Effects of Clinical Covariates on Serum miRNA Expression among Women without Ovarian Cancer

Serum miRNAs are potential biomarkers for ovarian cancer; however, many factors may influence miRNA expression. To understand potential confounders in miRNA analysis, we examined how sociodemographic factors and comorbidities, including known ovarian cancer risk factors, influence serum miRNA levels...

Full description

Saved in:
Bibliographic Details
Published inCancer epidemiology, biomarkers & prevention Vol. 34; no. 3; pp. 385 - 393
Main Authors Wollborn, Laura, Webber, James W., Alimena, Stephanie, Mishra, Sudhanshu, Sussman, Chad B., Comrie, Cameron E., Packard, Daniel G., Williams, Marta, Russell, Trinity, Fendler, Wojciech, Chowdhury, Dipanjan, Elias, Kevin M.
Format Journal Article
LanguageEnglish
Published United States American Association for Cancer Research 03.03.2025
Subjects
Online AccessGet full text
ISSN1055-9965
1538-7755
1538-7755
DOI10.1158/1055-9965.EPI-23-1355

Cover

Abstract Serum miRNAs are potential biomarkers for ovarian cancer; however, many factors may influence miRNA expression. To understand potential confounders in miRNA analysis, we examined how sociodemographic factors and comorbidities, including known ovarian cancer risk factors, influence serum miRNA levels in women without ovarian cancer. Data from 1,576 women from the Mass General Brigham Biobank collected between 2012 and 2019, excluding subjects previously or subsequently diagnosed with ovarian cancer, were examined. Using a focused panel of 179 miRNA probes optimized for serum profiling, miRNA expression was measured by flow cytometry using the Abcam FirePlex assay and correlated with subjects' electronic medical records. The study population broadly reflected the New England population. The median age of subjects was 49 years, 34% were current or prior smokers, 33% were obese (body mass index > 30 kg/m2), 49% were postmenopausal, and 11% had undergone prior bilateral oophorectomy. Significant differences in miRNA expression were observed among ovarian risk factors such as age, obesity, menopause, BRCA1 or BRCA2 germline mutations, or existence of breast cancer in family history. Additionally, miRNA expression was significantly altered by prior bilateral oophorectomy, hypertension, and hypercholesterolemia. Other variables, such as smoking; parity; age at menarche; hormonal replacement therapy; oral contraception; breast, endometrial, or colon cancer; and diabetes, were not associated with significant changes in the panel when corrected for multiple testing. Serum miRNA expression patterns are significantly affected by patient demographics, exposure history, and medical comorbidities. Understanding confounders in serum miRNA expression is important for refining clinical assays for cancer screening.
AbstractList Serum miRNAs are potential biomarkers for ovarian cancer; however, many factors may influence miRNA expression. To understand potential confounders in miRNA analysis, we examined how sociodemographic factors and comorbidities, including known ovarian cancer risk factors, influence serum miRNA levels in women without ovarian cancer.BACKGROUNDSerum miRNAs are potential biomarkers for ovarian cancer; however, many factors may influence miRNA expression. To understand potential confounders in miRNA analysis, we examined how sociodemographic factors and comorbidities, including known ovarian cancer risk factors, influence serum miRNA levels in women without ovarian cancer.Data from 1,576 women from the Mass General Brigham Biobank collected between 2012 and 2019, excluding subjects previously or subsequently diagnosed with ovarian cancer, were examined. Using a focused panel of 179 miRNA probes optimized for serum profiling, miRNA expression was measured by flow cytometry using the Abcam FirePlex assay and correlated with subjects' electronic medical records.METHODSData from 1,576 women from the Mass General Brigham Biobank collected between 2012 and 2019, excluding subjects previously or subsequently diagnosed with ovarian cancer, were examined. Using a focused panel of 179 miRNA probes optimized for serum profiling, miRNA expression was measured by flow cytometry using the Abcam FirePlex assay and correlated with subjects' electronic medical records.The study population broadly reflected the New England population. The median age of subjects was 49 years, 34% were current or prior smokers, 33% were obese (body mass index > 30 kg/m2), 49% were postmenopausal, and 11% had undergone prior bilateral oophorectomy. Significant differences in miRNA expression were observed among ovarian risk factors such as age, obesity, menopause, BRCA1 or BRCA2 germline mutations, or existence of breast cancer in family history. Additionally, miRNA expression was significantly altered by prior bilateral oophorectomy, hypertension, and hypercholesterolemia. Other variables, such as smoking; parity; age at menarche; hormonal replacement therapy; oral contraception; breast, endometrial, or colon cancer; and diabetes, were not associated with significant changes in the panel when corrected for multiple testing.RESULTSThe study population broadly reflected the New England population. The median age of subjects was 49 years, 34% were current or prior smokers, 33% were obese (body mass index > 30 kg/m2), 49% were postmenopausal, and 11% had undergone prior bilateral oophorectomy. Significant differences in miRNA expression were observed among ovarian risk factors such as age, obesity, menopause, BRCA1 or BRCA2 germline mutations, or existence of breast cancer in family history. Additionally, miRNA expression was significantly altered by prior bilateral oophorectomy, hypertension, and hypercholesterolemia. Other variables, such as smoking; parity; age at menarche; hormonal replacement therapy; oral contraception; breast, endometrial, or colon cancer; and diabetes, were not associated with significant changes in the panel when corrected for multiple testing.Serum miRNA expression patterns are significantly affected by patient demographics, exposure history, and medical comorbidities.CONCLUSIONSSerum miRNA expression patterns are significantly affected by patient demographics, exposure history, and medical comorbidities.Understanding confounders in serum miRNA expression is important for refining clinical assays for cancer screening.IMPACTUnderstanding confounders in serum miRNA expression is important for refining clinical assays for cancer screening.
Serum miRNAs are potential biomarkers for ovarian cancer; however, many factors may influence miRNA expression. To understand potential confounders in miRNA analysis, we examined how sociodemographic factors and comorbidities, including known ovarian cancer risk factors, influence serum miRNA levels in women without ovarian cancer. Data from 1,576 women from the Mass General Brigham Biobank collected between 2012 and 2019, excluding subjects previously or subsequently diagnosed with ovarian cancer, were examined. Using a focused panel of 179 miRNA probes optimized for serum profiling, miRNA expression was measured by flow cytometry using the Abcam FirePlex assay and correlated with subjects' electronic medical records. The study population broadly reflected the New England population. The median age of subjects was 49 years, 34% were current or prior smokers, 33% were obese (body mass index > 30 kg/m2), 49% were postmenopausal, and 11% had undergone prior bilateral oophorectomy. Significant differences in miRNA expression were observed among ovarian risk factors such as age, obesity, menopause, BRCA1 or BRCA2 germline mutations, or existence of breast cancer in family history. Additionally, miRNA expression was significantly altered by prior bilateral oophorectomy, hypertension, and hypercholesterolemia. Other variables, such as smoking; parity; age at menarche; hormonal replacement therapy; oral contraception; breast, endometrial, or colon cancer; and diabetes, were not associated with significant changes in the panel when corrected for multiple testing. Serum miRNA expression patterns are significantly affected by patient demographics, exposure history, and medical comorbidities. Understanding confounders in serum miRNA expression is important for refining clinical assays for cancer screening.
Author Fendler, Wojciech
Williams, Marta
Chowdhury, Dipanjan
Russell, Trinity
Wollborn, Laura
Webber, James W.
Elias, Kevin M.
Sussman, Chad B.
Alimena, Stephanie
Packard, Daniel G.
Mishra, Sudhanshu
Comrie, Cameron E.
AuthorAffiliation 3 Dana-Farber Cancer Institute, Boston, Massachusetts
2 Harvard Medical School, Boston, Massachusetts
5 Department of Biostatistics and Translational Medicine, Medical University of Łódź, Łódź, Poland
1 Division of Gynecologic Oncology, Department of Obstetrics and Gynecology and Reproductive Biology, Brigham and Women’s Hospital, Boston, Massachusetts
6 Department of Radiation Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
4 Tufts University School of Medicine, Boston, Massachusetts
AuthorAffiliation_xml – name: 4 Tufts University School of Medicine, Boston, Massachusetts
– name: 6 Department of Radiation Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
– name: 5 Department of Biostatistics and Translational Medicine, Medical University of Łódź, Łódź, Poland
– name: 1 Division of Gynecologic Oncology, Department of Obstetrics and Gynecology and Reproductive Biology, Brigham and Women’s Hospital, Boston, Massachusetts
– name: 3 Dana-Farber Cancer Institute, Boston, Massachusetts
– name: 2 Harvard Medical School, Boston, Massachusetts
Author_xml – sequence: 1
  givenname: Laura
  orcidid: 0009-0007-3543-1643
  surname: Wollborn
  fullname: Wollborn, Laura
– sequence: 2
  givenname: James W.
  orcidid: 0009-0000-0090-119X
  surname: Webber
  fullname: Webber, James W.
– sequence: 3
  givenname: Stephanie
  orcidid: 0000-0001-9130-4904
  surname: Alimena
  fullname: Alimena, Stephanie
– sequence: 4
  givenname: Sudhanshu
  orcidid: 0009-0006-7985-9054
  surname: Mishra
  fullname: Mishra, Sudhanshu
– sequence: 5
  givenname: Chad B.
  orcidid: 0000-0003-4907-0926
  surname: Sussman
  fullname: Sussman, Chad B.
– sequence: 6
  givenname: Cameron E.
  orcidid: 0000-0001-5677-4556
  surname: Comrie
  fullname: Comrie, Cameron E.
– sequence: 7
  givenname: Daniel G.
  orcidid: 0000-0002-1390-7221
  surname: Packard
  fullname: Packard, Daniel G.
– sequence: 8
  givenname: Marta
  orcidid: 0009-0003-9065-7398
  surname: Williams
  fullname: Williams, Marta
– sequence: 9
  givenname: Trinity
  orcidid: 0009-0000-8330-2570
  surname: Russell
  fullname: Russell, Trinity
– sequence: 10
  givenname: Wojciech
  orcidid: 0000-0002-5083-9168
  surname: Fendler
  fullname: Fendler, Wojciech
– sequence: 11
  givenname: Dipanjan
  orcidid: 0000-0001-5645-3752
  surname: Chowdhury
  fullname: Chowdhury, Dipanjan
– sequence: 12
  givenname: Kevin M.
  orcidid: 0000-0003-1502-5553
  surname: Elias
  fullname: Elias, Kevin M.
BackLink https://www.ncbi.nlm.nih.gov/pubmed/38780899$$D View this record in MEDLINE/PubMed
BookMark eNp9Uctu1TAQtVAr-uITQF6ySbHjOLZXqIoutFJFEVTqgoXl-I5bo8QOdtLSv8e3tw_YsJrRzDlnZs4coJ0QAyD0lpJjSrn8QAnnlVItP159PatqVlHG-Su0TzmTlRCc75T8CbOHDnL-SQgRivPXaI9JIYlUah_9WDkHds44OtwNPnhrBtzFW5O8maGUA_4OaRnx6L99OcGr31OCnH0pmzGGa3wVRwj4zs83cZnxxQMv4M4EC-kI7TozZHjzGA_R5afVZXdanV98PutOzivLWjJXtepFz6BxpuFrwmzjuC1LEWsptL10CoyoqZWONS1Y4_p133CrOOklCCfYIWq3skuYzP2dGQY9JT-adK8p0Ruz9MYIvTFCw-R1zfTGrEL8uCVOSz_C2kKYk3khR-P1v53gb_R1vC2aUjBBVVF4_6iQ4q8F8qxHny0MgwkQl6wZ4armQqimQN_9Pex5ytMrCoBvATbFnBO4_1xRXv58xR9rip-i
Cites_doi 10.1111/j.1349-7006.2010.01650.x
10.1016/0028-2243(93)90135-Y
10.2217/17520363.1.4.513
10.1016/j.tranon.2018.05.001
10.1007/978-1-4939-7231-9_14
10.1093/gerona/glu145
10.1038/onc.2009.241
10.1373/clinchem.2014.224238
10.1038/nrc1997
10.1007/978-1-4939-6524-3
10.1186/gm516
10.1007/s10549-011-1672-2
10.1007/s40291-016-0221-4
10.1373/clinchem.2010.147405
10.1016/j.ygyno.2008.08.036
10.1016/j.bbcan.2021.188503
10.1007/s12094-021-02604-x
10.1186/s12967-019-2086-x
10.1007/s00404-016-4027-8
10.1038/nrc1840
10.1016/j.jbi.2019.103208
10.1089/dna.2014.2419
10.3390/jpm6020017
10.1073/pnas.0804549105
10.1158/1055-9965.EPI-18-0203
10.1093/nar/gkad392
10.1136/jcp.2004.018077
10.7554/eLife.05005
10.1093/nar/gkz1022
10.1038/nature03702
10.1371/journal.pone.0077853
10.1038/s41467-018-06434-4
10.18632/oncotarget.20688
10.1530/ERC-12-0175
10.1186/s12943-016-0536-0
10.1016/j.jbi.2008.08.010
10.1038/s41467-023-38925-4
10.3322/caac.21456
10.1016/j.ygyno.2008.04.033
10.1001/jama.2011.766
10.7554/eLife.28932
10.1016/S0140-6736(15)01224-6
10.1016/j.ctarc.2020.100224
10.3802/jgo.2018.29.e37
10.1007/s13277-014-2611-8
10.1016/bs.pmbts.2016.12.013
10.1109/TIT.1982.1056489
10.1111/cas.14599
10.1093/carcin/bgt026
ContentType Journal Article
Copyright 2024 The Authors; Published by the American Association for Cancer Research.
2024 The Authors; Published by the American Association for Cancer Research 2024 American Association for Cancer Research
Copyright_xml – notice: 2024 The Authors; Published by the American Association for Cancer Research.
– notice: 2024 The Authors; Published by the American Association for Cancer Research 2024 American Association for Cancer Research
DBID AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
7X8
5PM
ADTOC
UNPAY
DOI 10.1158/1055-9965.EPI-23-1355
DatabaseName CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
MEDLINE - Academic
PubMed Central (Full Participant titles)
Unpaywall for CDI: Periodical Content
Unpaywall
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
– sequence: 3
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
DeliveryMethod fulltext_linktorsrc
Discipline Medicine
DocumentTitleAlternate Impact of Clinical Covariates on Serum miRNA Expression
EISSN 1538-7755
EndPage 393
ExternalDocumentID 10.1158/1055-9965.epi-23-1355
PMC11873719
38780899
10_1158_1055_9965_EPI_23_1355
Genre Journal Article
GrantInformation_xml – fundername: NCI NIH HHS
  grantid: P50 CA240243
– fundername: V Foundation for Cancer Research (VFCR)
– fundername: Honorable Tina Brozman Foundation (Tina's Wish)
– fundername: Deutsche Forschungsgemeinschaft (DFG)
  grantid: 450518177
– fundername: National Cancer Institute (NCI)
  grantid: P50CA240243
– fundername: Massachusetts Life Sciences Center (MLSC)
  grantid: Bits to Bytes Grant
– fundername: ;
– fundername: ;
  grantid: Bits to Bytes Grant
– fundername: ;
  grantid: P50CA240243
– fundername: ;
  grantid: 450518177
GroupedDBID ---
18M
29B
2FS
34G
39C
5GY
6J9
AAFWJ
AAYXX
ABOCM
ACPRK
ADBBV
AENEX
AFHIN
AFRAH
ALMA_UNASSIGNED_HOLDINGS
BR6
BTFSW
CITATION
CS3
DU5
E3Z
EBS
EJD
F5P
FRP
IH2
KQ8
L7B
OK1
P2P
PQQKQ
QTD
RCR
RHI
SJN
WOQ
CGR
CUY
CVF
ECM
EIF
NPM
7X8
2WC
53G
5PM
5VS
DIK
W8F
.55
3O-
ADCOW
ADTOC
AI.
C1A
H13
H~9
UDS
UNPAY
VH1
WHG
X7M
ZXP
ID FETCH-LOGICAL-c360t-29b7b3e4fa45d03c4f5cffe0cc1e6b8f9ea721c8f346ecafbdb45c950b8e7f73
IEDL.DBID UNPAY
ISSN 1055-9965
1538-7755
IngestDate Sun Oct 26 04:38:51 EDT 2025
Thu Aug 21 18:27:16 EDT 2025
Thu Oct 02 12:11:37 EDT 2025
Mon Jul 21 05:57:10 EDT 2025
Wed Oct 01 06:46:59 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 3
Language English
License 2024 The Authors; Published by the American Association for Cancer Research.
This open access article is distributed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) license.
cc-by-nc-nd
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c360t-29b7b3e4fa45d03c4f5cffe0cc1e6b8f9ea721c8f346ecafbdb45c950b8e7f73
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
Cancer Epidemiol Biomarkers Prev 2025;34:385–93
ORCID 0000-0003-4907-0926
0009-0003-9065-7398
0000-0001-5677-4556
0009-0000-0090-119X
0000-0003-1502-5553
0000-0002-1390-7221
0000-0002-5083-9168
0009-0006-7985-9054
0009-0007-3543-1643
0009-0000-8330-2570
0000-0001-9130-4904
0000-0001-5645-3752
OpenAccessLink https://proxy.k.utb.cz/login?url=https://doi.org/10.1158/1055-9965.epi-23-1355
PMID 38780899
PQID 3059257794
PQPubID 23479
PageCount 9
ParticipantIDs unpaywall_primary_10_1158_1055_9965_epi_23_1355
pubmedcentral_primary_oai_pubmedcentral_nih_gov_11873719
proquest_miscellaneous_3059257794
pubmed_primary_38780899
crossref_primary_10_1158_1055_9965_EPI_23_1355
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2025-03-03
PublicationDateYYYYMMDD 2025-03-03
PublicationDate_xml – month: 03
  year: 2025
  text: 2025-03-03
  day: 03
PublicationDecade 2020
PublicationPlace United States
PublicationPlace_xml – name: United States
PublicationTitle Cancer epidemiology, biomarkers & prevention
PublicationTitleAlternate Cancer Epidemiol Biomarkers Prev
PublicationYear 2025
Publisher American Association for Cancer Research
Publisher_xml – name: American Association for Cancer Research
References Moss (2025030308263717400_bib6) 2005; 58
Resnick (2025030308263717400_bib20) 2009; 112
Yoshimoto (2025030308263717400_bib45) 2011; 130
Calin (2025030308263717400_bib11) 2006; 6
Stahlhut (2025030308263717400_bib15) 2013; 5
Agarwal (2025030308263717400_bib39) 2015; 4
Modugno (2025030308263717400_bib48) 2012; 19
Zhang (2025030308263717400_bib38) 2015; 70
Torre (2025030308263717400_bib1) 2018; 68
Backes (2025030308263717400_bib25) 2016; 20
Yokoi (2025030308263717400_bib23) 2017; 8
Leng (2025030308263717400_bib32) 2018; 11
Lloyd (2025030308263717400_bib34) 1982; 28
Harris (2025030308263717400_bib29) 2009; 42
Kehl (2025030308263717400_bib40) 2020; 48
Nakamura (2025030308263717400_bib21) 2016; 15
Akinwunmi (2025030308263717400_bib7) 2018; 27
Yokoi (2025030308263717400_bib51) 2018; 9
Zheng (2025030308263717400_bib22) 2013; 8
Nalichowski (2025030308263717400_bib28) 2006; 2006
Hu (2025030308263717400_bib44) 2015; 36
Taylor (2025030308263717400_bib19) 2008; 110
Maaten (2025030308263717400_bib33) 2008; 9
Hirose (2025030308263717400_bib2) 2018; 29
Boutin (2025030308263717400_bib27) 2016; 6
Elias (2025030308263717400_bib36) 2023; 14
Zhang (2025030308263717400_bib8) 2021; 1875
Buys (2025030308263717400_bib9) 2011; 305
Esquela-Kerscher (2025030308263717400_bib16) 2006; 6
Moi (2025030308263717400_bib46) 2019; 17
Rani (2025030308263717400_bib37) 2017
Singh (2025030308263717400_bib43) 2013; 34
Kyriakidis (2025030308263717400_bib49) 2016; 293
Tackett (2025030308263717400_bib31) 2017; 1654
Scholler (2025030308263717400_bib4) 2007; 1
Kumar (2025030308263717400_bib26) 2017; 146
Elias (2025030308263717400_bib24) 2017; 6
Aparicio-Puerta (2025030308263717400_bib50) 2023; 51
Kenemans (2025030308263717400_bib5) 1993; 49
Hossain (2025030308263717400_bib47) 2020; 25
Kolacinska (2025030308263717400_bib41) 2014; 33
Jacobs (2025030308263717400_bib10) 2016; 387
Harris (2025030308263717400_bib30) 2019; 95
Leivonen (2025030308263717400_bib42) 2009; 28
Weber (2025030308263717400_bib17) 2010; 56
Yoshida (2025030308263717400_bib12) 2020; 111
Meder (2025030308263717400_bib35) 2014; 60
Lu (2025030308263717400_bib13) 2005; 435
Kosaka (2025030308263717400_bib14) 2010; 101
Mitchell (2025030308263717400_bib18) 2008; 105
Srivastava (2025030308263717400_bib3) 2021; 23
References_xml – volume: 101
  start-page: 2087
  year: 2010
  ident: 2025030308263717400_bib14
  article-title: Circulating microRNA in body fluid: a new potential biomarker for cancer diagnosis and prognosis
  publication-title: Cancer Sci
  doi: 10.1111/j.1349-7006.2010.01650.x
– volume: 49
  start-page: 115
  year: 1993
  ident: 2025030308263717400_bib5
  article-title: CA 125 in gynecological pathology-a review
  publication-title: Eur J Obstet Gynecol Reprod Biol
  doi: 10.1016/0028-2243(93)90135-Y
– volume: 1
  start-page: 513
  year: 2007
  ident: 2025030308263717400_bib4
  article-title: CA125 in ovarian cancer
  publication-title: Biomark Med
  doi: 10.2217/17520363.1.4.513
– volume: 11
  start-page: 883
  year: 2018
  ident: 2025030308263717400_bib32
  article-title: A direct plasma miRNA assay for early detection and histological classification of lung cancer
  publication-title: Transl Oncol
  doi: 10.1016/j.tranon.2018.05.001
– volume: 1654
  start-page: 209
  year: 2017
  ident: 2025030308263717400_bib31
  article-title: Using FirePlex particle technology for multiplex MicroRNA profiling without RNA purification
  publication-title: Methods Mol Biol
  doi: 10.1007/978-1-4939-7231-9_14
– volume: 70
  start-page: 102
  year: 2015
  ident: 2025030308263717400_bib38
  article-title: Investigation of MicroRNA expression in human serum during the aging process
  publication-title: J Gerontol A Biol Sci Med Sci
  doi: 10.1093/gerona/glu145
– volume: 28
  start-page: 3926
  year: 2009
  ident: 2025030308263717400_bib42
  article-title: Protein lysate microarray analysis to identify microRNAs regulating estrogen receptor signaling in breast cancer cell lines
  publication-title: Oncogene
  doi: 10.1038/onc.2009.241
– volume: 60
  start-page: 1200
  year: 2014
  ident: 2025030308263717400_bib35
  article-title: Influence of the confounding factors age and sex on microRNA profiles from peripheral blood
  publication-title: Clin Chem
  doi: 10.1373/clinchem.2014.224238
– volume: 6
  start-page: 857
  year: 2006
  ident: 2025030308263717400_bib11
  article-title: MicroRNA signatures in human cancers
  publication-title: Nat Rev Cancer
  doi: 10.1038/nrc1997
– volume-title: MicroRNA Profiling: Methods and Protocols
  year: 2017
  ident: 2025030308263717400_bib37
  doi: 10.1007/978-1-4939-6524-3
– volume: 5
  start-page: 111
  year: 2013
  ident: 2025030308263717400_bib15
  article-title: MicroRNAs and the cancer phenotype: profiling, signatures and clinical implications
  publication-title: Genome Med
  doi: 10.1186/gm516
– volume: 130
  start-page: 331
  year: 2011
  ident: 2025030308263717400_bib45
  article-title: Distinct expressions of microRNAs that directly target estrogen receptor α in human breast cancer
  publication-title: Breast Cancer Res Treat
  doi: 10.1007/s10549-011-1672-2
– volume: 2006
  start-page: 1044
  year: 2006
  ident: 2025030308263717400_bib28
  article-title: Calculating the benefits of a research patient data repository
  publication-title: AMIA Annu Symp Proc
– volume: 20
  start-page: 509
  year: 2016
  ident: 2025030308263717400_bib25
  article-title: Specific miRNA disease biomarkers in blood, serum and plasma: challenges and prospects
  publication-title: Mol Diagn Ther
  doi: 10.1007/s40291-016-0221-4
– volume: 9
  start-page: 2579
  year: 2008
  ident: 2025030308263717400_bib33
  article-title: Visualizing data using t-SNE
  publication-title: J Machine Learn Res
– volume: 56
  start-page: 1733
  year: 2010
  ident: 2025030308263717400_bib17
  article-title: The MicroRNA spectrum in 12 body fluids
  publication-title: Clin Chem
  doi: 10.1373/clinchem.2010.147405
– volume: 112
  start-page: 55
  year: 2009
  ident: 2025030308263717400_bib20
  article-title: The detection of differentially expressed microRNAs from the serum of ovarian cancer patients using a novel real-time PCR platform
  publication-title: Gynecol Oncol
  doi: 10.1016/j.ygyno.2008.08.036
– volume: 1875
  start-page: 188503
  year: 2021
  ident: 2025030308263717400_bib8
  article-title: Roles of CA125 in diagnosis, prediction, and oncogenesis of ovarian cancer
  publication-title: Biochim Biophys Acta Rev Cancer
  doi: 10.1016/j.bbcan.2021.188503
– volume: 23
  start-page: 1967
  year: 2021
  ident: 2025030308263717400_bib3
  article-title: Review of biomarker systems as an alternative for early diagnosis of ovarian carcinoma
  publication-title: Clin Transl Oncol
  doi: 10.1007/s12094-021-02604-x
– volume: 17
  start-page: 334
  year: 2019
  ident: 2025030308263717400_bib46
  article-title: Differential expression of the miR-17-92 cluster and miR-17 family in breast cancer according to tumor type; results from the Norwegian Women and Cancer (NOWAC) study
  publication-title: J Transl Med
  doi: 10.1186/s12967-019-2086-x
– volume: 293
  start-page: 1161
  year: 2016
  ident: 2025030308263717400_bib49
  article-title: Estrogen receptor beta and ovarian cancer: a key to pathogenesis and response to therapy
  publication-title: Arch Gynecol Obstet
  doi: 10.1007/s00404-016-4027-8
– volume: 6
  start-page: 259
  year: 2006
  ident: 2025030308263717400_bib16
  article-title: Oncomirs—microRNAs with a role in cancer
  publication-title: Nat Rev Cancer
  doi: 10.1038/nrc1840
– volume: 95
  start-page: 103208
  year: 2019
  ident: 2025030308263717400_bib30
  article-title: The REDCap consortium: building an international community of software platform partners
  publication-title: J Biomed Inform
  doi: 10.1016/j.jbi.2019.103208
– volume: 33
  start-page: 624
  year: 2014
  ident: 2025030308263717400_bib41
  article-title: Association of microRNA-93, 190, 200b and receptor status in core biopsies from stage III breast cancer patients
  publication-title: DNA Cell Biol
  doi: 10.1089/dna.2014.2419
– volume: 6
  start-page: 17
  year: 2016
  ident: 2025030308263717400_bib27
  article-title: Implementation of electronic consent at a Biobank: an opportunity for precision medicine research
  publication-title: J Pers Med
  doi: 10.3390/jpm6020017
– volume: 105
  start-page: 10513
  year: 2008
  ident: 2025030308263717400_bib18
  article-title: Circulating microRNAs as stable blood-based markers for cancer detection
  publication-title: Proc Natl Acad Sci U S A
  doi: 10.1073/pnas.0804549105
– volume: 27
  start-page: 1483
  year: 2018
  ident: 2025030308263717400_bib7
  article-title: Chronic medical conditions and CA125 levels among women without ovarian cancer
  publication-title: Cancer Epidemiol Biomarkers Prev
  doi: 10.1158/1055-9965.EPI-18-0203
– volume: 51
  start-page: W319
  year: 2023
  ident: 2025030308263717400_bib50
  article-title: miEAA 2023: updates, new functional microRNA sets and improved enrichment visualizations
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkad392
– volume: 58
  start-page: 308
  year: 2005
  ident: 2025030308263717400_bib6
  article-title: The role of CA125 in clinical practice
  publication-title: J Clin Pathol
  doi: 10.1136/jcp.2004.018077
– volume: 4
  start-page: e05005
  year: 2015
  ident: 2025030308263717400_bib39
  article-title: Predicting effective microRNA target sites in mammalian mRNAs
  publication-title: eLife
  doi: 10.7554/eLife.05005
– volume: 48
  start-page: D142
  year: 2020
  ident: 2025030308263717400_bib40
  article-title: miRPathDB 2.0: a novel release of the miRNA Pathway Dictionary Database
  publication-title: Nucleic Acids Res
  doi: 10.1093/nar/gkz1022
– volume: 435
  start-page: 834
  year: 2005
  ident: 2025030308263717400_bib13
  article-title: MicroRNA expression profiles classify human cancers
  publication-title: Nature
  doi: 10.1038/nature03702
– volume: 8
  start-page: e77853
  year: 2013
  ident: 2025030308263717400_bib22
  article-title: Plasma miRNAs as diagnostic and prognostic biomarkers for ovarian cancer
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0077853
– volume: 9
  start-page: 4319
  year: 2018
  ident: 2025030308263717400_bib51
  article-title: Integrated extracellular microRNA profiling for ovarian cancer screening
  publication-title: Nat Commun
  doi: 10.1038/s41467-018-06434-4
– volume: 8
  start-page: 89811
  year: 2017
  ident: 2025030308263717400_bib23
  article-title: A combination of circulating miRNAs for the early detection of ovarian cancer
  publication-title: Oncotarget
  doi: 10.18632/oncotarget.20688
– volume: 19
  start-page: R255
  year: 2012
  ident: 2025030308263717400_bib48
  article-title: Hormone response in ovarian cancer: time to reconsider as a clinical target?
  publication-title: Endocr Relat Cancer
  doi: 10.1530/ERC-12-0175
– volume: 15
  start-page: 48
  year: 2016
  ident: 2025030308263717400_bib21
  article-title: Clinical relevance of circulating cell-free microRNAs in ovarian cancer
  publication-title: Mol Cancer
  doi: 10.1186/s12943-016-0536-0
– volume: 42
  start-page: 377
  year: 2009
  ident: 2025030308263717400_bib29
  article-title: Research electronic data capture (REDCap)-a metadata-driven methodology and workflow process for providing translational research informatics support
  publication-title: J Biomed Inform
  doi: 10.1016/j.jbi.2008.08.010
– volume: 14
  start-page: 3350
  year: 2023
  ident: 2025030308263717400_bib36
  article-title: Identification of BRCA1/2 mutation female carriers using circulating microRNA profiles
  publication-title: Nat Commun
  doi: 10.1038/s41467-023-38925-4
– volume: 68
  start-page: 284
  year: 2018
  ident: 2025030308263717400_bib1
  article-title: Ovarian cancer statistics
  publication-title: CA Cancer J Clin
  doi: 10.3322/caac.21456
– volume: 110
  start-page: 13
  year: 2008
  ident: 2025030308263717400_bib19
  article-title: MicroRNA signatures of tumor-derived exosomes as diagnostic biomarkers of ovarian cancer
  publication-title: Gynecol Oncol
  doi: 10.1016/j.ygyno.2008.04.033
– volume: 305
  start-page: 2295
  year: 2011
  ident: 2025030308263717400_bib9
  article-title: Effect of screening on ovarian cancer mortality: the prostate, lung, colorectal and ovarian (PLCO) cancer screening randomized controlled trial
  publication-title: JAMA
  doi: 10.1001/jama.2011.766
– volume: 6
  start-page: e28932
  year: 2017
  ident: 2025030308263717400_bib24
  article-title: Diagnostic potential for a serum miRNA neural network for detection of ovarian cancer
  publication-title: eLife
  doi: 10.7554/eLife.28932
– volume: 387
  start-page: 945
  year: 2016
  ident: 2025030308263717400_bib10
  article-title: Ovarian cancer screening and mortality in the UK Collaborative Trial of Ovarian Cancer Screening (UKCTOCS): a randomised controlled trial
  publication-title: Lancet
  doi: 10.1016/S0140-6736(15)01224-6
– volume: 25
  start-page: 100224
  year: 2020
  ident: 2025030308263717400_bib47
  article-title: Differential expression, function and prognostic value of miR-17-92 cluster in ER-positive and triple-negative breast cancer
  publication-title: Cancer Treat Res Commun
  doi: 10.1016/j.ctarc.2020.100224
– volume: 29
  start-page: e37
  year: 2018
  ident: 2025030308263717400_bib2
  article-title: Retrospective analysis of sites of recurrence in stage I epithelial ovarian cancer
  publication-title: J Gynecol Oncol
  doi: 10.3802/jgo.2018.29.e37
– volume: 36
  start-page: 251
  year: 2015
  ident: 2025030308263717400_bib44
  article-title: Identification of microRNA-93 as a functional dysregulated miRNA in triple-negative breast cancer
  publication-title: Tumor Biol
  doi: 10.1007/s13277-014-2611-8
– volume: 146
  start-page: 47
  year: 2017
  ident: 2025030308263717400_bib26
  article-title: MicroRNAs as peripheral biomarkers in aging and age-related diseases
  publication-title: Prog Mol Biol Transl Sci
  doi: 10.1016/bs.pmbts.2016.12.013
– volume: 28
  start-page: 129
  year: 1982
  ident: 2025030308263717400_bib34
  article-title: Least squares quantization in PCM
  publication-title: IEEE Trans Inf Theor
  doi: 10.1109/TIT.1982.1056489
– volume: 111
  start-page: 3435
  year: 2020
  ident: 2025030308263717400_bib12
  article-title: The clinical impact of intra- and extracellular miRNAs in ovarian cancer
  publication-title: Cancer Sci
  doi: 10.1111/cas.14599
– volume: 34
  start-page: 1165
  year: 2013
  ident: 2025030308263717400_bib43
  article-title: MicroRNA-93 regulates NRF2 expression and is associated with breast carcinogenesis
  publication-title: Carcinogenesis
  doi: 10.1093/carcin/bgt026
SSID ssj0007955
Score 2.4684641
Snippet Serum miRNAs are potential biomarkers for ovarian cancer; however, many factors may influence miRNA expression. To understand potential confounders in miRNA...
SourceID unpaywall
pubmedcentral
proquest
pubmed
crossref
SourceType Open Access Repository
Aggregation Database
Index Database
StartPage 385
SubjectTerms Adult
Aged
Biomarkers
Biomarkers, Tumor - blood
Biomarkers, Tumor - genetics
Female
Gynecological Cancers
Humans
MicroRNAs - blood
Middle Aged
Ovarian Neoplasms - blood
Ovarian Neoplasms - epidemiology
Ovarian Neoplasms - genetics
Risk Factors
Title Effects of Clinical Covariates on Serum miRNA Expression among Women without Ovarian Cancer
URI https://www.ncbi.nlm.nih.gov/pubmed/38780899
https://www.proquest.com/docview/3059257794
https://pubmed.ncbi.nlm.nih.gov/PMC11873719
https://doi.org/10.1158/1055-9965.epi-23-1355
UnpaywallVersion publishedVersion
Volume 34
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAFT
  databaseName: Open Access Digital Library
  customDbUrl:
  eissn: 1538-7755
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0007955
  issn: 1055-9965
  databaseCode: KQ8
  dateStart: 19911101
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3db9MwED-xTgJeGN-UjclIvLpLYjuxH6uq0wCtDLRJQzxEtmNrFZ0zbQlff_3sxK1WJhA8x7bOPvvu59z5dwBvZCa9VxQ5zq2hOAB2LCohsSgqokNFSNsxMR3O8oMT-u6UncbH6uEtzM34fcr4XqjfiD0mZ946z3FGcOod5AZs5sxD7wFsnsyOxp-7iGZs1_Ojco8aGYsvdv44zrovugUwb-dJ3mvdhfz5XS4WN5zQ_hbMluL3uSdfR22jRvrXb8yO_zy_h_AgwlE07vfPI7hj3GO4exgD7k_gS89ufIVqiyKF6AJN6m_-hh1AKqod8tamPUfn80-zMZr-iHm1DnVVjFBXIBOFn71126APXT-HJmGrXT6F4_3p8eQAx3oMWJM8aXAmVKGIoVZSViVEU8u0FyLROjW54lYYr_dUc0tobrS0qlKUacESxU1hC_IMBq525gUgJSUVklIZLkSJZaowmZRWC2vyKrNmCKOlYsqLnnWj7G4rjJdhxcqwYuX06G2ZkTKs2BBeL9VX-vMRgh7Smbq9Kr09E94sebMzhOe9OldDEl7wEPYcAl9T9KpB4N5e_-LmZx0Hd6jSTorUd91b7Ym_iOqVuxT15X_32Ib7Wag6HDLfyA4MmsvWvPJQqFG7sPH-I9-Nx-Aad58BWg
linkProvider Unpaywall
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1Lb9wgEB61G6ntpe_H9iUq9crGNmDDcbXaKK2UbVQlUqoeEGBQVt3gKLH7-vUFm11lG7VqzwY0MDDz4Rm-AXirChW8oihx6SzFEbBjUQuFRVUTEytCup6J6WBR7h_T9yfsJD1Wj29hrsbvc8Z3Y_1GHDA5C9Z5iQuC8-Agb8JOyQL0HsHO8eJw-qmPaKZ2Az8qD6iRsfRi54_jbPuiawDzep7k7c6fqx_f1Gp1xQnt3YPFWvwh9-TLpGv1xPz8jdnxn-d3H-4mOIqmw_55ADesfwi3DlLA_RF8HtiNL1HjUKIQXaFZ8zXcsCNIRY1Hwdp0Z-hs-XExRfPvKa_Wo76KEeoLZKL4s7fpWvSh7-fRLG61i8dwtDc_mu3jVI8BG1JmLS6ErjSx1CnK6owY6pgJQmTG5LbU3Akb9J4b7ggtrVFO15oyI1imua1cRZ7AyDfePgOklaJCUarihShzTFe2UMoZ4WxZF86OYbJWjDwfWDdkf1thXMYVk3HF5PzwnSyIjCs2hjdr9clwPmLQQ3nbdJcy2DMRzFIwO2N4OqhzMyThFY9hzzHwLUVvGkTu7e0vfnnac3DHKu2kykPX3c2e-IuoQblrUZ__d48XcKeIVYdj5ht5CaP2orOvAhRq9et0AH4BdT4AZQ
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=Effects+of+Clinical+Covariates+on+Serum+miRNA+Expression+among+Women+without+Ovarian+Cancer&rft.jtitle=Cancer+epidemiology%2C+biomarkers+%26+prevention&rft.au=Wollborn%2C+Laura&rft.au=Webber%2C+James+W.&rft.au=Alimena%2C+Stephanie&rft.au=Mishra%2C+Sudhanshu&rft.date=2025-03-03&rft.pub=American+Association+for+Cancer+Research&rft.issn=1055-9965&rft.eissn=1538-7755&rft.volume=34&rft.issue=3&rft.spage=385&rft.epage=393&rft_id=info:doi/10.1158%2F1055-9965.EPI-23-1355&rft_id=info%3Apmid%2F38780899&rft.externalDocID=PMC11873719
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1055-9965&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1055-9965&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1055-9965&client=summon