Screening Reliable Reference Genes for RT-qPCR Analysis of Gene Expression in Moringa oleifera

Moringa oleifera is a promising plant species for oil and forage, but its genetic improvement is limited. Our current breeding program in this species focuses on exploiting the functional genes associated with important agronomical traits. Here, we screened reliable reference genes for accurately qu...

Full description

Saved in:
Bibliographic Details
Published inPloS one Vol. 11; no. 8; p. e0159458
Main Authors Deng, Li-Ting, Wu, Yu-Ling, Li, Jun-Cheng, OuYang, Kun-Xi, Ding, Mei-Mei, Zhang, Jun-Jie, Li, Shu-Qi, Lin, Meng-Fei, Chen, Han-Bin, Hu, Xin-Sheng, Chen, Xiao-Yang
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 19.08.2016
Public Library of Science (PLoS)
Subjects
Online AccessGet full text
ISSN1932-6203
1932-6203
DOI10.1371/journal.pone.0159458

Cover

Loading…
Abstract Moringa oleifera is a promising plant species for oil and forage, but its genetic improvement is limited. Our current breeding program in this species focuses on exploiting the functional genes associated with important agronomical traits. Here, we screened reliable reference genes for accurately quantifying the expression of target genes using the technique of real-time quantitative polymerase chain reaction (RT-qPCR) in M. oleifera. Eighteen candidate reference genes were selected from a transcriptome database, and their expression stabilities were examined in 90 samples collected from the pods in different developmental stages, various tissues, and the roots and leaves under different conditions (low or high temperature, sodium chloride (NaCl)- or polyethyleneglycol (PEG)- simulated water stress). Analyses with geNorm, NormFinder and BestKeeper algorithms revealed that the reliable reference genes differed across sample designs and that ribosomal protein L1 (RPL1) and acyl carrier protein 2 (ACP2) were the most suitable reference genes in all tested samples. The experiment results demonstrated the significance of using the properly validated reference genes and suggested the use of more than one reference gene to achieve reliable expression profiles. In addition, we applied three isotypes of the superoxide dismutase (SOD) gene that are associated with plant adaptation to abiotic stress to confirm the efficacy of the validated reference genes under NaCl and PEG water stresses. Our results provide a valuable reference for future studies on identifying important functional genes from their transcriptional expressions via RT-qPCR technique in M. oleifera.
AbstractList Moringa oleifera is a promising plant species for oil and forage, but its genetic improvement is limited. Our current breeding program in this species focuses on exploiting the functional genes associated with important agronomical traits. Here, we screened reliable reference genes for accurately quantifying the expression of target genes using the technique of real-time quantitative polymerase chain reaction (RT-qPCR) in M. oleifera. Eighteen candidate reference genes were selected from a transcriptome database, and their expression stabilities were examined in 90 samples collected from the pods in different developmental stages, various tissues, and the roots and leaves under different conditions (low or high temperature, sodium chloride (NaCl)- or polyethyleneglycol (PEG)- simulated water stress). Analyses with geNorm, NormFinder and BestKeeper algorithms revealed that the reliable reference genes differed across sample designs and that ribosomal protein L1 (RPL1) and acyl carrier protein 2 (ACP2) were the most suitable reference genes in all tested samples. The experiment results demonstrated the significance of using the properly validated reference genes and suggested the use of more than one reference gene to achieve reliable expression profiles. In addition, we applied three isotypes of the superoxide dismutase (SOD) gene that are associated with plant adaptation to abiotic stress to confirm the efficacy of the validated reference genes under NaCl and PEG water stresses. Our results provide a valuable reference for future studies on identifying important functional genes from their transcriptional expressions via RT-qPCR technique in M. oleifera.
Moringa oleifera is a promising plant species for oil and forage, but its genetic improvement is limited. Our current breeding program in this species focuses on exploiting the functional genes associated with important agronomical traits. Here, we screened reliable reference genes for accurately quantifying the expression of target genes using the technique of real-time quantitative polymerase chain reaction (RT-qPCR) in M. oleifera. Eighteen candidate reference genes were selected from a transcriptome database, and their expression stabilities were examined in 90 samples collected from the pods in different developmental stages, various tissues, and the roots and leaves under different conditions (low or high temperature, sodium chloride (NaCl)- or polyethyleneglycol (PEG)- simulated water stress). Analyses with geNorm, NormFinder and BestKeeper algorithms revealed that the reliable reference genes differed across sample designs and that ribosomal protein L1 (RPL1) and acyl carrier protein 2 (ACP2) were the most suitable reference genes in all tested samples. The experiment results demonstrated the significance of using the properly validated reference genes and suggested the use of more than one reference gene to achieve reliable expression profiles. In addition, we applied three isotypes of the superoxide dismutase (SOD) gene that are associated with plant adaptation to abiotic stress to confirm the efficacy of the validated reference genes under NaCl and PEG water stresses. Our results provide a valuable reference for future studies on identifying important functional genes from their transcriptional expressions via RT-qPCR technique in M. oleifera.Moringa oleifera is a promising plant species for oil and forage, but its genetic improvement is limited. Our current breeding program in this species focuses on exploiting the functional genes associated with important agronomical traits. Here, we screened reliable reference genes for accurately quantifying the expression of target genes using the technique of real-time quantitative polymerase chain reaction (RT-qPCR) in M. oleifera. Eighteen candidate reference genes were selected from a transcriptome database, and their expression stabilities were examined in 90 samples collected from the pods in different developmental stages, various tissues, and the roots and leaves under different conditions (low or high temperature, sodium chloride (NaCl)- or polyethyleneglycol (PEG)- simulated water stress). Analyses with geNorm, NormFinder and BestKeeper algorithms revealed that the reliable reference genes differed across sample designs and that ribosomal protein L1 (RPL1) and acyl carrier protein 2 (ACP2) were the most suitable reference genes in all tested samples. The experiment results demonstrated the significance of using the properly validated reference genes and suggested the use of more than one reference gene to achieve reliable expression profiles. In addition, we applied three isotypes of the superoxide dismutase (SOD) gene that are associated with plant adaptation to abiotic stress to confirm the efficacy of the validated reference genes under NaCl and PEG water stresses. Our results provide a valuable reference for future studies on identifying important functional genes from their transcriptional expressions via RT-qPCR technique in M. oleifera.
Moringa oleifera is a promising plant species for oil and forage, but its genetic improvement is limited. Our current breeding program in this species focuses on exploiting the functional genes associated with important agronomical traits. Here, we screened reliable reference genes for accurately quantifying the expression of target genes using the technique of real-time quantitative polymerase chain reaction (RT-qPCR) in M . oleifera . Eighteen candidate reference genes were selected from a transcriptome database, and their expression stabilities were examined in 90 samples collected from the pods in different developmental stages, various tissues, and the roots and leaves under different conditions (low or high temperature, sodium chloride (NaCl)- or polyethyleneglycol (PEG)- simulated water stress). Analyses with geNorm, NormFinder and BestKeeper algorithms revealed that the reliable reference genes differed across sample designs and that ribosomal protein L1 ( RPL1 ) and acyl carrier protein 2 ( ACP2 ) were the most suitable reference genes in all tested samples. The experiment results demonstrated the significance of using the properly validated reference genes and suggested the use of more than one reference gene to achieve reliable expression profiles. In addition, we applied three isotypes of the superoxide dismutase ( SOD ) gene that are associated with plant adaptation to abiotic stress to confirm the efficacy of the validated reference genes under NaCl and PEG water stresses. Our results provide a valuable reference for future studies on identifying important functional genes from their transcriptional expressions via RT-qPCR technique in M . oleifera .
Audience Academic
Author Deng, Li-Ting
Wu, Yu-Ling
Li, Jun-Cheng
Ding, Mei-Mei
Zhang, Jun-Jie
Lin, Meng-Fei
Hu, Xin-Sheng
OuYang, Kun-Xi
Chen, Xiao-Yang
Li, Shu-Qi
Chen, Han-Bin
AuthorAffiliation 2 Guangdong Key Laboratory for Innovative Development and Utilization of Forest Plant Germplasm, South China Agricultural University, Guangdong, 510642, China
3 Guangdong Province Research Center of Woody Forage Engineering Technology, South China Agricultural University, Guangdong, 510642, China
Hainan University, CHINA
1 State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, South China Agricultural University, Guangdong, 510642, China
4 College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou, Guangdong, 510642, China
AuthorAffiliation_xml – name: Hainan University, CHINA
– name: 2 Guangdong Key Laboratory for Innovative Development and Utilization of Forest Plant Germplasm, South China Agricultural University, Guangdong, 510642, China
– name: 4 College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou, Guangdong, 510642, China
– name: 1 State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, South China Agricultural University, Guangdong, 510642, China
– name: 3 Guangdong Province Research Center of Woody Forage Engineering Technology, South China Agricultural University, Guangdong, 510642, China
Author_xml – sequence: 1
  givenname: Li-Ting
  surname: Deng
  fullname: Deng, Li-Ting
– sequence: 2
  givenname: Yu-Ling
  surname: Wu
  fullname: Wu, Yu-Ling
– sequence: 3
  givenname: Jun-Cheng
  surname: Li
  fullname: Li, Jun-Cheng
– sequence: 4
  givenname: Kun-Xi
  surname: OuYang
  fullname: OuYang, Kun-Xi
– sequence: 5
  givenname: Mei-Mei
  surname: Ding
  fullname: Ding, Mei-Mei
– sequence: 6
  givenname: Jun-Jie
  surname: Zhang
  fullname: Zhang, Jun-Jie
– sequence: 7
  givenname: Shu-Qi
  surname: Li
  fullname: Li, Shu-Qi
– sequence: 8
  givenname: Meng-Fei
  surname: Lin
  fullname: Lin, Meng-Fei
– sequence: 9
  givenname: Han-Bin
  surname: Chen
  fullname: Chen, Han-Bin
– sequence: 10
  givenname: Xin-Sheng
  surname: Hu
  fullname: Hu, Xin-Sheng
– sequence: 11
  givenname: Xiao-Yang
  surname: Chen
  fullname: Chen, Xiao-Yang
BackLink https://www.ncbi.nlm.nih.gov/pubmed/27541138$$D View this record in MEDLINE/PubMed
BookMark eNqNk11r2zAUhs3oWD-2fzA2w2BsF8ksyZKtXgxC6LpAR0fa7XJClo8TBUVKJXu0_37KR0tcyii-sDh6znukV-ccJwfWWUiStygbIlKgLwvXeSvNcBXDwwxRntPyRXKEOMEDhjNysLc-TI5DWGQZJSVjr5JDXNAcIVIeJX-ulAew2s7SKRgtKwNx0YAHqyA9BwshbZxPp9eDm5_jaTqKJe-CDqlrNrvp2e3KQwja2VTb9IfzUUqmzoCOIvJ18rKRJsCb3f8k-fXt7Hr8fXBxeT4Zjy4GilHaDliBqlzJDBHVUIYK1MimpkVeKwIZV4gxwkFRnhU1qLzIcZUpjBGnhaoYL0tykrzf6q6MC2JnTRCoRJiRHFMcicmWqJ1ciJXXS-nvhJNabALOz4T0rVYGBFZlQ3mDqCpUzgitgMayHIFUtEK8jlpfd9W6agm1Att6aXqi_R2r52Lm_oqcc1TwIgp82gl4d9NBaMVSBwXGSAuu25ybMk5xTp6DEoajBSiiHx6hTxuxo2Yy3lXbxsUjqrWoGOUMoazAaG3o8AkqfjUstYot1-gY7yV87iVEpoXbdia7EMTkavp89vJ3n_24x85BmnYenOna2HGhD77bf5SH17jv9QjkW0B5F4KH5gFBmViP1L1dYj1SYjdSMe30UZrSrVyXj45o8__kf1QOJPU
CitedBy_id crossref_primary_10_3390_ijms26062483
crossref_primary_10_32604_phyton_2022_018767
crossref_primary_10_1016_j_indcrop_2021_113807
crossref_primary_10_3390_ijms232415729
crossref_primary_10_1007_s12298_019_00707_y
crossref_primary_10_3390_genes14101874
crossref_primary_10_3390_plants11223132
crossref_primary_10_7717_peerj_7063
crossref_primary_10_29059_cienciauat_v16i2_1511
crossref_primary_10_1080_13102818_2017_1368415
crossref_primary_10_3389_fpls_2022_967672
crossref_primary_10_3389_fpls_2023_1127032
crossref_primary_10_1016_j_ecoenv_2018_10_049
crossref_primary_10_1016_j_ygeno_2019_04_014
crossref_primary_10_1016_j_jtemin_2023_100093
crossref_primary_10_1002_fsn3_4765
crossref_primary_10_1038_s41598_021_81524_w
crossref_primary_10_3390_ijms222212130
crossref_primary_10_3390_ijms25021142
crossref_primary_10_3390_plants12163010
crossref_primary_10_1007_s00425_018_2945_3
crossref_primary_10_32615_bp_2021_057
Cites_doi 10.1046/j.1523-1755.2003.00074.x
10.1023/B:BILE.0000019559.84305.47
10.2144/00292rv02
10.1101/gr.217802
10.1186/1471-2229-10-49
10.1023/A:1026298032009
10.1007/s11356-015-4532-5
10.1007/s11738-014-1640-7
10.1016/S1360-1385(02)02312-9
10.1007/s00438-010-0511-1
10.1016/j.bbrc.2003.11.177
10.1016/S0003-2697(02)00311-1
10.1007/s00425-011-1410-3
10.1016/j.bbadis.2005.10.004
10.1186/1471-2229-8-131
10.3892/ijo.2013.2001
10.1104/pp.105.063743
10.1093/jxb/erg244
10.1007/s00299-015-1854-1
10.1016/j.sajb.2013.02.162
10.1158/0008-5472.CAN-04-0496
10.1007/s11427-015-4872-x
10.1016/j.ab.2009.12.008
10.1073/pnas.71.7.2848
10.1016/j.ab.2010.08.044
10.1186/1471-2199-7-33
10.2144/04371RR03
10.1093/jexbot/53.372.1331
10.1373/clinchem.2008.112797
10.3835/plantgenome2008.02.0091
10.1093/jxb/eri285
10.1186/gb-2002-3-7-research0034
10.1002/ptr.2023
10.1016/j.ab.2009.01.024
10.1016/j.fct.2009.06.005
10.1038/sj.gene.6364190
10.1016/j.jbiotec.2005.01.011
10.1186/1471-2229-4-14
10.1007/s00425-010-1158-1
10.1677/jme.0.0290023
10.1111/j.1467-7652.2008.00346.x
10.1093/jxb/erh013
10.3390/ijms141224338
ContentType Journal Article
Copyright COPYRIGHT 2016 Public Library of Science
2016 Deng et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
2016 Deng et al 2016 Deng et al
Copyright_xml – notice: COPYRIGHT 2016 Public Library of Science
– notice: 2016 Deng et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
– notice: 2016 Deng et al 2016 Deng et al
DBID AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
IOV
ISR
3V.
7QG
7QL
7QO
7RV
7SN
7SS
7T5
7TG
7TM
7U9
7X2
7X7
7XB
88E
8AO
8C1
8FD
8FE
8FG
8FH
8FI
8FJ
8FK
ABJCF
ABUWG
AEUYN
AFKRA
ARAPS
ATCPS
AZQEC
BBNVY
BENPR
BGLVJ
BHPHI
C1K
CCPQU
D1I
DWQXO
FR3
FYUFA
GHDGH
GNUQQ
H94
HCIFZ
K9.
KB.
KB0
KL.
L6V
LK8
M0K
M0S
M1P
M7N
M7P
M7S
NAPCQ
P5Z
P62
P64
PATMY
PDBOC
PHGZM
PHGZT
PIMPY
PJZUB
PKEHL
PPXIY
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
PTHSS
PYCSY
RC3
7X8
5PM
DOA
DOI 10.1371/journal.pone.0159458
DatabaseName CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
Gale In Context: Opposing Viewpoints
Gale In Context: Science
ProQuest Central (Corporate)
Animal Behavior Abstracts
Bacteriology Abstracts (Microbiology B)
Biotechnology Research Abstracts
Nursing & allied health premium.
Ecology Abstracts
Entomology Abstracts (Full archive)
Immunology Abstracts
Meteorological & Geoastrophysical Abstracts
Nucleic Acids Abstracts
Virology and AIDS Abstracts
Agricultural Science Collection
Health & Medical Collection
ProQuest Central (purchase pre-March 2016)
Medical Database (Alumni Edition)
ProQuest Pharma Collection
Public Health Database
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Natural Science Collection
Hospital Premium Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
Materials Science & Engineering Collection
ProQuest Central (Alumni)
ProQuest One Sustainability
ProQuest Central UK/Ireland
Advanced Technologies & Aerospace Collection
Agricultural & Environmental Science Collection
ProQuest Central Essentials
Biological Science Collection
ProQuest Central
Technology collection
ProQuest Natural Science Collection
Environmental Sciences and Pollution Management
ProQuest One
ProQuest Materials Science Collection
ProQuest Central
Engineering Research Database
Health Research Premium Collection
Health Research Premium Collection (Alumni)
ProQuest Central Student
AIDS and Cancer Research Abstracts
SciTech Premium Collection
ProQuest Health & Medical Complete (Alumni)
Materials Science Database
Nursing & Allied Health Database (Alumni Edition)
Meteorological & Geoastrophysical Abstracts - Academic
ProQuest Engineering Collection
Biological Sciences
Agriculture Science Database
ProQuest Health & Medical Collection
Medical Database
Algology Mycology and Protozoology Abstracts (Microbiology C)
Biological Science Database
Engineering Database
Nursing & Allied Health Premium
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
Biotechnology and BioEngineering Abstracts
Environmental Science Database
Materials Science Collection
ProQuest Central Premium
ProQuest One Academic (New)
Publicly Available Content Database
ProQuest Health & Medical Research Collection
ProQuest One Academic Middle East (New)
ProQuest One Health & Nursing
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
Environmental Science Collection
Genetics Abstracts
MEDLINE - Academic
PubMed Central (Full Participant titles)
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
Agricultural Science Database
Publicly Available Content Database
ProQuest Central Student
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
Nucleic Acids Abstracts
SciTech Premium Collection
ProQuest Central China
Environmental Sciences and Pollution Management
ProQuest One Applied & Life Sciences
ProQuest One Sustainability
Health Research Premium Collection
Meteorological & Geoastrophysical Abstracts
Natural Science Collection
Health & Medical Research Collection
Biological Science Collection
ProQuest Central (New)
ProQuest Medical Library (Alumni)
Engineering Collection
Advanced Technologies & Aerospace Collection
Engineering Database
Virology and AIDS Abstracts
ProQuest Biological Science Collection
ProQuest One Academic Eastern Edition
Agricultural Science Collection
ProQuest Hospital Collection
ProQuest Technology Collection
Health Research Premium Collection (Alumni)
Biological Science Database
Ecology Abstracts
ProQuest Hospital Collection (Alumni)
Biotechnology and BioEngineering Abstracts
Environmental Science Collection
Entomology Abstracts
Nursing & Allied Health Premium
ProQuest Health & Medical Complete
ProQuest One Academic UKI Edition
Environmental Science Database
ProQuest Nursing & Allied Health Source (Alumni)
Engineering Research Database
ProQuest One Academic
Meteorological & Geoastrophysical Abstracts - Academic
ProQuest One Academic (New)
Technology Collection
Technology Research Database
ProQuest One Academic Middle East (New)
Materials Science Collection
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest One Health & Nursing
ProQuest Natural Science Collection
ProQuest Pharma Collection
ProQuest Central
ProQuest Health & Medical Research Collection
Genetics Abstracts
ProQuest Engineering Collection
Biotechnology Research Abstracts
Health and Medicine Complete (Alumni Edition)
ProQuest Central Korea
Bacteriology Abstracts (Microbiology B)
Algology Mycology and Protozoology Abstracts (Microbiology C)
Agricultural & Environmental Science Collection
AIDS and Cancer Research Abstracts
Materials Science Database
ProQuest Materials Science Collection
ProQuest Public Health
ProQuest Nursing & Allied Health Source
ProQuest SciTech Collection
Advanced Technologies & Aerospace Database
ProQuest Medical Library
Animal Behavior Abstracts
Materials Science & Engineering Collection
Immunology Abstracts
ProQuest Central (Alumni)
MEDLINE - Academic
DatabaseTitleList
Agricultural Science Database
MEDLINE

MEDLINE - Academic
Engineering Research Database



Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals (WRLC)
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  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: 3
  dbid: EIF
  name: MEDLINE
  url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search
  sourceTypes: Index Database
– sequence: 4
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Sciences (General)
Engineering
Forestry
DocumentTitleAlternate Selection of Reference Genes in M. oleifera
EISSN 1932-6203
ExternalDocumentID 1812634252
oai_doaj_org_article_2c8f59f15c7c4635be5dec91eac5b19d
PMC4991797
4152876511
A461107218
27541138
10_1371_journal_pone_0159458
Genre Journal Article
GrantInformation_xml – fundername: ;
  grantid: 15RZNJ-62
– fundername: ;
  grantid: 2015KJCX009
GroupedDBID ---
123
29O
2WC
53G
5VS
7RV
7X2
7X7
7XC
88E
8AO
8C1
8CJ
8FE
8FG
8FH
8FI
8FJ
A8Z
AAFWJ
AAUCC
AAWOE
AAYXX
ABDBF
ABIVO
ABJCF
ABUWG
ACGFO
ACIHN
ACIWK
ACPRK
ACUHS
ADBBV
ADRAZ
AEAQA
AENEX
AEUYN
AFKRA
AFPKN
AFRAH
AHMBA
ALIPV
ALMA_UNASSIGNED_HOLDINGS
AOIJS
APEBS
ARAPS
ATCPS
BAWUL
BBNVY
BCNDV
BENPR
BGLVJ
BHPHI
BKEYQ
BPHCQ
BVXVI
BWKFM
CCPQU
CITATION
CS3
D1I
D1J
D1K
DIK
DU5
E3Z
EAP
EAS
EBD
EMOBN
ESX
EX3
F5P
FPL
FYUFA
GROUPED_DOAJ
GX1
HCIFZ
HH5
HMCUK
HYE
IAO
IEA
IGS
IHR
IHW
INH
INR
IOV
IPY
ISE
ISR
ITC
K6-
KB.
KQ8
L6V
LK5
LK8
M0K
M1P
M48
M7P
M7R
M7S
M~E
NAPCQ
O5R
O5S
OK1
OVT
P2P
P62
PATMY
PDBOC
PHGZM
PHGZT
PIMPY
PQQKQ
PROAC
PSQYO
PTHSS
PV9
PYCSY
RNS
RPM
RZL
SV3
TR2
UKHRP
WOQ
WOW
~02
~KM
3V.
BBORY
CGR
CUY
CVF
ECM
EIF
IPNFZ
NPM
RIG
PMFND
7QG
7QL
7QO
7SN
7SS
7T5
7TG
7TM
7U9
7XB
8FD
8FK
AZQEC
C1K
DWQXO
FR3
GNUQQ
H94
K9.
KL.
M7N
P64
PJZUB
PKEHL
PPXIY
PQEST
PQGLB
PQUKI
PRINS
RC3
7X8
5PM
PUEGO
-
02
AAPBV
ABPTK
ADACO
BBAFP
KM
ID FETCH-LOGICAL-c655t-671b4ca013cf56171fafd574dc3e09c16639ec5907dec4742b0c221957cb69883
IEDL.DBID M48
ISSN 1932-6203
IngestDate Fri Nov 26 17:14:11 EST 2021
Wed Aug 27 01:29:44 EDT 2025
Thu Aug 21 17:29:32 EDT 2025
Fri Jul 11 15:11:31 EDT 2025
Tue Aug 05 09:44:02 EDT 2025
Fri Jul 25 10:16:58 EDT 2025
Tue Jun 17 20:38:33 EDT 2025
Tue Jun 10 20:48:55 EDT 2025
Fri Jun 27 03:37:08 EDT 2025
Fri Jun 27 04:06:33 EDT 2025
Thu May 22 21:22:34 EDT 2025
Wed Feb 19 01:57:13 EST 2025
Tue Jul 01 02:52:20 EDT 2025
Thu Apr 24 23:09:34 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 8
Language English
License This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Creative Commons Attribution License
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c655t-671b4ca013cf56171fafd574dc3e09c16639ec5907dec4742b0c221957cb69883
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
Competing Interests: The authors have declared that no competing interests exist.
Conceived and designed the experiments: XYC LTD KXOY. Performed the experiments: LTD YLW JCL KXOY MMD JJZ SQL MFL HBC. Analyzed the data: LTD. Wrote the paper: LTD XSH XYC.
OpenAccessLink http://journals.scholarsportal.info/openUrl.xqy?doi=10.1371/journal.pone.0159458
PMID 27541138
PQID 1812634252
PQPubID 1436336
PageCount e0159458
ParticipantIDs plos_journals_1812634252
doaj_primary_oai_doaj_org_article_2c8f59f15c7c4635be5dec91eac5b19d
pubmedcentral_primary_oai_pubmedcentral_nih_gov_4991797
proquest_miscellaneous_1815695243
proquest_miscellaneous_1813628831
proquest_journals_1812634252
gale_infotracmisc_A461107218
gale_infotracacademiconefile_A461107218
gale_incontextgauss_ISR_A461107218
gale_incontextgauss_IOV_A461107218
gale_healthsolutions_A461107218
pubmed_primary_27541138
crossref_primary_10_1371_journal_pone_0159458
crossref_citationtrail_10_1371_journal_pone_0159458
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2016-08-19
PublicationDateYYYYMMDD 2016-08-19
PublicationDate_xml – month: 08
  year: 2016
  text: 2016-08-19
  day: 19
PublicationDecade 2010
PublicationPlace United States
PublicationPlace_xml – name: United States
– name: San Francisco
– name: San Francisco, CA USA
PublicationTitle PloS one
PublicationTitleAlternate PLoS One
PublicationYear 2016
Publisher Public Library of Science
Public Library of Science (PLoS)
Publisher_xml – name: Public Library of Science
– name: Public Library of Science (PLoS)
References PR Buckland (ref42) 2006; 1762
SS Gill (ref34) 2015; 22
J Huggett (ref22) 2005; 6
M Kimura (ref45) 1974; 71
A Radonic (ref20) 2004; 313
T Czechowski (ref15) 2005; 139
AR Verma (ref3) 2009; 47
S Artico (ref9) 2010; 10
F Anwar (ref1) 2007; 21
T Lovdal (ref23) 2009; 387
RG Alscher (ref30) 2002; 53
JM Gomez (ref33) 2004; 55
Y Tian (ref6) 2015; 58
M Libault (ref16) 2008; 1
R Mittler (ref28) 2002; 7
R Shivhare (ref49) 2016; 6
AM Brunner (ref37) 2004; 4
HJ Wan (ref14) 2010; 399
ref4
J Vandesompele (ref12) 2002; 3
SA Bustin (ref7) 2009; 55
M Xu (ref35) 2011; 408
T Suzuki (ref40) 2000; 29
MW Pfaffl (ref32) 2004; 26
K Dheda (ref36) 2004; 37
JV Die (ref10) 2010; 232
L Gutierrez (ref26) 2008; 6
L Chen (ref21) 2011; 234
N Silver (ref43) 2006; 7
RA Volkov (ref13) 2003; 54
KE Reid (ref38) 2006; 6
V Kumar (ref47) 2011; 5
GW Schmidt (ref19) 2010; 283
SA Bustin (ref8) 2002; 29
M Exposito-Rodriguez (ref17) 2008; 8
PD Lee (ref39) 2002; 12
C Tricarico (ref41) 2002; 309
H Schmid (ref11) 2003; 64
A Gismondi (ref2) 2013; 43
R Smit (ref5) 2013; 86
N Nicot (ref25) 2005; 56
RK Saini (ref27) 2014; 36
TAP Neuvians (ref48) 2005; 117
H Ando (ref44) 2016
L Zhang (ref46) 2013; 14
BR Kim (ref18) 2003; 25
CL Andersen (ref31) 2004; 64
XY Zhu (ref24) 2012; 7
E Mohamed (ref29) 2015; 34
20098998 - Mol Genet Genomics. 2010 Mar;283(3):233-41
17105665 - BMC Plant Biol. 2006 Nov 14;6:27
19454243 - Anal Biochem. 2009 Apr 15;387(2):238-42
12184808 - Genome Biol. 2002 Jun 18;3(7):RESEARCH0034
15823405 - J Biotechnol. 2005 May 4;117(2):163-71
27025966 - J Pharmacol Sci. 2016 Jun;131(2):138-40
19520138 - Food Chem Toxicol. 2009 Sep;47(9):2196-201
20005862 - Anal Biochem. 2010 Apr 15;399(2):257-61
18433420 - Plant Biotechnol J. 2008 Aug;6(6):609-18
16188960 - J Exp Bot. 2005 Nov;56(421):2907-14
11997379 - J Exp Bot. 2002 May;53(372):1331-41
11827948 - Genome Res. 2002 Feb;12(2):292-7
19246619 - Clin Chem. 2009 Apr;55(4):611-22
12200227 - J Mol Endocrinol. 2002 Aug;29(1):23-39
25921757 - Environ Sci Pollut Res Int. 2015 Jul;22(14):10375-94
16166256 - Plant Physiol. 2005 Sep;139(1):5-17
26972345 - Sci Rep. 2016 Mar 14;6:23036
24351820 - Int J Mol Sci. 2013 Dec 13;14(12):24338-54
15127793 - Biotechnol Lett. 2004 Mar;26(6):509-15
14504302 - J Exp Bot. 2003 Oct;54(391):2343-9
26032590 - Sci China Life Sci. 2015 Jul;58(7):627-38
17089328 - Phytother Res. 2007 Jan;21(1):17-25
15317655 - BMC Plant Biol. 2004 Aug 18;4:14
20816740 - Anal Biochem. 2011 Jan 15;408(2):337-9
12787429 - Kidney Int. 2003 Jul;64(1):356-60
15815687 - Genes Immun. 2005 Jun;6(4):279-84
26267391 - Plant Cell Rep. 2015 Dec;34(12):2099-110
22952972 - PLoS One. 2012;7(8):e44405
14677714 - Biotechnol Lett. 2003 Nov;25(21):1869-72
14706621 - Biochem Biophys Res Commun. 2004 Jan 23;313(4):856-62
14676290 - J Exp Bot. 2004 Jan;55(394):119-30
20379832 - Planta. 2010 Jun;232(1):145-53
12234732 - Trends Plant Sci. 2002 Sep;7(9):405-10
17026756 - BMC Mol Biol. 2006 Oct 06;7:33
21505864 - Planta. 2011 Aug;234(2):377-90
16297602 - Biochim Biophys Acta. 2006 Jan;1762(1):17-28
15289330 - Cancer Res. 2004 Aug 1;64(15):5245-50
15283208 - Biotechniques. 2004 Jul;37(1):112-4, 116, 118-9
20302670 - BMC Plant Biol. 2010 Mar 21;10:49
23817892 - Int J Oncol. 2013 Sep;43(3):956-64
10948434 - Biotechniques. 2000 Aug;29(2):332-7
4527913 - Proc Natl Acad Sci U S A. 1974 Jul;71(7):2848-52
19102748 - BMC Plant Biol. 2008 Dec 22;8:131
12413463 - Anal Biochem. 2002 Oct 15;309(2):293-300
References_xml – volume: 64
  start-page: 356
  issue: 1
  year: 2003
  ident: ref11
  article-title: Validation of endogenous controls for gene expression analysis in microdissected human renal biopsies
  publication-title: Kidney Int
  doi: 10.1046/j.1523-1755.2003.00074.x
– volume: 26
  start-page: 509
  issue: 6
  year: 2004
  ident: ref32
  article-title: Determination of stable housekeeping genes, differentially regulated target genes and sample integrity: BestKeeper-Excel-based tool using pair-wise correlations
  publication-title: Biotechnol Lett
  doi: 10.1023/B:BILE.0000019559.84305.47
– volume: 29
  start-page: 332
  issue: 2
  year: 2000
  ident: ref40
  article-title: Control selection for RNA quantitation
  publication-title: Biotechniques
  doi: 10.2144/00292rv02
– volume: 12
  start-page: 292
  issue: 2
  year: 2002
  ident: ref39
  article-title: Control genes and variability: Absence of ubiquitous reference transcripts in diverse mammalian expression studies
  publication-title: Genome Research
  doi: 10.1101/gr.217802
– volume: 10
  year: 2010
  ident: ref9
  article-title: Identification and evaluation of new reference genes in Gossypium hirsutum for accurate normalization of real-time quantitative RT-PCR data
  publication-title: BMC Plant Biol
  doi: 10.1186/1471-2229-10-49
– volume: 25
  start-page: 1869
  issue: 21
  year: 2003
  ident: ref18
  article-title: Normalization of reverse transcription quantitative-PCR with housekeeping genes in rice
  publication-title: Biotechnol Lett
  doi: 10.1023/A:1026298032009
– volume: 22
  start-page: 10375
  issue: 14
  year: 2015
  ident: ref34
  article-title: Superoxide dismutase-mentor of abiotic stress tolerance in crop plants
  publication-title: Environ Sci Pollut R
  doi: 10.1007/s11356-015-4532-5
– volume: 36
  start-page: 2695
  issue: 10
  year: 2014
  ident: ref27
  article-title: Elicitors, SA and MJ enhance carotenoids and tocopherol biosynthesis and expression of antioxidant related genes in Moringa oleifera Lam. leaves
  publication-title: Acta Physiol Plant
  doi: 10.1007/s11738-014-1640-7
– volume: 7
  start-page: 405
  issue: 9
  year: 2002
  ident: ref28
  article-title: Oxidative stress, antioxidants and stress tolerance
  publication-title: Trends Plant Sci
  doi: 10.1016/S1360-1385(02)02312-9
– volume: 283
  start-page: 233
  issue: 3
  year: 2010
  ident: ref19
  article-title: Stable internal reference genes for normalization of real-time RT-PCR in tobacco (Nicotiana tabacum) during development and abiotic stress
  publication-title: Mol Genet Genomics
  doi: 10.1007/s00438-010-0511-1
– volume: 313
  start-page: 856
  issue: 4
  year: 2004
  ident: ref20
  article-title: Guideline to reference gene selection for quantitative real-time PCR
  publication-title: Biochem Bioph Res Co
  doi: 10.1016/j.bbrc.2003.11.177
– volume: 309
  start-page: 293
  issue: 2
  year: 2002
  ident: ref41
  article-title: Quantitative real-time reverse transcription polymerase chain reaction: normalization to rRNA or single housekeeping genes is inappropriate for human tissue biopsies
  publication-title: Anal Biochem
  doi: 10.1016/S0003-2697(02)00311-1
– volume: 234
  start-page: 377
  issue: 2
  year: 2011
  ident: ref21
  article-title: Validation of reference genes for RT-qPCR studies of gene expression in banana fruit under different experimental conditions
  publication-title: Planta
  doi: 10.1007/s00425-011-1410-3
– volume: 1762
  start-page: 17
  issue: 1
  year: 2006
  ident: ref42
  article-title: The importance and identification of regulatory polymorphisms and their mechanisms of action
  publication-title: Bba-Mol Basis Dis
  doi: 10.1016/j.bbadis.2005.10.004
– year: 2016
  ident: ref44
  article-title: Influence of genetic polymorphisms of multidrug and toxin extrusion protein 1 on its mRNA expression in peripheral blood cells
  publication-title: J Pharmacol Sci
– volume: 8
  year: 2008
  ident: ref17
  article-title: Selection of internal control genes for quantitative real-time RT-PCR studies during tomato development process
  publication-title: BMC Plant Biol
  doi: 10.1186/1471-2229-8-131
– volume: 43
  start-page: 956
  issue: 3
  year: 2013
  ident: ref2
  article-title: Antioxidant extracts of African medicinal plants induce cell cycle arrest and differentiation in B16F10 melanoma cells
  publication-title: International Journal of Oncology
  doi: 10.3892/ijo.2013.2001
– volume: 139
  start-page: 5
  issue: 1
  year: 2005
  ident: ref15
  article-title: Genome-wide identification and testing of superior reference genes for transcript normalization in arabidopsis
  publication-title: Plant Physiol
  doi: 10.1104/pp.105.063743
– volume: 54
  start-page: 2343
  issue: 391
  year: 2003
  ident: ref13
  article-title: Heat-stress-dependency and developmental modulation of gene expression: the potential of house-keeping genes as internal standards in mRNA expression profiling using real-time RT-PCR
  publication-title: J Exp Bot
  doi: 10.1093/jxb/erg244
– volume: 34
  start-page: 2099
  issue: 12
  year: 2015
  ident: ref29
  article-title: Characterization of the superoxide dismutase genes of the halophyte Suaeda maritima in Japan and Egypt
  publication-title: Plant Cell Rep
  doi: 10.1007/s00299-015-1854-1
– volume: 86
  start-page: 182
  year: 2013
  ident: ref5
  article-title: RAPD and SSR genetic diversity analysis of Moringa oleifera
  publication-title: South African Journal of Botany
  doi: 10.1016/j.sajb.2013.02.162
– volume: 64
  start-page: 5245
  issue: 15
  year: 2004
  ident: ref31
  article-title: Normalization of real-time quantitative reverse transcription-PCR data: A model-based variance estimation approach to identify genes suited for normalization, applied to bladder and colon cancer data sets
  publication-title: Cancer Res
  doi: 10.1158/0008-5472.CAN-04-0496
– volume: 58
  start-page: 627
  issue: 7
  year: 2015
  ident: ref6
  article-title: High quality reference genome of drumstick tree (Moringa oleifera Lam.), a potential perennial crop
  publication-title: Sci China Life Sci
  doi: 10.1007/s11427-015-4872-x
– volume: 399
  start-page: 257
  issue: 2
  year: 2010
  ident: ref14
  article-title: Selection of appropriate reference genes for gene expression studies by quantitative real-time polymerase chain reaction in cucumber
  publication-title: Anal Biochem
  doi: 10.1016/j.ab.2009.12.008
– volume: 71
  start-page: 2848
  issue: 7
  year: 1974
  ident: ref45
  article-title: On some principles governing molecular evolution
  publication-title: Proceedings of the National Academy of Sciences
  doi: 10.1073/pnas.71.7.2848
– volume: 6
  year: 2006
  ident: ref38
  article-title: An optimized grapevine RNA isolation procedure and statistical determination of reference genes for real-time RT-PCR during berry development
  publication-title: BMC Plant Biol
– volume: 408
  start-page: 337
  issue: 2
  year: 2011
  ident: ref35
  article-title: Reference gene selection for quantitative Real-Time polymerase chain reaction in populus
  publication-title: Anal Biochem
  doi: 10.1016/j.ab.2010.08.044
– volume: 7
  year: 2006
  ident: ref43
  article-title: Selection of housekeeping genes for gene expression studies in human reticulocytes using real-time PCR
  publication-title: BMC Mol Biol
  doi: 10.1186/1471-2199-7-33
– volume: 37
  start-page: 112
  issue: 1
  year: 2004
  ident: ref36
  article-title: Validation of housekeeping genes for normalizing RNA expression in real-time PCR
  publication-title: Biotechniques
  doi: 10.2144/04371RR03
– volume: 53
  start-page: 1331
  issue: 372
  year: 2002
  ident: ref30
  article-title: Role of superoxide dismutases (SODs) in controlling oxidative stress in plants
  publication-title: J Exp Bot
  doi: 10.1093/jexbot/53.372.1331
– volume: 55
  start-page: 611
  issue: 4
  year: 2009
  ident: ref7
  article-title: The MIQE guidelines: minimum information for publication of quantitative Real-Time PCR experiments
  publication-title: Clin Chem
  doi: 10.1373/clinchem.2008.112797
– volume: 1
  start-page: 44
  issue: 1
  year: 2008
  ident: ref16
  article-title: Identification of four soybean reference genes for gene expression normalization
  publication-title: Plant Genome-Us
  doi: 10.3835/plantgenome2008.02.0091
– volume: 56
  start-page: 2907
  issue: 421
  year: 2005
  ident: ref25
  article-title: Housekeeping gene selection for real-time RT-PCR normalization in potato during biotic and abiotic stress
  publication-title: J Exp Bot
  doi: 10.1093/jxb/eri285
– volume: 3
  issue: 7
  year: 2002
  ident: ref12
  article-title: Accurate normalization of real-time quantitative RT-PCR data by geometric averaging of multiple internal control genes
  publication-title: Genome Biology
  doi: 10.1186/gb-2002-3-7-research0034
– volume: 7
  issue: 8
  year: 2012
  ident: ref24
  article-title: Evaluation of new reference genes in papaya for accurate transcript normalization under different experimental conditions
  publication-title: Plos One
– volume: 21
  start-page: 17
  issue: 1
  year: 2007
  ident: ref1
  article-title: Moringa oleifera: A food plant with multiple medicinal uses
  publication-title: Phytotherapy Research
  doi: 10.1002/ptr.2023
– volume: 387
  start-page: 238
  issue: 2
  year: 2009
  ident: ref23
  article-title: Reference gene selection for quantitative real-time PCR normalization in tomato subjected to nitrogen, cold, and light stress
  publication-title: Anal Biochem
  doi: 10.1016/j.ab.2009.01.024
– ident: ref4
– volume: 47
  start-page: 2196
  issue: 9
  year: 2009
  ident: ref3
  article-title: In vitro and in vivo antioxidant properties of different fractions of Moringa oleifera leaves
  publication-title: Food and Chemical Toxicology
  doi: 10.1016/j.fct.2009.06.005
– volume: 6
  start-page: 279
  issue: 4
  year: 2005
  ident: ref22
  article-title: Real-time RT-PCR normalisation; strategies and considerations
  publication-title: Genes Immun
  doi: 10.1038/sj.gene.6364190
– volume: 117
  start-page: 163
  issue: 2
  year: 2005
  ident: ref48
  article-title: Standardization strategy for quantitative PCR in human seminoma and normal testis
  publication-title: J Biotechnol
  doi: 10.1016/j.jbiotec.2005.01.011
– volume: 4
  start-page: 1
  issue: 1
  year: 2004
  ident: ref37
  article-title: Validating internal controls for quantitative plant gene expression studies
  publication-title: BMC Plant Biol
  doi: 10.1186/1471-2229-4-14
– volume: 5
  start-page: 1455
  issue: 11
  year: 2011
  ident: ref47
  article-title: Traditional and novel references towards systematic normalization of qRT-PCR data in plants
  publication-title: Aust J Crop Sci
– volume: 232
  start-page: 145
  issue: 1
  year: 2010
  ident: ref10
  article-title: Evaluation of candidate reference genes for expression studies in Pisum sativum under different experimental conditions
  publication-title: Planta
  doi: 10.1007/s00425-010-1158-1
– volume: 29
  issue: 1
  year: 2002
  ident: ref8
  article-title: Quantification of mRNA using real-time reverse transcription PCR (RT-PCR): Trends and Problems
  publication-title: J Mol Endocrinol
  doi: 10.1677/jme.0.0290023
– volume: 6
  start-page: 609
  issue: 6
  year: 2008
  ident: ref26
  article-title: The lack of a systematic validation of reference genes: a serious pitfall undervalued in reverse transcription-polymerase chain reaction (RT-PCR) analysis in plants
  publication-title: Plant Biotechnol J
  doi: 10.1111/j.1467-7652.2008.00346.x
– volume: 6
  year: 2016
  ident: ref49
  article-title: Selection of suitable reference genes for assessing gene expression in pearl millet under different abiotic stresses and their combinations
  publication-title: Sci Rep-Uk
– volume: 55
  start-page: 119
  issue: 394
  year: 2004
  ident: ref33
  article-title: Location and effects of long-term NaCl stress on superoxide dismutase and ascorbate peroxidase isoenzymes of pea (Pisum sativum cv. Puget) chloroplasts
  publication-title: J Exp Bot
  doi: 10.1093/jxb/erh013
– volume: 14
  start-page: 24338
  issue: 12
  year: 2013
  ident: ref46
  article-title: Selection of reliable reference genes for gene expression studies in the biofuel plant Jatropha curcas using Real-Time quantitative PCR
  publication-title: Int J Mol Sci
  doi: 10.3390/ijms141224338
– reference: 16188960 - J Exp Bot. 2005 Nov;56(421):2907-14
– reference: 19454243 - Anal Biochem. 2009 Apr 15;387(2):238-42
– reference: 12234732 - Trends Plant Sci. 2002 Sep;7(9):405-10
– reference: 20816740 - Anal Biochem. 2011 Jan 15;408(2):337-9
– reference: 15127793 - Biotechnol Lett. 2004 Mar;26(6):509-15
– reference: 22952972 - PLoS One. 2012;7(8):e44405
– reference: 25921757 - Environ Sci Pollut Res Int. 2015 Jul;22(14):10375-94
– reference: 10948434 - Biotechniques. 2000 Aug;29(2):332-7
– reference: 20379832 - Planta. 2010 Jun;232(1):145-53
– reference: 19520138 - Food Chem Toxicol. 2009 Sep;47(9):2196-201
– reference: 27025966 - J Pharmacol Sci. 2016 Jun;131(2):138-40
– reference: 18433420 - Plant Biotechnol J. 2008 Aug;6(6):609-18
– reference: 15815687 - Genes Immun. 2005 Jun;6(4):279-84
– reference: 15317655 - BMC Plant Biol. 2004 Aug 18;4:14
– reference: 15289330 - Cancer Res. 2004 Aug 1;64(15):5245-50
– reference: 19246619 - Clin Chem. 2009 Apr;55(4):611-22
– reference: 14504302 - J Exp Bot. 2003 Oct;54(391):2343-9
– reference: 26972345 - Sci Rep. 2016 Mar 14;6:23036
– reference: 20302670 - BMC Plant Biol. 2010 Mar 21;10:49
– reference: 16297602 - Biochim Biophys Acta. 2006 Jan;1762(1):17-28
– reference: 11827948 - Genome Res. 2002 Feb;12(2):292-7
– reference: 19102748 - BMC Plant Biol. 2008 Dec 22;8:131
– reference: 12787429 - Kidney Int. 2003 Jul;64(1):356-60
– reference: 11997379 - J Exp Bot. 2002 May;53(372):1331-41
– reference: 17026756 - BMC Mol Biol. 2006 Oct 06;7:33
– reference: 4527913 - Proc Natl Acad Sci U S A. 1974 Jul;71(7):2848-52
– reference: 26032590 - Sci China Life Sci. 2015 Jul;58(7):627-38
– reference: 14676290 - J Exp Bot. 2004 Jan;55(394):119-30
– reference: 26267391 - Plant Cell Rep. 2015 Dec;34(12):2099-110
– reference: 12413463 - Anal Biochem. 2002 Oct 15;309(2):293-300
– reference: 23817892 - Int J Oncol. 2013 Sep;43(3):956-64
– reference: 21505864 - Planta. 2011 Aug;234(2):377-90
– reference: 14706621 - Biochem Biophys Res Commun. 2004 Jan 23;313(4):856-62
– reference: 24351820 - Int J Mol Sci. 2013 Dec 13;14(12):24338-54
– reference: 20098998 - Mol Genet Genomics. 2010 Mar;283(3):233-41
– reference: 12184808 - Genome Biol. 2002 Jun 18;3(7):RESEARCH0034
– reference: 20005862 - Anal Biochem. 2010 Apr 15;399(2):257-61
– reference: 16166256 - Plant Physiol. 2005 Sep;139(1):5-17
– reference: 17105665 - BMC Plant Biol. 2006 Nov 14;6:27
– reference: 12200227 - J Mol Endocrinol. 2002 Aug;29(1):23-39
– reference: 17089328 - Phytother Res. 2007 Jan;21(1):17-25
– reference: 15823405 - J Biotechnol. 2005 May 4;117(2):163-71
– reference: 15283208 - Biotechniques. 2004 Jul;37(1):112-4, 116, 118-9
– reference: 14677714 - Biotechnol Lett. 2003 Nov;25(21):1869-72
SSID ssj0053866
Score 2.4867907
Snippet Moringa oleifera is a promising plant species for oil and forage, but its genetic improvement is limited. Our current breeding program in this species focuses...
Moringa oleifera is a promising plant species for oil and forage, but its genetic improvement is limited. Our current breeding program in this species focuses...
SourceID plos
doaj
pubmedcentral
proquest
gale
pubmed
crossref
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
Enrichment Source
StartPage e0159458
SubjectTerms Acyl carrier protein
Adaptation, Physiological - genetics
Agronomy
Algorithms
Architectural engineering
Biology and Life Sciences
Brassicaceae
Breeding
Chlorine compounds
Computer simulation
Developmental stages
Engineering
Forestry
Gene expression
Gene Expression Profiling
Genes
Genetic aspects
Genetic improvement
Genomes
Germplasm
High temperature
Isotypes
Laboratories
Landscape architecture
Leaves
Medical research
Medical screening
Medicine and Health Sciences
Moringa oleifera
Moringa oleifera - genetics
Moringa oleifera - growth & development
Physical Sciences
Plant breeding
Plant Leaves - genetics
Plant Leaves - growth & development
Plant Proteins - genetics
Plant Roots - genetics
Plant Roots - growth & development
Plant species
Polyethylene glycol
Polymerase chain reaction
Real-Time Polymerase Chain Reaction - methods
Reference Standards
Research and Analysis Methods
Ribosomal protein L1
Sodium
Sodium chloride
Stress, Physiological - genetics
Studies
Superoxide dismutase
Tissues
Transcription
Transcriptome
Water stress
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3db9MwELdQn3hBjK8FBhiEBDxkm2M7th_HtGkgDVC3oT1hJY4Dk6qkkFbiz-fOcaIGTYwH3qrez1V639ee7wh5ZSpTQuGhUwmvUqF9neraqVS6AuTvwG-GZROnH_OTC_HhUl5urPrCnrB-PHDPuL3M6VqamkmnnIDoWHpZeWcYOAxZMlOh94WYNxRTvQ8GK87zeFGOK7YX5bK7bBu_CwHQCFzxvhGIwrz-0SvPlou2uy7l_LNzciMUHd8ld2IOSQ_6Z98it3xzj2xFK-3omzhK-u198vXMYV8NhCeKvcd4TYqOo2Up4joKWSudn6c_Ph_O6TCihLZ1oNKjX7FRtqFXDT0N3XoFbRceO2KKB-Ti-Oj88CSNGxVSl0u5SnPFSoFS4K6GxEmxuqgrqUTluN83jkH6YbyTUDADjwVUzeW-y8CnSeXK3GjNH5JZAzzcJhTyEp9VcJrJSnilDQNd0EbyUpdce58QPrDXujhuHLdeLGz4D01B2dFzy6JQbBRKQtLx1LIft3ED_h1KbsTisOzwBqiQjSpkb1KhhDxHudv-5ulo8vZA5FgdQxKUkJcBgQMzGuzI-Vasu86-__TlH0Bn8wnodQTVLbDDFfEWBHwnHMQ1Qe5MkGD2bkLeRi0duNJZTNVyDi44g5OD5l5PfjGS8UOxy67x7TpgeFg_zf6KkbmRmeAJedQbw8j9TEmwbQ7PpiZmMhHPlNJcfQ8zzaHwhtCgHv8PeT4htyGtzfGXf2Z2yGz1c-2fQuq4Kp8FL_EbQgds9w
  priority: 102
  providerName: Directory of Open Access Journals
– databaseName: ProQuest Central
  dbid: BENPR
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3dT9RAEN_okRh9IHJ-UEFdjYn6UGC73e7ukwFyBE1AcoDhiabdbpHk0h70LvHPd2ZvW6-GoG9N97dNO7PztZ2dIeSDLnQOgYcKBVyFsbJlqEojQ2Ey4L8BvemaTRwdJ4fn8bcLceE33BqfVtnqRKeoi9rgHvk2WqKEwwqLvkxvQuwahX9XfQuNh2QFVLASA7KyNzo-Gbe6GKQ5SfyBOS7ZtufP1rSu7BYYQh1jq_clg-Tq9nfaeTCd1M1druffGZRLJungKVn1viTdXTB_jTyw1ZA8WaowOCSPsPUm9nMbkjUvxg395GtNf35GLk8NJt4AlmJyMp6jol3tWYq4hoJbS8dn4c3J_pi2NUxoXbpROvrlM2krel3RI5fOl9F6YjFlJntOzg9GZ_uHoW-5EJpEiFmYSJbHyCZuSvCsJCuzshAyLgy3O9ow8E-0NQIi6sKaGMLqfMdEoPSENHmileIvyKAC4q4TCo6LjQqYzUQRW6k0g8WitOC5yrmyNiC8pXtqfD1ybIsxSd1PNglxyYKMKXIr9dwKSNjNmi7qcfwDv4cs7bBYTdvdqG-vUi-caWRUKXTJhJEmBg8stwI-TzMwSiJnugjIW1wQ6eJoaqcT0t04wfAZvKSAvHcIrKhRYcrOVTZvmvTr9x__ATod90AfPaisgRwm88ck4JuwUlcPudlDgl4wveF1XL4tVZr0jwTBzHZJ3z38rhvGh2IaXmXrucNw15-a3YsRiRZRzAPyciElHfUjKUD4Obyb7MlPjz39ker6pyt6DpE52A756v5X3yCPwaNNcNOf6U0ymN3O7WvwGmf5G68afgPfiGyA
  priority: 102
  providerName: ProQuest
Title Screening Reliable Reference Genes for RT-qPCR Analysis of Gene Expression in Moringa oleifera
URI https://www.ncbi.nlm.nih.gov/pubmed/27541138
https://www.proquest.com/docview/1812634252
https://www.proquest.com/docview/1813628831
https://www.proquest.com/docview/1815695243
https://pubmed.ncbi.nlm.nih.gov/PMC4991797
https://doaj.org/article/2c8f59f15c7c4635be5dec91eac5b19d
http://dx.doi.org/10.1371/journal.pone.0159458
Volume 11
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3db9MwELe27oUXxPhaYRSDkICHTHUSx_YDQlvVMpA6pm5FfSJKHGdMqpKuaaXx33PnOhFBBfYSVfU5Su58d7-Lz3eEvFGZSiHwkB6HX14oTe7JXAuP6wTkr8Fu2mYT47PodBp-mfHZDql7tjoGVltDO-wnNV3Oj25vfn4Ehf9guzYIVk86WpSFOQL3pkIud8ke-KYI1_k4bPYVQLvt7iWiFi_y-4E7TPe3u7Scla3p31juzmJeVttg6Z_Zlb-5q9EDct_hTHq8WRj7ZMcUD8m-0-SKvnPlpt8_It8vNObegAujmJ-MR6loU36WIl1FAdnSyaV3cz6Y0LqMCS1zO0qHty6ZtqDXBR3bjL6ElnODWTPJYzIdDS8Hp57ruuDpiPOVFwmWhiipQOcArgTLkzzjIsx0YPpKM4AoymgOQXVmdAiRddrXPtg9LnQaKSmDJ6RTAA8PCAXsYvwMZjOehUZIxWC9SMWDVKaBNKZLgpq9sXYlybEzxjy2-2wCQpMNt2IUSuyE0iVeM2uxKcnxH_oTlFxDiwW17R_l8ip2-hn7WuZc5YxroUMAYanh8HqKgV_iKVNZl7xEuceb06mNWYiPwwgjaABKXfLaUmBRjQKzdq6SdVXFn79-uwPRxaRF9NYR5SWwQyfupAS8ExbralEetijBNOjW8AGu0porVYxwLgrATPsws16524dfNcN4U8zEK0y5tjSBbVHN_knDI8X9MOiSpxtlaLjvCw76H8CziZaatMTTHimuf9i65xCcg_sQz-7Cw-fkHkDbCL_-M3VIOqvl2rwA-LhKe2RXzARc5YDhdfSpR_ZOhmfnk579INOzFuMX0wByCg
linkProvider Scholars Portal
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3db9MwELdGkfh4QKx8rDCYQSDgIdsSx3H8gNAYKy1bB-o6tCdC4zhjUpV0Syvgn-Jv5M5xQoOmwcveqvocOXfn393F5ztCnslExhB4hA6HX44f6tQJUyUcrsYgfwW4aZpNDPaD3qH_4YgfLZFf1V0YTKusMNEAdZIr_Ea-gZYoYKBh3pvpqYNdo_B0tWqhUarFrv75HUK24nX_Hcj3ued1d0bbPcd2FXBUwPnMCYQb-7gSplJwHoSbjtOECz9RTG9K5YIJllpxCBoTrXyIHONN5cG-5kLFgQxDBs-9Qq76jEms1R9231fID9gRBPZ6HhPuhtWG9Wme6XUwu9LHxvIL5s90CahtQWs6yYvzHN2_8zUXDGD3NrllPVe6VaraMlnSWZvcXKhn2CbXsNEndo9rk2ULGgV9aStbv7pDvhwoTPMBWoqp0Hhri9aVbinSFRScaDocOaeftoe0qphC89SM0p0fNm83oycZHZjkwTHNJxoTdMZ3yeGliOIeaWXA3BVCwU3SXgKzXZ74WoTSBdUMJWdxGLNQ6w5hFd8jZaufYxOOSWSO9AREQSUbI5RWZKXVIU49a1pW__gH_VsUaU2LtbvNH_nZcWShIPJUmHKZulwJ5YO_F2sOryddMIE8dmXSIWuoEFF5EbZGoGjLDzBYB5-sQ54aCqzfkWGC0PF4XhRR_-Pn_yA6GDaIXliiNAd2qLG9lAHvhHXBGpSrDUpAIdUYXkH1rbhSRH_2K8ysVPr84Sf1MD4Uk_4ync8NDTPdsN0LaXggueezDrlf7pKa-57gADUM1iYa-6chnuZIdvLNlFj3IWwSUjy4eOlr5HpvNNiL9vr7uw_JDfClAzxucOUqac3O5voR-Kuz-LEBCUq-XjYq_QZEIKca
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3db9MwELdGJ03wgFj5WGEwg0DAQ9blw3H8gNA-Wq2Mlarb0J4wieOMSVXSLa2Af42_jrvECQ2aBi97q-pz5Nydf3cXn-8IeSliEUHgEVgMflleoBMrSBS3mApB_gpws2g2cTj090-8D6fsdIn8qu7CYFplhYkFUMeZwm_kXbREvgsa5nQTkxYx2uu_n15Y2EEKT1qrdhqlihzon98hfMvfDfZA1q8cp9873t23TIcBS_mMzSyf25GHq3JVAo4Et5MwiRn3YuXqLaFsMMdCKwYBZKyVB1FktKUc2OOMq8gXQeDCc2-RZQ5WMWiR5Z3ecDSu7AAgie-by3out7tGNzanWao3wQgLD9vMLxjDomdAbRla00mWX-X2_p29uWAO-_fIXePH0u1S8VbJkk7b5M5CdcM2WcG2n9hLrk1WDYTk9I2pc_32PvlypDDpB2gpJkbjHS5a172lSJdTcKnp-Ni6GO2OaVU_hWZJMUp7P0wWb0rPU3pYpBKGNJtoTNcJH5CTGxHGQ9JKgblrhILTpJ0YZtss9jQPhA2KGgjmRkHkBlp3iFvxXSpTCx1bckxkccDHISYq2ShRWtJIq0Oseta0rAXyD_odFGlNi5W8iz-yyzNpgEE6KkiYSGymuPLA-4s0g9cTNhhEFtki7pANVAhZXout8Uhuez6G7uChdciLggKreaS4L87CeZ7LwafP_0F0NG4QvTZESQbsUKG5ogHvhFXCGpTrDUrAJNUYXkP1rbiSyz-7F2ZWKn318PN6GB-KKYCpzuYFjVv0xravpWG-YI7ndsijcpfU3Hc4A-BxYW28sX8a4mmOpOffioLrHgRRXPDH1y99g6wAIsmPg-HBE3IbHGsfzx5ssU5as8u5fgrO6yx6ZlCCkq83DUy_AV3vrLU
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=Screening+Reliable+Reference+Genes+for+RT-qPCR+Analysis+of+Gene+Expression+in+Moringa+oleifera&rft.jtitle=PloS+one&rft.au=Deng%2C+Li-Ting&rft.au=Wu%2C+Yu-Ling&rft.au=Li%2C+Jun-Cheng&rft.au=OuYang%2C+Kun-Xi&rft.date=2016-08-19&rft.pub=Public+Library+of+Science&rft.issn=1932-6203&rft.eissn=1932-6203&rft.volume=11&rft.issue=8&rft.spage=e0159458&rft_id=info:doi/10.1371%2Fjournal.pone.0159458&rft.externalDBID=ISR&rft.externalDocID=A461107218
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1932-6203&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1932-6203&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1932-6203&client=summon