: 345
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib78
  article-title: Cell segmentation in imaging-based spatial transcriptomics
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-021-01044-w
– volume: 7
  year: 2016
  ident: 10.1016/j.jgg.2023.03.011_bib74
  article-title: Laser capture microscopy coupled with Smart-seq2 for precise spatial transcriptomic profiling
  publication-title: Nat. Commun.
  doi: 10.1038/ncomms12139
– volume: 40
  start-page: 517
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib10
  article-title: Robust decomposition of cell type mixtures in spatial transcriptomics
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-021-00830-w
– volume: 23
  start-page: 218
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib64
  article-title: Evaluation of cell-cell interaction methods by integrating single-cell RNA sequencing data with spatial information
  publication-title: Genome Biol.
  doi: 10.1186/s13059-022-02783-y
– year: 2020
  ident: 10.1016/j.jgg.2023.03.011_bib60
  article-title: Spatial transcriptome sequencing of FFPE tissues at cellular level
  publication-title: bioRxiv
– volume: 159
  start-page: 662
  year: 2014
  ident: 10.1016/j.jgg.2023.03.011_bib47
  article-title: Genome-wide RNA tomography in the zebrafish embryo
  publication-title: Cell
  doi: 10.1016/j.cell.2014.09.038
– volume: 13
  start-page: 4429
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib83
  article-title: Knowledge-graph-based cell-cell communication inference for spatially resolved transcriptomic data with SpaTalk
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-022-32111-8
– volume: 24
  start-page: 873
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib173
  article-title: Integrating barcoded neuroanatomy with spatial transcriptional profiling enables identification of gene correlates of projections
  publication-title: Nat. Neurosci.
  doi: 10.1038/s41593-021-00842-4
– volume: 343
  start-page: 1360
  year: 2014
  ident: 10.1016/j.jgg.2023.03.011_bib53
  article-title: Highly multiplexed subcellular RNA sequencing in situ
  publication-title: Science
  doi: 10.1126/science.1250212
– volume: 19
  start-page: 662
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib55
  article-title: Benchmarking spatial and single-cell transcriptomics integration methods for transcript distribution prediction and cell type deconvolution
  publication-title: Nat. Methods
  doi: 10.1038/s41592-022-01480-9
– volume: 18
  start-page: 1
  year: 2021
  ident: 10.1016/j.jgg.2023.03.011_bib31
  article-title: Method of the Year 2020: spatially resolved transcriptomics
  publication-title: Nat. Methods
  doi: 10.1038/s41592-020-01042-x
– volume: 41
  start-page: 773
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib88
  article-title: The expanding vistas of spatial transcriptomics
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-022-01448-2
– volume: 542
  start-page: 352
  year: 2017
  ident: 10.1016/j.jgg.2023.03.011_bib134
  article-title: Single-cell spatial reconstruction reveals global division of labour in the mammalian liver
  publication-title: Nature
  doi: 10.1038/nature21065
– volume: 40
  start-page: 74
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib65
  article-title: Integration of spatial and single-cell transcriptomic data elucidates mouse organogenesis
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-021-01006-2
– volume: 607
  start-page: 540
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib129
  article-title: Single-cell roadmap of human gonadal development
  publication-title: Nature
  doi: 10.1038/s41586-022-04918-4
– volume: 608
  start-page: 750
  year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib172
  article-title: Pyramidal neuron subtype diversity governs microglia states in the neocortex
  publication-title: Nature
  doi: 10.1038/s41586-022-05056-7
– volume: 79
  start-page: 7331
  year: 1982
  ident: 10.1016/j.jgg.2023.03.011_bib84
  article-title: Actin gene expression visualized in chicken muscle tissue culture by using in situ hybridization with a biotinated nucleotide analog
  publication-title: Proc. Natl. Acad. Sci. U. S. A.
  doi: 10.1073/pnas.79.23.7331
– volume: 33
  start-page: 2591
  year: 2017
  ident: 10.1016/j.jgg.2023.03.011_bib73
  article-title: ST Pipeline: an automated pipeline for spatial mapping of unique transcripts
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btx211
– year: 2022
  ident: 10.1016/j.jgg.2023.03.011_bib49
  article-title: Detecting cell contact-dependent gene expression from spatial transcriptomics data
  publication-title: bioRxiv
SSID ssj0058915
Score 2.5633063
SecondaryResourceType review_article
Snippet The ability to explore life kingdoms is largely driven by innovations and breakthroughs in technology, from the invention of the microscope 350 years ago to...
SourceID proquest
pubmed
crossref
elsevier
SourceType Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 625
SubjectTerms Bioinformatic tools
bioinformatics
Cell communications
genomics
humans
Spatial single-cell
Spatially resolved transcriptomics
Three-dimensional organ
Tissue dissection
transcriptomics
Title Spatially resolved transcriptomics: a comprehensive review of their technological advances, applications, and challenges
URI https://dx.doi.org/10.1016/j.jgg.2023.03.011
https://www.ncbi.nlm.nih.gov/pubmed/36990426
https://www.proquest.com/docview/2792902694
https://www.proquest.com/docview/2834211923
Volume 50
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LaxsxEBYmodBLafp0H0aFnko3llbah3oLIcZJqS9tIDcxemyaYNYh3oTk0t_emX2Y5hAfCnvRMgKxM6sZab6Zj7HPpgyFyUqZQDAh0QZCAkJAkotYBeNENI4u9H8s8vmpPjnLzkbscKiFIVhlv_d3e3q7W_dvpv3XnF5dXEx_SiKszNICg2hyfFTEp3VBVr7_ZwPzINI8gjGScELSQ2azxXhdnp_vE3942-dUysd802OxZ-uDZs_Zsz545Afd-vbYKNYv2JOOTvL-JbsjfmG0p-U9x0P0ankbA2_IF7U7A5Ufr79x4IQiv46_O-Q672pX-Kribc6AN8NdO2mP9xCB9Vf-b6YbR3XgfuBhWb9ip7OjX4fzpGdWSDz6nyaR4HPh09SkgEdCyLz2Upjo0f2DCy6ULpYe8DCmTO7LIJ0uXIbqLsDkEpRRr9lOvarjW8ZTgJwI4VSQoGVRla6qAOMCIxVEZWDMxPBNre_bjhP7xdIO-LJLi2qwpAYr8JFyzL5splx1PTe2CetBUfaB4Vj0CdumfRqUavGHoiwJ1HF1s7bUUdEIKvDdIlMqTa3xUjVmbzqL2KxU5ejgMe55938Le8-e0qiDsX1gO831TfyIcU_jJq1hT9juwfH3-eIvkuMDcg
linkProvider Elsevier
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Lb9QwEB6VIgQXxJstLyNxQqRrx3mZG6qoFmh7oZV6s8aP9KFVtuqmqL3w25nJYwWH7gEplyRjyfLYM2PP5_kAPpgqlCavVILBhCQzGBKUEpNCxjoYJ6NxfKC_f1DMjrLvx_nxBuyMd2EYVjnY_t6md9Z6-DIdRnN6cXY2_amYsDJPSwqi2fGZO3A3o-XLNAbbv1c4D2bNYxwjSycsPqY2O5DX-cnJNhOId4VOlbrNOd0WfHZOaPcRPByiR_Gl7-Bj2IjNE7jX80nePIVrJhimCTW_EbSLXsx_xSBadkadaeD7x8vPAgXDyC_jaQ9dF_3lFbGoRZc0EO142M7qEwNGYPlJ_J3qprcmCD8SsSyfwdHu18OdWTJQKySeHFCbKPSF9GlqUqQ9IeY-80qa6Mn_owsuVC5WHmk3pk3hq6BcVrqc9F2iKRRqo5_DZrNo4ksQKWLBjHA6KMxUWVeurpECA6M0Rm1wAnIcU-uHuuNMfzG3I8Ds3JIaLKvBSnqUmsDHVZOLvujGOuFsVJT9Z-ZYcgrrmr0flWppRXGaBJu4uFpaLqloJN_wXSNT6Yxr46V6Ai_6GbHqqS7Iw1Pgs_V_HXsH92eH-3t279vBj1fwgP_0mLbXsNleXsU3FAS17m03yf8AbJEFAA
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Spatially+resolved+transcriptomics%3A+A+comprehensive+review+of+their+technological+advances%2C+applications%2C+and+challenges&rft.jtitle=Journal+of+genetics+and+genomics&rft.au=Cheng%2C+Mengnan&rft.au=Jiang%2C+Yujia&rft.au=Xu%2C+Jiangshan&rft.au=Mentis%2C+Alexios-Fotios+A&rft.date=2023-09-01&rft.issn=1673-8527&rft_id=info:doi/10.1016%2Fj.jgg.2023.03.011&rft_id=info%3Apmid%2F36990426&rft.externalDocID=36990426
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1673-8527&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1673-8527&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1673-8527&client=summon