Harmonic Motion Imaging of Pancreatic Tumor Stiffness Indicates Disease State and Treatment Response

Pancreatic ductal adenocarcinoma (PDA) is a common, deadly cancer that is challenging both to diagnose and to manage. Its hallmark is an expansive, desmoplastic stroma characterized by high mechanical stiffness. In this study, we sought to leverage this feature of PDA for two purposes: differential...

Full description

Saved in:
Bibliographic Details
Published inClinical cancer research Vol. 26; no. 6; pp. 1297 - 1308
Main Authors Payen, Thomas, Oberstein, Paul E., Saharkhiz, Niloufar, Palermo, Carmine F., Sastra, Stephen A., Han, Yang, Nabavizadeh, Alireza, Sagalovskiy, Irina R., Orelli, Barbara, Rosario, Vilma, Desrouilleres, Deborah, Remotti, Helen, Kluger, Michael D., Schrope, Beth A., Chabot, John A., Iuga, Alina C., Konofagou, Elisa E., Olive, Kenneth P.
Format Journal Article
LanguageEnglish
Published United States 15.03.2020
Subjects
Online AccessGet full text
ISSN1078-0432
1557-3265
1557-3265
DOI10.1158/1078-0432.CCR-18-3669

Cover

Loading…
Abstract Pancreatic ductal adenocarcinoma (PDA) is a common, deadly cancer that is challenging both to diagnose and to manage. Its hallmark is an expansive, desmoplastic stroma characterized by high mechanical stiffness. In this study, we sought to leverage this feature of PDA for two purposes: differential diagnosis and monitoring of response to treatment. Harmonic motion imaging (HMI) is a functional ultrasound technique that yields a quantitative relative measurement of stiffness suitable for comparisons between individuals and over time. We used HMI to quantify pancreatic stiffness in mouse models of pancreatitis and PDA as well as in a series of freshly resected human pancreatic cancer specimens. In mice, we learned that stiffness increased during progression from preneoplasia to adenocarcinoma and also effectively distinguished PDA from several forms of pancreatitis. In human specimens, the distinction of tumors versus adjacent pancreatitis or normal pancreas tissue was even more stark. Moreover, in both mice and humans, stiffness increased in proportion to tumor size, indicating that tuning of mechanical stiffness is an ongoing process during tumor progression. Finally, using a brca2-mutant mouse model of PDA that is sensitive to cisplatin, we found that tissue stiffness decreases when tumors respond successfully to chemotherapy. Consistent with this observation, we found that tumor tissues from patients who had undergone neoadjuvant therapy were less stiff than those of untreated patients. These findings support further development of HMI for clinical applications in disease staging and treatment response assessment in PDA.
AbstractList Pancreatic ductal adenocarcinoma (PDA) is a common, deadly cancer that is challenging both to diagnose and to manage. Its hallmark is an expansive, desmoplastic stroma characterized by high mechanical stiffness. In this study, we sought to leverage this feature of PDA for two purposes: differential diagnosis and monitoring of response to treatment.PURPOSEPancreatic ductal adenocarcinoma (PDA) is a common, deadly cancer that is challenging both to diagnose and to manage. Its hallmark is an expansive, desmoplastic stroma characterized by high mechanical stiffness. In this study, we sought to leverage this feature of PDA for two purposes: differential diagnosis and monitoring of response to treatment.Harmonic motion imaging (HMI) is a functional ultrasound technique that yields a quantitative relative measurement of stiffness suitable for comparisons between individuals and over time. We used HMI to quantify pancreatic stiffness in mouse models of pancreatitis and PDA as well as in a series of freshly resected human pancreatic cancer specimens.EXPERIMENTAL DESIGNHarmonic motion imaging (HMI) is a functional ultrasound technique that yields a quantitative relative measurement of stiffness suitable for comparisons between individuals and over time. We used HMI to quantify pancreatic stiffness in mouse models of pancreatitis and PDA as well as in a series of freshly resected human pancreatic cancer specimens.In mice, we learned that stiffness increased during progression from preneoplasia to adenocarcinoma and also effectively distinguished PDA from several forms of pancreatitis. In human specimens, the distinction of tumors versus adjacent pancreatitis or normal pancreas tissue was even more stark. Moreover, in both mice and humans, stiffness increased in proportion to tumor size, indicating that tuning of mechanical stiffness is an ongoing process during tumor progression. Finally, using a brca2-mutant mouse model of PDA that is sensitive to cisplatin, we found that tissue stiffness decreases when tumors respond successfully to chemotherapy. Consistent with this observation, we found that tumor tissues from patients who had undergone neoadjuvant therapy were less stiff than those of untreated patients.RESULTSIn mice, we learned that stiffness increased during progression from preneoplasia to adenocarcinoma and also effectively distinguished PDA from several forms of pancreatitis. In human specimens, the distinction of tumors versus adjacent pancreatitis or normal pancreas tissue was even more stark. Moreover, in both mice and humans, stiffness increased in proportion to tumor size, indicating that tuning of mechanical stiffness is an ongoing process during tumor progression. Finally, using a brca2-mutant mouse model of PDA that is sensitive to cisplatin, we found that tissue stiffness decreases when tumors respond successfully to chemotherapy. Consistent with this observation, we found that tumor tissues from patients who had undergone neoadjuvant therapy were less stiff than those of untreated patients.These findings support further development of HMI for clinical applications in disease staging and treatment response assessment in PDA.CONCLUSIONSThese findings support further development of HMI for clinical applications in disease staging and treatment response assessment in PDA.
Pancreatic ductal adenocarcinoma (PDA) is a common, deadly cancer that is challenging both to diagnose and to manage. Its hallmark is an expansive, desmoplastic stroma characterized by high mechanical stiffness. In this study, we sought to leverage this feature of PDA for two purposes: differential diagnosis and monitoring of response to treatment. Harmonic motion imaging (HMI) is a functional ultrasound technique that yields a quantitative relative measurement of stiffness suitable for comparisons between individuals and over time. We used HMI to quantify pancreatic stiffness in mouse models of pancreatitis and PDA as well as in a series of freshly resected human pancreatic cancer specimens. In mice, we learned that stiffness increased during progression from preneoplasia to adenocarcinoma and also effectively distinguished PDA from several forms of pancreatitis. In human specimens, the distinction of tumors versus adjacent pancreatitis or normal pancreas tissue was even more stark. Moreover, in both mice and humans, stiffness increased in proportion to tumor size, indicating that tuning of mechanical stiffness is an ongoing process during tumor progression. Finally, using a brca2-mutant mouse model of PDA that is sensitive to cisplatin, we found that tissue stiffness decreases when tumors respond successfully to chemotherapy. Consistent with this observation, we found that tumor tissues from patients who had undergone neoadjuvant therapy were less stiff than those of untreated patients. These findings support further development of HMI for clinical applications in disease staging and treatment response assessment in PDA.
Pancreatic ductal adenocarcinoma (PDA) is a deadly cancer that is challenging to diagnose, manage, and treat. Incipient pancreatic tumors can be difficult to distinguish from mass-forming pancreatitis, and once a patient is diagnosed and treatment begins, monitoring typically requires waiting months for changes in tumor size to become apparent by cross sectional imaging. Harmonic Motion Imaging (HMI) provides a non-invasive, quantitative measure of relative tissue stiffness suitable for comparisons between individuals and over time. We effectively used HMI in both mouse models and human specimens to functionally distinguish pancreatic tumors from pancreatitis and delineate the margins of tumors otherwise not apparent with traditional ultrasound. Moreover, we learned that the mechanical properties of PDA mature during tumor growth, and that tumors responding to chemotherapy become softer in association to regression. These findings provide a translational rationale for the clinical implementation of HMI for pancreatic cancer.
Author Sagalovskiy, Irina R.
Oberstein, Paul E.
Nabavizadeh, Alireza
Chabot, John A.
Han, Yang
Desrouilleres, Deborah
Kluger, Michael D.
Schrope, Beth A.
Orelli, Barbara
Remotti, Helen
Payen, Thomas
Saharkhiz, Niloufar
Olive, Kenneth P.
Palermo, Carmine F.
Konofagou, Elisa E.
Iuga, Alina C.
Sastra, Stephen A.
Rosario, Vilma
AuthorAffiliation 2 Division of Oncology, Department of Medicine, New York University Langone Medical Center, New York, NY 10016
6 Division of GI/Endocrine Surgery, Department of Surgery, Columbia University Irving Medical Center, New York, NY 10032
3 Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032
1 Department of Biomedical Engineering, Columbia University Irving Medical Center, New York, NY 10032
4 Division of Digestive and Liver Diseases, Department of Medicine, Columbia University Irving Medical Center, New York, NY 10032
5 Department of Pathology & Cell Biology, Columbia University Irving Medical Center, New York, NY 10032
AuthorAffiliation_xml – name: 4 Division of Digestive and Liver Diseases, Department of Medicine, Columbia University Irving Medical Center, New York, NY 10032
– name: 6 Division of GI/Endocrine Surgery, Department of Surgery, Columbia University Irving Medical Center, New York, NY 10032
– name: 2 Division of Oncology, Department of Medicine, New York University Langone Medical Center, New York, NY 10016
– name: 5 Department of Pathology & Cell Biology, Columbia University Irving Medical Center, New York, NY 10032
– name: 1 Department of Biomedical Engineering, Columbia University Irving Medical Center, New York, NY 10032
– name: 3 Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY 10032
Author_xml – sequence: 1
  givenname: Thomas
  surname: Payen
  fullname: Payen, Thomas
– sequence: 2
  givenname: Paul E.
  orcidid: 0000-0001-5918-6004
  surname: Oberstein
  fullname: Oberstein, Paul E.
– sequence: 3
  givenname: Niloufar
  orcidid: 0000-0002-1656-6282
  surname: Saharkhiz
  fullname: Saharkhiz, Niloufar
– sequence: 4
  givenname: Carmine F.
  surname: Palermo
  fullname: Palermo, Carmine F.
– sequence: 5
  givenname: Stephen A.
  surname: Sastra
  fullname: Sastra, Stephen A.
– sequence: 6
  givenname: Yang
  orcidid: 0000-0002-8843-6970
  surname: Han
  fullname: Han, Yang
– sequence: 7
  givenname: Alireza
  surname: Nabavizadeh
  fullname: Nabavizadeh, Alireza
– sequence: 8
  givenname: Irina R.
  surname: Sagalovskiy
  fullname: Sagalovskiy, Irina R.
– sequence: 9
  givenname: Barbara
  surname: Orelli
  fullname: Orelli, Barbara
– sequence: 10
  givenname: Vilma
  surname: Rosario
  fullname: Rosario, Vilma
– sequence: 11
  givenname: Deborah
  surname: Desrouilleres
  fullname: Desrouilleres, Deborah
– sequence: 12
  givenname: Helen
  orcidid: 0000-0003-1555-9299
  surname: Remotti
  fullname: Remotti, Helen
– sequence: 13
  givenname: Michael D.
  surname: Kluger
  fullname: Kluger, Michael D.
– sequence: 14
  givenname: Beth A.
  orcidid: 0000-0003-0313-8120
  surname: Schrope
  fullname: Schrope, Beth A.
– sequence: 15
  givenname: John A.
  surname: Chabot
  fullname: Chabot, John A.
– sequence: 16
  givenname: Alina C.
  surname: Iuga
  fullname: Iuga, Alina C.
– sequence: 17
  givenname: Elisa E.
  orcidid: 0000-0002-9636-7936
  surname: Konofagou
  fullname: Konofagou, Elisa E.
– sequence: 18
  givenname: Kenneth P.
  surname: Olive
  fullname: Olive, Kenneth P.
BackLink https://www.ncbi.nlm.nih.gov/pubmed/31831559$$D View this record in MEDLINE/PubMed
BookMark eNqFkVuLFDEQhYOsuBf9CUoefek1lXR3MgiCzKo7sKKs43NIJ5Ux0p2MSY-w_940e2H1xadUON-pKuqckqOYIhLyEtg5QKfeAJOqYa3g5-v1dQOqEX2_ekJOoOtkI3jfHdX6njkmp6X8ZAxaYO0zcixAiQquToi7NHlKMVj6Oc0hRbqZzC7EHU2efjXRZjRzFbeHKWX6bQ7eRyyFbqIL1sxY6EUoaApWrX6piY5uF8-EcabXWPYpFnxOnnozFnxx956R7x8_bNeXzdWXT5v1-6vGtgBzw53rDetdb3vluDOmcwOzrRXe81XrnRQWJCrkquWDdVgxzgZQINoBBi_FGXl323d_GCZ0tu6Qzaj3OUwm3-hkgv5bieGH3qXfWjIpuFwavL5rkNOvA5ZZT6FYHEcTMR2K5kJIxjjvFvTV41kPQ-5PW4HuFrA5lZLRPyDA9BKhXuLRSzy6RqhB6SXC6nv7j8-GetuaTV05jP9x_wFUUaPb
CitedBy_id crossref_primary_10_1002_btm2_10518
crossref_primary_10_3389_fdgth_2021_704584
crossref_primary_10_1109_TMI_2021_3055779
crossref_primary_10_1016_j_ultrasmedbio_2023_03_025
crossref_primary_10_1109_TMI_2021_3128641
crossref_primary_10_3390_jcm12247677
crossref_primary_10_1016_j_mbplus_2022_100109
crossref_primary_10_1002_glia_24586
crossref_primary_10_1016_j_mcpro_2023_100693
crossref_primary_10_1098_rsos_240702
crossref_primary_10_1021_acsabm_0c01472
crossref_primary_10_3390_cells13010096
crossref_primary_10_1016_j_ebiom_2024_105200
crossref_primary_10_1073_pnas_2209260120
crossref_primary_10_1038_s41598_020_71960_5
crossref_primary_10_3390_jcm10122711
crossref_primary_10_1016_j_ijbiomac_2024_131826
crossref_primary_10_1097_RLI_0000000000000697
crossref_primary_10_1109_TMI_2022_3178897
crossref_primary_10_1186_s12957_023_03140_4
crossref_primary_10_1186_s12967_022_03768_y
crossref_primary_10_1101_cshperspect_a041378
crossref_primary_10_1109_OJUFFC_2021_3085539
crossref_primary_10_1158_2767_9764_CRC_24_0491
crossref_primary_10_1016_j_ultrasmedbio_2024_09_021
crossref_primary_10_1038_s41598_025_91013_z
crossref_primary_10_1063_5_0199024
crossref_primary_10_1186_s40644_024_00662_2
crossref_primary_10_1016_j_celrep_2024_114633
Cites_doi 10.1007/BF02480847
10.1109/TUFFC.2004.1295425
10.1186/s13058-016-0707-3
10.1088/0031-9155/60/7/2853
10.1177/1756283X13478680
10.1016/S0092-8674(00)80226-3
10.1038/bjc.2013.415
10.1088/0031-9155/53/6/018
10.1007/s10867-016-9423-6
10.1016/j.ejrad.2016.10.019
10.1088/0031-9155/61/15/5741
10.1053/j.gastro.2008.06.078
10.1016/j.gie.2006.12.057
10.1016/j.ejrad.2012.12.030
10.7863/ultra.15.08052
10.1126/science.1171362
10.1016/j.ccr.2012.01.007
10.1016/j.ultrasmedbio.2003.07.001
10.1007/978-1-62703-287-2_13
10.1016/j.ccr.2012.07.024
10.1177/016173469902100203
10.1016/S1535-6108(03)00309-X
10.1109/TMI.2014.2332184
10.1121/1.1378344
10.1016/j.ejrad.2018.09.001
10.1016/j.ccr.2014.06.003
10.1002/jmri.24572
10.1016/j.bbrc.2009.03.068
10.3322/caac.21551
10.1016/j.cell.2012.01.058
10.1177/2050640616640635
10.18632/oncotarget.12772
10.1126/scitranslmed.aaf5219
10.1016/j.cell.2009.10.027
10.1593/tlo.12412
10.1126/science.280.5360.82
10.1016/S0016-5107(02)70374-X
10.1016/j.ccr.2010.10.015
10.1088/0031-9155/59/5/1121
10.1016/j.bpj.2016.03.040
ContentType Journal Article
Copyright 2019 American Association for Cancer Research.
Copyright_xml – notice: 2019 American Association for Cancer Research.
DBID AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
7X8
5PM
DOI 10.1158/1078-0432.CCR-18-3669
DatabaseName CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
MEDLINE - Academic
PubMed Central (Full Participant titles)
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
MEDLINE - Academic
DatabaseTitleList MEDLINE - Academic
MEDLINE

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
– sequence: 2
  dbid: EIF
  name: MEDLINE
  url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search
  sourceTypes: Index Database
DeliveryMethod fulltext_linktorsrc
Discipline Medicine
EISSN 1557-3265
EndPage 1308
ExternalDocumentID PMC7073277
31831559
10_1158_1078_0432_CCR_18_3669
Genre Research Support, Non-U.S. Gov't
Journal Article
Research Support, N.I.H., Extramural
GrantInformation_xml – fundername: NCI NIH HHS
  grantid: P30 CA013696
– fundername: NCATS NIH HHS
  grantid: KL2 TR000081
– fundername: NCI NIH HHS
  grantid: R01 CA228275
GroupedDBID ---
18M
29B
2FS
2WC
34G
39C
53G
5GY
5RE
5VS
6J9
AAFWJ
AAJMC
AAYXX
ABOCM
ACGFO
ACIWK
ACPRK
ACSVP
ADBBV
ADCOW
ADNWM
AENEX
AFHIN
AFOSN
AFRAH
AFUMD
ALMA_UNASSIGNED_HOLDINGS
BAWUL
BR6
BTFSW
CITATION
CS3
DIK
DU5
E3Z
EBS
EJD
F5P
FRP
GX1
H13
IH2
KQ8
L7B
LSO
OK1
P0W
P2P
QTD
RCR
RHI
RNS
SJN
TR2
W2D
W8F
WOQ
YKV
CGR
CUY
CVF
ECM
EIF
NPM
7X8
5PM
ID FETCH-LOGICAL-c411t-2dd6a06d6c68d2daa5db0c4c3ff294fd73c17e8e2842bcdec6820b18134b1bf73
ISSN 1078-0432
1557-3265
IngestDate Thu Aug 21 14:03:48 EDT 2025
Fri Jul 11 09:31:34 EDT 2025
Mon Jul 21 05:59:16 EDT 2025
Tue Jul 01 01:30:27 EDT 2025
Thu Apr 24 23:01:13 EDT 2025
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 6
Language English
License 2019 American Association for Cancer Research.
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c411t-2dd6a06d6c68d2daa5db0c4c3ff294fd73c17e8e2842bcdec6820b18134b1bf73
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
These authors contributed equally.
ORCID 0000-0002-8843-6970
0000-0001-5918-6004
0000-0002-1656-6282
0000-0003-0313-8120
0000-0003-1555-9299
0000-0002-9636-7936
OpenAccessLink https://www.ncbi.nlm.nih.gov/pmc/articles/7073277
PMID 31831559
PQID 2337002257
PQPubID 23479
PageCount 12
ParticipantIDs pubmedcentral_primary_oai_pubmedcentral_nih_gov_7073277
proquest_miscellaneous_2337002257
pubmed_primary_31831559
crossref_primary_10_1158_1078_0432_CCR_18_3669
crossref_citationtrail_10_1158_1078_0432_CCR_18_3669
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2020-03-15
PublicationDateYYYYMMDD 2020-03-15
PublicationDate_xml – month: 03
  year: 2020
  text: 2020-03-15
  day: 15
PublicationDecade 2020
PublicationPlace United States
PublicationPlace_xml – name: United States
PublicationTitle Clinical cancer research
PublicationTitleAlternate Clin Cancer Res
PublicationYear 2020
References Hou (2022061101502307500_bib19) 2014; 59
Iglesias-Garcia (2022061101502307500_bib32) 2017; 5
Shi (2022061101502307500_bib10) 2015; 41
Nightingale (2022061101502307500_bib13) 2001; 110
Maleke (2022061101502307500_bib14) 2008; 53
Payen (2022061101502307500_bib16) 2016; 61
Goertz (2022061101502307500_bib33) 2016; 85
Olive (2022061101502307500_bib4) 2009; 324
Rahbari (2022061101502307500_bib37) 2016; 8
Oberstein (2022061101502307500_bib5) 2013; 6
Janssen (2022061101502307500_bib6) 2007; 65
Ardito (2022061101502307500_bib27) 2012; 22
Sandrin (2022061101502307500_bib8) 2003; 29
Skoulidis (2022061101502307500_bib24) 2010; 18
Jing (2022061101502307500_bib41) 2016; 35
Shi (2022061101502307500_bib31) 2018; 108
Prat (2022061101502307500_bib18) 2002; 56
DuFort (2022061101502307500_bib30) 2016; 110
Falou (2022061101502307500_bib40) 2013; 6
Siegel (2022061101502307500_bib1) 2019; 69
Rafaelsen (2022061101502307500_bib39) 2013; 82
Ophir (2022061101502307500_bib7) 2002; 29
Chauhan (2022061101502307500_bib3) 2014; 26
Alvarez (2022061101502307500_bib38) 2013; 109
Provenzano (2022061101502307500_bib2) 2012; 21
Rodriguez-Viciana (2022061101502307500_bib28) 1997; 89
Han (2022061101502307500_bib17) 2016; 18
Sastra (2022061101502307500_bib23) 2013; 980
Fatemi (2022061101502307500_bib11) 1998; 280
Hingorani (2022061101502307500_bib22) 2003; 4
Marrache (2022061101502307500_bib25) 2008; 135
Levental (2022061101502307500_bib34) 2009; 139
Vappou (2022061101502307500_bib15) 2015; 60
Luo (2022061101502307500_bib21) 2009; 2009
Li (2022061101502307500_bib36) 2016; 42
Hou (2022061101502307500_bib20) 2014; 33
Drifka (2022061101502307500_bib35) 2016; 7
Shi (2022061101502307500_bib9) 1999; 21
Ying (2022061101502307500_bib29) 2012; 149
Bercoff (2022061101502307500_bib12) 2004; 51
Carriere (2022061101502307500_bib26) 2009; 382
References_xml – volume: 29
  start-page: 155
  year: 2002
  ident: 2022061101502307500_bib7
  article-title: Elastography: imaging the elastic properties of soft tissues with ultrasound
  publication-title: J Med Ultrason
  doi: 10.1007/BF02480847
– volume: 51
  start-page: 396
  year: 2004
  ident: 2022061101502307500_bib12
  article-title: Supersonic shear imaging: a new technique for soft tissue elasticity mapping
  publication-title: IEEE Trans Ultrason Ferroelectr Freq Control
  doi: 10.1109/TUFFC.2004.1295425
– volume: 18
  start-page: 46
  year: 2016
  ident: 2022061101502307500_bib17
  article-title: Tumor characterization and treatment monitoring of postsurgical human breast specimens using harmonic motion imaging (HMI)
  publication-title: Breast Cancer Res
  doi: 10.1186/s13058-016-0707-3
– volume: 60
  start-page: 2853
  year: 2015
  ident: 2022061101502307500_bib15
  article-title: Non-contact, ultrasound-based indentation method for measuring elastic properties of biological tissues using harmonic motion imaging (HMI)
  publication-title: Phys Med Biol
  doi: 10.1088/0031-9155/60/7/2853
– volume: 6
  start-page: 321
  year: 2013
  ident: 2022061101502307500_bib5
  article-title: Pancreatic cancer: why is it so hard to treat?
  publication-title: Therap Adv Gastroenterol
  doi: 10.1177/1756283X13478680
– volume: 89
  start-page: 457
  year: 1997
  ident: 2022061101502307500_bib28
  article-title: Role of phosphoinositide 3-OH kinase in cell transformation and control of the actin cytoskeleton by Ras
  publication-title: Cell
  doi: 10.1016/S0092-8674(00)80226-3
– volume: 109
  start-page: 926
  year: 2013
  ident: 2022061101502307500_bib38
  article-title: Stromal disrupting effects of nab-paclitaxel in pancreatic cancer
  publication-title: Br J Cancer
  doi: 10.1038/bjc.2013.415
– volume: 53
  start-page: 1773
  year: 2008
  ident: 2022061101502307500_bib14
  article-title: Harmonic motion imaging for focused ultrasound (HMIFU): a fully integrated technique for sonication and monitoring of thermal ablation in tissues
  publication-title: Phys Med Biol
  doi: 10.1088/0031-9155/53/6/018
– volume: 42
  start-page: 551
  year: 2016
  ident: 2022061101502307500_bib36
  article-title: Effects of methotrexate on the viscoelastic properties of single cells probed by atomic force microscopy
  publication-title: J Biol Phys
  doi: 10.1007/s10867-016-9423-6
– volume: 85
  start-page: 2211
  year: 2016
  ident: 2022061101502307500_bib33
  article-title: Acoustic radiation force impulse shear wave elastography (ARFI) of acute and chronic pancreatitis and pancreatic tumor
  publication-title: Eur J Radiol
  doi: 10.1016/j.ejrad.2016.10.019
– volume: 61
  start-page: 5741
  year: 2016
  ident: 2022061101502307500_bib16
  article-title: Elasticity mapping of murine abdominal organs in vivo using harmonic motion imaging (HMI)
  publication-title: Phys Med Biol
  doi: 10.1088/0031-9155/61/15/5741
– volume: 135
  start-page: 1277
  year: 2008
  ident: 2022061101502307500_bib25
  article-title: Overexpression of interleukin-1beta in the murine pancreas results in chronic pancreatitis
  publication-title: Gastroenterology
  doi: 10.1053/j.gastro.2008.06.078
– volume: 65
  start-page: 971
  year: 2007
  ident: 2022061101502307500_bib6
  article-title: EUS elastography of the pancreas: feasibility and pattern description of the normal pancreas, chronic pancreatitis, and focal pancreatic lesions
  publication-title: Gastrointest Endosc
  doi: 10.1016/j.gie.2006.12.057
– volume: 82
  start-page: 913
  year: 2013
  ident: 2022061101502307500_bib39
  article-title: Ultrasound elastography in patients with rectal cancer treated with chemoradiation
  publication-title: Eur J Radiol
  doi: 10.1016/j.ejrad.2012.12.030
– volume: 35
  start-page: 1619
  year: 2016
  ident: 2022061101502307500_bib41
  article-title: Early evaluation of relative changes in tumor stiffness by shear wave elastography predicts the response to neoadjuvant chemotherapy in patients with breast cancer
  publication-title: J Ultrasound Med
  doi: 10.7863/ultra.15.08052
– volume: 324
  start-page: 1457
  year: 2009
  ident: 2022061101502307500_bib4
  article-title: Inhibition of hedgehog signaling enhances delivery of chemotherapy in a mouse model of pancreatic cancer
  publication-title: Science
  doi: 10.1126/science.1171362
– volume: 2009
  start-page: 4407
  year: 2009
  ident: 2022061101502307500_bib21
  article-title: Key parameters for precise lateral displacement estimation in ultrasound elastography
  publication-title: Conf Proc IEEE Eng Med Biol Soc
– volume: 21
  start-page: 418
  year: 2012
  ident: 2022061101502307500_bib2
  article-title: Enzymatic targeting of the stroma ablates physical barriers to treatment of pancreatic ductal adenocarcinoma
  publication-title: Cancer Cell
  doi: 10.1016/j.ccr.2012.01.007
– volume: 29
  start-page: 1705
  year: 2003
  ident: 2022061101502307500_bib8
  article-title: Transient elastography: a new noninvasive method for assessment of hepatic fibrosis
  publication-title: Ultrasound Med Biol
  doi: 10.1016/j.ultrasmedbio.2003.07.001
– volume: 980
  start-page: 249
  year: 2013
  ident: 2022061101502307500_bib23
  article-title: Quantification of murine pancreatic tumors by high-resolution ultrasound
  publication-title: Methods Mol Biol
  doi: 10.1007/978-1-62703-287-2_13
– volume: 22
  start-page: 304
  year: 2012
  ident: 2022061101502307500_bib27
  article-title: EGF receptor is required for KRAS-induced pancreatic tumorigenesis
  publication-title: Cancer Cell
  doi: 10.1016/j.ccr.2012.07.024
– volume: 21
  start-page: 107
  year: 1999
  ident: 2022061101502307500_bib9
  article-title: Detection of high-intensity focused ultrasound liver lesions using dynamic elastometry
  publication-title: Ultrason Imaging
  doi: 10.1177/016173469902100203
– volume: 4
  start-page: 437
  year: 2003
  ident: 2022061101502307500_bib22
  article-title: Preinvasive and invasive ductal pancreatic cancer and its early detection in the mouse
  publication-title: Cancer Cell
  doi: 10.1016/S1535-6108(03)00309-X
– volume: 33
  start-page: 2107
  year: 2014
  ident: 2022061101502307500_bib20
  article-title: Sparse matrix beam forming and image reconstruction for 2-D HIFU monitoring using harmonic motion imaging for focused ultrasound (HMIFU) with in vitro validation
  publication-title: IEEE Trans Med Imaging
  doi: 10.1109/TMI.2014.2332184
– volume: 110
  start-page: 625
  year: 2001
  ident: 2022061101502307500_bib13
  article-title: On the feasibility of remote palpation using acoustic radiation force
  publication-title: J Acoust Soc Am
  doi: 10.1121/1.1378344
– volume: 108
  start-page: 13
  year: 2018
  ident: 2022061101502307500_bib31
  article-title: The use of magnetic resonance elastography in differentiating autoimmune pancreatitis from pancreatic ductal adenocarcinoma: a preliminary study
  publication-title: Eur J Radiol
  doi: 10.1016/j.ejrad.2018.09.001
– volume: 26
  start-page: 14
  year: 2014
  ident: 2022061101502307500_bib3
  article-title: Compression of pancreatic tumor blood vessels by hyaluronan is caused by solid stress and not interstitial fluid pressure
  publication-title: Cancer Cell
  doi: 10.1016/j.ccr.2014.06.003
– volume: 41
  start-page: 369
  year: 2015
  ident: 2022061101502307500_bib10
  article-title: Feasibility of using 3D MR elastography to determine pancreatic stiffness in healthy volunteers
  publication-title: J Magn Reson Imaging
  doi: 10.1002/jmri.24572
– volume: 382
  start-page: 561
  year: 2009
  ident: 2022061101502307500_bib26
  article-title: Acute pancreatitis markedly accelerates pancreatic cancer progression in mice expressing oncogenic Kras
  publication-title: Biochem Biophys Res Commun
  doi: 10.1016/j.bbrc.2009.03.068
– volume: 69
  start-page: 7
  year: 2019
  ident: 2022061101502307500_bib1
  article-title: Cancer statistics, 2019
  publication-title: CA Cancer J Clin
  doi: 10.3322/caac.21551
– volume: 149
  start-page: 656
  year: 2012
  ident: 2022061101502307500_bib29
  article-title: Oncogenic Kras maintains pancreatic tumors through regulation of anabolic glucose metabolism
  publication-title: Cell
  doi: 10.1016/j.cell.2012.01.058
– volume: 5
  start-page: 236
  year: 2017
  ident: 2022061101502307500_bib32
  article-title: Differential diagnosis of solid pancreatic masses: contrast-enhanced harmonic (CEH-EUS), quantitative-elastography (QE-EUS), or both?
  publication-title: United European Gastroenterol J
  doi: 10.1177/2050640616640635
– volume: 7
  start-page: 76197
  year: 2016
  ident: 2022061101502307500_bib35
  article-title: Highly aligned stromal collagen is a negative prognostic factor following pancreatic ductal adenocarcinoma resection
  publication-title: Oncotarget
  doi: 10.18632/oncotarget.12772
– volume: 8
  start-page: 360ra135
  year: 2016
  ident: 2022061101502307500_bib37
  article-title: Anti-VEGF therapy induces ECM remodeling and mechanical barriers to therapy in colorectal cancer liver metastases
  publication-title: Sci Transl Med
  doi: 10.1126/scitranslmed.aaf5219
– volume: 139
  start-page: 891
  year: 2009
  ident: 2022061101502307500_bib34
  article-title: Matrix crosslinking forces tumor progression by enhancing integrin signaling
  publication-title: Cell
  doi: 10.1016/j.cell.2009.10.027
– volume: 6
  start-page: 17
  year: 2013
  ident: 2022061101502307500_bib40
  article-title: Evaluation of neoadjuvant chemotherapy response in women with locally advanced breast cancer using ultrasound elastography
  publication-title: Transl Oncol
  doi: 10.1593/tlo.12412
– volume: 280
  start-page: 82
  year: 1998
  ident: 2022061101502307500_bib11
  article-title: Ultrasound-stimulated vibro-acoustic spectrography
  publication-title: Science
  doi: 10.1126/science.280.5360.82
– volume: 56
  start-page: 909
  year: 2002
  ident: 2022061101502307500_bib18
  article-title: Endoscopic treatment of cholangiocarcinoma and carcinoma of the duodenal papilla by intraductal high-intensity US: results of a pilot study
  publication-title: Gastrointest Endosc
  doi: 10.1016/S0016-5107(02)70374-X
– volume: 18
  start-page: 499
  year: 2010
  ident: 2022061101502307500_bib24
  article-title: Germline Brca2 heterozygosity promotes Kras(G12D)–driven carcinogenesis in a murine model of familial pancreatic cancer
  publication-title: Cancer Cell
  doi: 10.1016/j.ccr.2010.10.015
– volume: 59
  start-page: 1121
  year: 2014
  ident: 2022061101502307500_bib19
  article-title: Multi-parametric monitoring and assessment of high-intensity focused ultrasound (HIFU) boiling by harmonic motion imaging for focused ultrasound (HMIFU): an ex vivo feasibility study
  publication-title: Phys Med Biol
  doi: 10.1088/0031-9155/59/5/1121
– volume: 110
  start-page: 2106
  year: 2016
  ident: 2022061101502307500_bib30
  article-title: Interstitial pressure in pancreatic ductal adenocarcinoma is dominated by a gel-fluid phase
  publication-title: Biophys J
  doi: 10.1016/j.bpj.2016.03.040
SSID ssj0014104
Score 2.4811573
Snippet Pancreatic ductal adenocarcinoma (PDA) is a common, deadly cancer that is challenging both to diagnose and to manage. Its hallmark is an expansive,...
Pancreatic ductal adenocarcinoma (PDA) is a deadly cancer that is challenging to diagnose, manage, and treat. Incipient pancreatic tumors can be difficult to...
SourceID pubmedcentral
proquest
pubmed
crossref
SourceType Open Access Repository
Aggregation Database
Index Database
Enrichment Source
StartPage 1297
SubjectTerms Aged
Aged, 80 and over
Animals
Diagnosis, Differential
Disease Models, Animal
Elasticity Imaging Techniques - methods
Female
Humans
Male
Mice
Mice, Inbred BALB C
Mice, Transgenic
Middle Aged
Motion
Neoplasm Staging
Pancreatic Neoplasms - diagnostic imaging
Pancreatic Neoplasms - drug therapy
Pancreatic Neoplasms - pathology
Phantoms, Imaging
Signal Processing, Computer-Assisted - instrumentation
Treatment Outcome
Ultrasonography - methods
Title Harmonic Motion Imaging of Pancreatic Tumor Stiffness Indicates Disease State and Treatment Response
URI https://www.ncbi.nlm.nih.gov/pubmed/31831559
https://www.proquest.com/docview/2337002257
https://pubmed.ncbi.nlm.nih.gov/PMC7073277
Volume 26
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1bjxIxFG50TYwvxrt4S018I4NM5_5oyCJrltWsQ8Jb02sgCzNmFh7cX-_pZQZQEldfJqRMW9Lzcc7X9lwQ-hBxsKsyT4OYkTgAex0GeSqLIBFgXkWRFMQmq55epJNZ_GWezHdnuja6ZMMH4uZoXMn_SBXaQK4mSvYfJNsNCg3wGeQLT5AwPG8l4wlr1raCzdTW4umfrX3NIQ3MsHJ8UPTL7bpugFUutbZ67aySNvDt2qTeNLczjnHaa4Sy8zu_dM6zh6kM2jBKYbDS9H2moO5E-Rv76bTYntuROcDlhmP6qprGFXEX_vCdLVhztVjeOFSu6q1mzW64FdiN2vulrA0fHu-fUsCW1Li8JfuKNQFlRlxdiIE60ua1sYuf96jbV61ATLLjOj_J7fGDSRUcR2QwGl0GYR5EqasBc5hj--IrHc_Oz2l5Oi_vonsENhem7sXneecYZBxfrS9C--t83BdM8_HoJIeM5o9tyu_etnv0pXyEHvp9B_7kQPQY3VHVE3R_6j0rniLZYgk7LGGPJVxrvMMStljCHZZwhyXssYQtljBgCXdYwi2WnqHZ-LQcTQJfgSMQcRhuAiJlyoapTEWaSyIZSyQfilhEWpMi1jKLRJipXAHHIVxIBa-RIQfSGMU85DqLnqOTqq7US4S1Aq6tobsqwpiLlGnFeMqLkJvobT3sobhdRSp8enpTJWVF7TY1yalZfGoWn8Li0zCnZvF7aNB1--Hys_ytw_tWRBQ0qbkeY5Wqt9eURFFmKG2S9dALJ7JuSGP5zAV-D2UHwuxeMFnaD7-plgubrT0DIwowe3WLeV-jB7v_zht0smm26i1w3g1_ZyH6C7p6rMA
linkProvider Geneva Foundation for Medical Education and Research
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=Harmonic+Motion+Imaging+of+Pancreatic+Tumor+Stiffness+Indicates+Disease+State+and+Treatment+Response&rft.jtitle=Clinical+cancer+research&rft.au=Payen%2C+Thomas&rft.au=Oberstein%2C+Paul+E&rft.au=Saharkhiz%2C+Niloufar&rft.au=Palermo%2C+Carmine+F&rft.date=2020-03-15&rft.issn=1557-3265&rft.eissn=1557-3265&rft.volume=26&rft.issue=6&rft.spage=1297&rft_id=info:doi/10.1158%2F1078-0432.CCR-18-3669&rft.externalDBID=NO_FULL_TEXT
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1078-0432&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1078-0432&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1078-0432&client=summon