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Cho HY, Lee JE, Park KH, Choi BY, Lee MJ, Jeong DE, Shin S. Identification and characterization of plasma proteins associated with intra-amniotic inflammation and/or infection in women with preterm labor. Sci Rep 2024; 14:14654. [PMID: 38918423 PMCID: PMC11199617 DOI: 10.1038/s41598-024-65616-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Accepted: 06/21/2024] [Indexed: 06/27/2024] Open
Abstract
This study aimed to identify plasma proteins that could serve as potential biomarkers for microbial invasion of the amniotic cavity (MIAC) or intra-amniotic inflammation (IAI) in women with preterm labor (PTL). A retrospective cohort comprised singleton pregnant women with PTL (24-34 weeks) who underwent amniocentesis. Pooled plasma samples were analyzed by label-free liquid chromatography-tandem mass spectrometry for proteome profiling in a nested case-control study (concomitant MIAC/IAI cases vs. non-MIAC/IAI controls [n = 10 per group]). Eight target proteins associated with MIAC/IAI were further verified by immunoassays in a large cohort (n = 230). Shotgun proteomic analysis revealed 133 differentially expressed proteins (fold change > 1.5, P < 0.05) in the plasma of MIAC/IAI cases. Further quantification confirmed that the levels of AFP were higher and those of kallistatin and TGFBI were lower in the plasma of women with MIAC and that the levels of kallistatin and TGFBI were lower in the plasma of women with IAI than in those without these conditions. The area under the curves of plasma AFP, kallistatin, and TGFBI ranged within 0.67-0.81 with respect to each endpoint. In summary, plasma AFP, kallistatin, and TGFBI may represent valuable non-invasive biomarkers for predicting MIAC or IAI in women with PTL.
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Affiliation(s)
- Hee Young Cho
- Department of Obstetrics and Gynecology, Seoul National University College of Medicine, Seoul National University Hospital, Seoul, Korea
| | - Ji Eun Lee
- Chemical & Biological Integrative Research Center, Biomedical Research Division, Korea Institute of Science and Technology, Seoul, 02792, Korea
| | - Kyo Hoon Park
- Department of Obstetrics and Gynecology, Seoul National University College of Medicine, Seoul National University Bundang Hospital, 82, Gumi-Ro 173 Beon-Gil, Bundang-Gu, Seongnam, 463-707, Korea.
| | - Bo Young Choi
- Department of Obstetrics and Gynecology, Seoul National University College of Medicine, Seoul National University Bundang Hospital, 82, Gumi-Ro 173 Beon-Gil, Bundang-Gu, Seongnam, 463-707, Korea
| | - Min Jung Lee
- Department of Obstetrics and Gynecology, Seoul National University College of Medicine, Seoul National University Bundang Hospital, 82, Gumi-Ro 173 Beon-Gil, Bundang-Gu, Seongnam, 463-707, Korea
| | - Da Eun Jeong
- Department of Obstetrics and Gynecology, Seoul National University College of Medicine, Seoul National University Bundang Hospital, 82, Gumi-Ro 173 Beon-Gil, Bundang-Gu, Seongnam, 463-707, Korea
| | - Sue Shin
- Department of Laboratory Medicine, Seoul National University College of Medicine, Seoul National University Boramae Hospital, Seoul, Korea
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Li A, Zhang L, Liu Q, Fang Z, Sun Y, Li S, Peng Y, Zhang M, Wang X. Proteomic analysis of amniotic fluid to identify potential targets predicting preterm delivery. BIOCHIMICA ET BIOPHYSICA ACTA. PROTEINS AND PROTEOMICS 2023; 1871:140879. [PMID: 36396099 DOI: 10.1016/j.bbapap.2022.140879] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Revised: 11/04/2022] [Accepted: 11/11/2022] [Indexed: 11/16/2022]
Abstract
Preterm delivery is a common complication of pregnancy which leads to significant neonatal mortality and morbidity. Identifying predictive markers linked to spontaneous preterm delivery (SPTD) is important for effective treatment and prevention of PTD. To explore potential biomarkers related to SPTD, we performed proteomics analysis in amniotic fluid (AF). In total, we enrolled 30 pregnant women with singleton gestation who underwent clinically indicated amniocentesis at 15-24 weeks of gestation. LC-MS analysis was used to analyze the AF samples of 10 women with SPTD < 34 weeks after cervix cerclage (Preterm group), 10 women with term delivery (TD) ≥ 34 weeks after cervix cerclage (Term group), and 10 women who delivered at term (Normal group). ELISA validation was performed for candidate proteins in a second independent cohort. As a result, we identified 44 differentially expressed proteins (DEPs, P < 0.05) via proteomic analysis, and based on that, 9 primary pathways were also determined in SPTD. Results of the ELISA assay confirmed that the increased concentration of Serpin A1, decreased concentrations of Renin and IGFBP4 were significantly associated with SPTD at ≤34 weeks.
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Affiliation(s)
- Anna Li
- Key Laboratory of Birth Regulation and Control Technology of National Health Commission of China, Maternal and child health care hospital of Shandong province, Jinan 250014, Shandong, China
| | - Lin Zhang
- Key Laboratory of Birth Regulation and Control Technology of National Health Commission of China, Maternal and child health care hospital of Shandong province, Jinan 250014, Shandong, China
| | - Qunying Liu
- Key Laboratory of Birth Regulation and Control Technology of National Health Commission of China, Maternal and child health care hospital of Shandong province, Jinan 250014, Shandong, China
| | - Zhenya Fang
- Key Laboratory of Birth Regulation and Control Technology of National Health Commission of China, Maternal and child health care hospital of Shandong province, Jinan 250014, Shandong, China
| | - Yaqiong Sun
- Key Laboratory of Birth Regulation and Control Technology of National Health Commission of China, Maternal and child health care hospital of Shandong province, Jinan 250014, Shandong, China
| | - Shuxian Li
- Key Laboratory of Birth Regulation and Control Technology of National Health Commission of China, Maternal and child health care hospital of Shandong province, Jinan 250014, Shandong, China
| | - Yanjie Peng
- Key Laboratory of Birth Regulation and Control Technology of National Health Commission of China, Maternal and child health care hospital of Shandong province, Jinan 250014, Shandong, China
| | - Meihua Zhang
- Key Laboratory of Birth Regulation and Control Technology of National Health Commission of China, Maternal and child health care hospital of Shandong province, Jinan 250014, Shandong, China.
| | - Xietong Wang
- Key Laboratory of Birth Regulation and Control Technology of National Health Commission of China, Maternal and child health care hospital of Shandong province, Jinan 250014, Shandong, China; Department of Obstetrics and Gynecology, Provincial Hospital Affiliated to Shandong First Medical University, Jinan 250021, China.
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Li Q, Li C, Jin H. Efficacy of allylestrenol combined with ritodrine on threatened premature labor and its influence on inflammatory factors in peripheral blood. Exp Ther Med 2019; 19:907-912. [PMID: 32010251 PMCID: PMC6966111 DOI: 10.3892/etm.2019.8273] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2019] [Accepted: 11/11/2019] [Indexed: 12/01/2022] Open
Abstract
Efficacy of allylestrenol combined with ritodrine on threatened premature labor (TPTL) and its influence on inflammatory factors in peripheral blood were investigated. A total of 206 cases of TPTL patients from 2014 to 2016 were collected in Zhongshan Hospital Affiliated to Fudan University, and 106 cases were treated with allylestrenol combined with ritodrine as a research group and 100 cases were treated with allylestrenol combined with magnesium sulfate as a control group. General information of patients was collected, and changes in the expression levels of IL-17, IL-10 and IL-6 were detected by enzyme-linked immunosorbent assay. Prolonged pregnancy time, success rate of fetal protection and average delivery time of patients were recorded. The adverse pregnancy conditions were compared, including the Apgar score of newborns, birth weight and adverse conditions, and postpartum hemorrhage volume and postpartum hospital stays in the two groups were recorded. Prolonged pregnancy time, success rate of fetal protection and average delivery time in the research group were significantly higher than those in the control group (P<0.05). After treatment, the levels of IL-17, IL-10 and IL-6 in serum of the two groups were significantly lower than those before treatment (P<0.05), and were significantly lower in the research group than in the control group (P<0.05). The average neonatal weight and Apgar score in the research group were significantly better than those in the control group (P<0.05). Postpartum hemorrhage, postpartum hospital stays and incidence rate of toxic side effects, neonatal death, malformation and asphyxia in the research group were significantly lower than those in the control group (P<0.05). Allylestrenol combined with ritodrine can significantly reduce the expression levels of IL-17, IL-10 and IL-6 in TPTL, reduce adverse pregnancy conditions, prolong gestational weeks, and has higher safety and better application value.
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Affiliation(s)
- Qing Li
- Department of Obstetrics, Qingpu Branch of Zhongshan Hospital Affiliated to Fudan University, Shanghai 201700, P.R. China
| | - Chunhua Li
- Department of Obstetrics, Qingpu Branch of Zhongshan Hospital Affiliated to Fudan University, Shanghai 201700, P.R. China
| | - Hongmei Jin
- Department of Obstetrics, Qingpu Branch of Zhongshan Hospital Affiliated to Fudan University, Shanghai 201700, P.R. China
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Eidem HR, Steenwyk JL, Wisecaver JH, Capra JA, Abbot P, Rokas A. integRATE: a desirability-based data integration framework for the prioritization of candidate genes across heterogeneous omics and its application to preterm birth. BMC Med Genomics 2018; 11:107. [PMID: 30453955 PMCID: PMC6245874 DOI: 10.1186/s12920-018-0426-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2018] [Accepted: 11/07/2018] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND The integration of high-quality, genome-wide analyses offers a robust approach to elucidating genetic factors involved in complex human diseases. Even though several methods exist to integrate heterogeneous omics data, most biologists still manually select candidate genes by examining the intersection of lists of candidates stemming from analyses of different types of omics data that have been generated by imposing hard (strict) thresholds on quantitative variables, such as P-values and fold changes, increasing the chance of missing potentially important candidates. METHODS To better facilitate the unbiased integration of heterogeneous omics data collected from diverse platforms and samples, we propose a desirability function framework for identifying candidate genes with strong evidence across data types as targets for follow-up functional analysis. Our approach is targeted towards disease systems with sparse, heterogeneous omics data, so we tested it on one such pathology: spontaneous preterm birth (sPTB). RESULTS We developed the software integRATE, which uses desirability functions to rank genes both within and across studies, identifying well-supported candidate genes according to the cumulative weight of biological evidence rather than based on imposition of hard thresholds of key variables. Integrating 10 sPTB omics studies identified both genes in pathways previously suspected to be involved in sPTB as well as novel genes never before linked to this syndrome. integRATE is available as an R package on GitHub ( https://github.com/haleyeidem/integRATE ). CONCLUSIONS Desirability-based data integration is a solution most applicable in biological research areas where omics data is especially heterogeneous and sparse, allowing for the prioritization of candidate genes that can be used to inform more targeted downstream functional analyses.
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Affiliation(s)
- Haley R. Eidem
- Department of Biological Sciences, Vanderbilt University, Nashville, TN USA
| | - Jacob L. Steenwyk
- Department of Biological Sciences, Vanderbilt University, Nashville, TN USA
| | - Jennifer H. Wisecaver
- Department of Biological Sciences, Vanderbilt University, Nashville, TN USA
- Department of Biochemistry, Purdue University, West Lafayette, IN USA
| | - John A. Capra
- Department of Biological Sciences, Vanderbilt University, Nashville, TN USA
- Department of Biomedical Informatics, Vanderbilt University, Nashville, TN USA
- Vanderbilt Genetics Institute, Vanderbilt University, Nashville, TN USA
| | - Patrick Abbot
- Department of Biological Sciences, Vanderbilt University, Nashville, TN USA
| | - Antonis Rokas
- Department of Biological Sciences, Vanderbilt University, Nashville, TN USA
- Department of Biomedical Informatics, Vanderbilt University, Nashville, TN USA
- Vanderbilt Genetics Institute, Vanderbilt University, Nashville, TN USA
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Anjo SI, Santa C, Manadas B. SWATH-MS as a tool for biomarker discovery: From basic research to clinical applications. Proteomics 2017; 17. [DOI: 10.1002/pmic.201600278] [Citation(s) in RCA: 102] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2016] [Revised: 01/05/2017] [Accepted: 01/23/2017] [Indexed: 12/16/2022]
Affiliation(s)
- Sandra Isabel Anjo
- CNC - Center for Neuroscience and Cell Biology; University of Coimbra; Coimbra Portugal
- Faculty of Sciences and Technology; University of Coimbra; Coimbra Portugal
| | - Cátia Santa
- CNC - Center for Neuroscience and Cell Biology; University of Coimbra; Coimbra Portugal
- Institute for Interdisciplinary Research (III); University of Coimbra; Coimbra Portugal
| | - Bruno Manadas
- CNC - Center for Neuroscience and Cell Biology; University of Coimbra; Coimbra Portugal
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Cetinkaya S, Ozaksit G, Biberoglu EH, Oskovi A, Kirbas A. The value of acute phase reactants in predicting preterm delivery. J Matern Fetal Neonatal Med 2017; 30:3004-3008. [PMID: 27936992 DOI: 10.1080/14767058.2016.1271409] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
OBJECTIVE We aimed to determine the potential value of maternal serum levels of acute phase reactants in the prediction of preterm delivery in women with threatened preterm labor (TPL). METHODS Ninety-one pregnant women diagnosed with TPL and 83 healthy pregnant women as a control group were included in this prospective controlled study. All the pregnant women were followed until delivery and obstetric data and the serum levels of acute phase reactants were recorded for each participant. The study group was further divided into two groups according to the gestational age at delivery, which include women delivering prematurely and the ones who gave birth at term. RESULTS Serum albumin levels were significantly lower and mean serum ferritin levels were significantly higher in the study groups when compared the control group. CONCLUSION Although an association between decreased serum albumin level and TPL, also between increased serum ferritin levels and preterm birth and low birth weight were demonstrated, more extensive studies are needed to clarify the potential use of the acute phase reactants in the prediction of preterm birth.
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Affiliation(s)
- Salih Cetinkaya
- a Zekai Tahir Burak Women's Health Education and Research Hospital , Ankara , Turkey
| | - Gulnur Ozaksit
- a Zekai Tahir Burak Women's Health Education and Research Hospital , Ankara , Turkey
| | - Ebru Hacer Biberoglu
- a Zekai Tahir Burak Women's Health Education and Research Hospital , Ankara , Turkey
| | - Asli Oskovi
- a Zekai Tahir Burak Women's Health Education and Research Hospital , Ankara , Turkey
| | - Ayse Kirbas
- a Zekai Tahir Burak Women's Health Education and Research Hospital , Ankara , Turkey
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Heng YJ, Pennell CE, McDonald SW, Vinturache AE, Xu J, Lee MWF, Briollais L, Lyon AW, Slater DM, Bocking AD, de Koning L, Olson DM, Dolan SM, Tough SC, Lye SJ. Maternal Whole Blood Gene Expression at 18 and 28 Weeks of Gestation Associated with Spontaneous Preterm Birth in Asymptomatic Women. PLoS One 2016; 11:e0155191. [PMID: 27333071 PMCID: PMC4917227 DOI: 10.1371/journal.pone.0155191] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2016] [Accepted: 04/25/2016] [Indexed: 01/08/2023] Open
Abstract
The heterogeneity of spontaneous preterm birth (SPTB) requires an interdisciplinary approach to determine potential predictive risk factors of early delivery. The aim of this study was to investigate maternal whole blood gene expression profiles associated with spontaneous preterm birth (SPTB, <37 weeks) in asymptomatic pregnant women. The study population was a matched subgroup of women (51 SPTBs, 114 term delivery controls) who participated in the All Our Babies community based cohort in Calgary (n = 1878). Maternal blood at 17–23 (sampling time point 1, T1) and 27–33 weeks of gestation (T2) were collected. Total RNA was extracted and microarray was performed on 326 samples (165 women). Univariate analyses determined significant clinical factors and differential gene expression associated with SPTB. Thirteen genes were validated using qRT-PCR. Three multivariate logistic models were constructed to identify gene expression at T1 (Model A), T2 (Model B), and gene expression fold change from T1 to T2 (Model C) associated with SPTB. All models were adjusted for clinical factors. Model C can predict SPTB with 65% sensitivity and 88% specificity in asymptomatic women after adjusting for history of abortion and anaemia (occurring before T2). Clinical data enhanced the sensitivity of the Models to predict SPTB. In conclusion, clinical factors and whole blood gene expression are associated with SPTB in asymptomatic women. An effective screening tool for SPTB during pregnancy would enable targeted preventive approaches and personalised antenatal care.
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Affiliation(s)
- Yujing J. Heng
- Departments of Obstetrics & Gynaecology and Physiology, University of Toronto, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada
- Department of Pathology, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, MA, United States of America
- * E-mail:
| | - Craig E. Pennell
- School of Women's and Infants' Health, The University of Western Australia, Crawley, WA, Australia
| | - Sheila W. McDonald
- Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Angela E. Vinturache
- Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Departments of Obstetrics & Gynaecology and Physiology & Pharmacology, Cumming School of Medicine, University of Calgary, AB, Canada
| | - Jingxiong Xu
- Departments of Obstetrics & Gynaecology and Physiology, University of Toronto, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada
- Dalla Lana School of Public Health, University of Toronto, ON, Canada
| | - Mary W. F. Lee
- Departments of Obstetrics & Gynaecology and Physiology, University of Toronto, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada
| | - Laurent Briollais
- Departments of Obstetrics & Gynaecology and Physiology, University of Toronto, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada
- Dalla Lana School of Public Health, University of Toronto, ON, Canada
| | - Andrew W. Lyon
- Department of Pathology and Lab Medicine, University of Saskatchewan, St Paul’s Hospital, Saskatoon Health Region, Saskatoon, SK, Canada
| | - Donna M. Slater
- Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Departments of Obstetrics & Gynaecology and Physiology & Pharmacology, Cumming School of Medicine, University of Calgary, AB, Canada
| | - Alan D. Bocking
- Departments of Obstetrics & Gynaecology and Physiology, University of Toronto, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada
| | - Lawrence de Koning
- Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Calgary Laboratory Services, Calgary, AB, Canada
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - David M. Olson
- Departments of Obstetrics & Gynecology, Physiology and Pediatrics, University of Alberta, Edmonton, AB, Canada
| | - Siobhan M. Dolan
- Department of Obstetrics & Gynecology and Women's Health (Reproductive Genetics), Albert Einstein College of Medicine, Bronx, NY, United States of America
| | - Suzanne C. Tough
- Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Stephen J. Lye
- Departments of Obstetrics & Gynaecology and Physiology, University of Toronto, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada
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Heng YJ, Liong S, Permezel M, Rice GE, Di Quinzio MKW, Georgiou HM. Human cervicovaginal fluid biomarkers to predict term and preterm labor. Front Physiol 2015; 6:151. [PMID: 26029118 PMCID: PMC4429550 DOI: 10.3389/fphys.2015.00151] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2014] [Accepted: 04/27/2015] [Indexed: 01/06/2023] Open
Abstract
Preterm birth (PTB; birth before 37 completed weeks of gestation) remains the major cause of neonatal morbidity and mortality. The current generation of biomarkers predictive of PTB have limited utility. In pregnancy, the human cervicovaginal fluid (CVF) proteome is a reflection of the local biochemical milieu and is influenced by the physical changes occurring in the vagina, cervix and adjacent overlying fetal membranes. Term and preterm labor (PTL) share common pathways of cervical ripening, myometrial activation and fetal membranes rupture leading to birth. We therefore hypothesize that CVF biomarkers predictive of labor may be similar in both the term and preterm labor setting. In this review, we summarize some of the existing published literature as well as our team's breadth of work utilizing the CVF for the discovery and validation of putative CVF biomarkers predictive of human labor. Our team established an efficient method for collecting serial CVF samples for optimal 2-dimensional gel electrophoresis resolution and analysis. We first embarked on CVF biomarker discovery for the prediction of spontaneous onset of term labor using 2D-electrophoresis and solution array multiple analyte profiling. 2D-electrophoretic analyses were subsequently performed on CVF samples associated with PTB. Several proteins have been successfully validated and demonstrate that these biomarkers are associated with term and PTL and may be predictive of both term and PTL. In addition, the measurement of these putative biomarkers was found to be robust to the influences of vaginal microflora and/or semen. The future development of a multiple biomarker bed-side test would help improve the prediction of PTB and the clinical management of patients.
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Affiliation(s)
- Yujing J Heng
- Department of Pathology, Harvard Medical School and Beth Israel Deaconess Medical Center Boston, MA, USA
| | - Stella Liong
- Department of Obstetrics and Gynaecology, University of Melbourne Melbourne, VIC, Australia ; Mercy Perinatal Research Centre, Mercy Hospital for Women Heidelberg, VIC, Australia
| | - Michael Permezel
- Department of Obstetrics and Gynaecology, University of Melbourne Melbourne, VIC, Australia ; Mercy Perinatal Research Centre, Mercy Hospital for Women Heidelberg, VIC, Australia
| | - Gregory E Rice
- University of Queensland Centre for Clinical Research Herston, QLD, Australia
| | - Megan K W Di Quinzio
- Department of Obstetrics and Gynaecology, University of Melbourne Melbourne, VIC, Australia ; Mercy Perinatal Research Centre, Mercy Hospital for Women Heidelberg, VIC, Australia
| | - Harry M Georgiou
- Department of Obstetrics and Gynaecology, University of Melbourne Melbourne, VIC, Australia ; Mercy Perinatal Research Centre, Mercy Hospital for Women Heidelberg, VIC, Australia
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Halden RU, Hartmann EM, Denslow ND, Haynes PA, LaBaer J. Recent advances in proteomics applied to elucidate the role of environmental impacts on human health and organismal function. J Proteome Res 2015; 14:1-4. [PMID: 25751307 DOI: 10.1021/pr501224f] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Affiliation(s)
- Rolf U Halden
- Center for Environmental Security, Biodesign Institute, Arizona State University , 781 East Terrace Mall, Tempe, Arizona 85287, United States
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