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Alan M, Sorsa T, Meriç Kantar P, Raisanen IT, Gürlek Ö, Kanmaz B, Buduneli N. Active-Matrix Metalloproteinase-8, Myeloperoxidase in Relation With Periodontics, Preterm Birth. Oral Dis 2025; 31:1333-1341. [PMID: 39543825 DOI: 10.1111/odi.15202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2024] [Revised: 10/30/2024] [Accepted: 11/02/2024] [Indexed: 11/17/2024]
Abstract
OBJECTIVE To investigate serum, placental levels of active-matrix metalloproteinase-8 (aMMP-8), myeloperoxidase (MPO) in preterm-birth with/without pre-eclampsia and term counterparts in relation with clinical periodontal parameters. METHODS Clinical periodontal measurements were recorded. Serum and placenta samples were collected during 173 full-term (FT), pre-term (PT) or pre-term complicated by pre-eclampsia (PTPE) deliveries. aMMP-8 levels were measured by IFMA. MPO levels in the serum and placenta samples were determined by ELISA. Data were tested using non-parametric tests. RESULTS PTBE group exhibited higher full-mouth probing depth and clinical attachment loss values than the other two groups (p < 0.05). Percentages of sites with plaque and bleeding on probing were lower in the PTBE group than in the other groups (p < 0.05). Serum aMMP-8 and MPO concentrations were higher in PTPE group than in the other groups (p < 0.05). Placenta aMMP-8 level was higher in the control group than in the PTPE group (p < 0.05). There was no significant difference between the groups in the placenta MPO levels (p > 0.05). CONCLUSIONS Within the limits of this cross-sectional study, it may be suggested that serum aMMP-8 and MPO concentrations together with placenta aMMP-8 levels may be associated with and reflect adverse pregnancy outcomes. Clinical periodontal findings did not reveal significant associations with these proteolytic and oxidative biomarkers.
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Affiliation(s)
- Murat Alan
- Department of Obstetrics and Gynecology, Izmir Tepecik Training and Research Hospital, Izmir, Turkey
| | - Timo Sorsa
- Department of Oral and Maxillofacial Diseases, University of Helsinki, Helsinki, Finland
- Department of Oral Diseases, Karolinska Institutet, Huddinge, Sweden
| | - Pınar Meriç Kantar
- Faculty of Dentistry, Department of Periodontology, Ege University, İzmir, Turkey
| | - Ismo T Raisanen
- Department of Oral and Maxillofacial Diseases, University of Helsinki, Helsinki, Finland
| | - Önder Gürlek
- Faculty of Dentistry, Department of Periodontology, Ege University, İzmir, Turkey
| | - Burcu Kanmaz
- Faculty of Dentistry, Department of Periodontology, İzmir Demokrasi University, İzmir, Turkey
| | - Nurcan Buduneli
- Faculty of Dentistry, Department of Periodontology, Ege University, İzmir, Turkey
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Wang L, Di J, Wang Q, Zhang H, Zhao W, Shi X, Di Q, Ji JS, Liang W, Huang C. Heat exposure induced risks of preterm birth mediated by maternal hypertension. Nat Med 2024; 30:1974-1981. [PMID: 38750350 DOI: 10.1038/s41591-024-03002-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Accepted: 04/15/2024] [Indexed: 07/21/2024]
Abstract
Heat exposure is associated with an increased risk of preterm birth (PTB), with previous work suggesting that maternal blood pressure may play a role in these associations. Here we conducted a cohort study of 197,080 singleton live births across 8 provinces in China from 2015 to 2018. The study first estimated the associations between heat exposure, maternal hypertension and clinical subtypes of PTB, and then quantified the role of maternal hypertension in heat and PTB using mediation analyses. We show that heat exposure (>85th, 90th and 95th percentiles of local temperature distributions) spanning from conception to the 20th gestational week was associated with a 15-21% increase in PTB, and a 20-22% increase in medically indicated PTB. Heat exposure is likely to increase the risk of maternal hypertension and elevated blood pressure. Maternal hypertension mediated 15.7% and 33.9% of the effects of heat exposure (>90th percentile) on PTB and medically indicated PTB, respectively. Based on this large-population study, we found that exposure to heat in early pregnancy can increase the risk of maternal hypertension, thereby affecting the incidence of PTB.
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Affiliation(s)
- Liyun Wang
- School of Public Health, Sun Yat-sen University, Guangzhou, China
- Vanke School of Public Health, Tsinghua University, Beijing, China
| | - Jiangli Di
- National Center for Women and Children's Health, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Qiong Wang
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Huanhuan Zhang
- School of Public Health, Zhengzhou University, Zhengzhou, China
| | - Wei Zhao
- National Center for Women and Children's Health, Chinese Center for Disease Control and Prevention, Beijing, China.
| | - Xiaoming Shi
- National Institute of Environmental Health, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Qian Di
- Vanke School of Public Health, Tsinghua University, Beijing, China
| | - John S Ji
- Vanke School of Public Health, Tsinghua University, Beijing, China
| | - Wannian Liang
- Vanke School of Public Health, Tsinghua University, Beijing, China
- Institute of Healthy China, Tsinghua University, Beijing, China
| | - Cunrui Huang
- Vanke School of Public Health, Tsinghua University, Beijing, China.
- Institute of Healthy China, Tsinghua University, Beijing, China.
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Pax K, Buduneli N, Alan M, Meric P, Gurlek O, Dabdoub SM, Kumar PS. Placental TLR recognition of salivary and subgingival microbiota is associated with pregnancy complications. MICROBIOME 2024; 12:64. [PMID: 38532461 DOI: 10.1186/s40168-024-01761-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Accepted: 01/08/2024] [Indexed: 03/28/2024]
Abstract
BACKGROUND Pre-term birth, the leading cause of neonatal mortality, has been associated with maternal periodontal disease and the presence of oral pathogens in the placenta. However, the mechanisms that underpin this link are not known. This investigation aimed to identify the origins of placental microbiota and to interrogate the association between parturition complications and immune recognition of placental microbial motifs. Video Abstract METHODS: Saliva, plaque, serum, and placenta were collected during 130 full-term (FT), pre-term (PT), or pre-term complicated by pre-eclampsia (PTPE) deliveries and subjected to whole-genome shotgun sequencing. Real-time quantitative PCR was used to measure toll-like receptors (TLR) 1-10 expression in placental samples. Source tracking was employed to trace the origins of the placental microbiota. RESULTS We discovered 10,007 functionally annotated genes representing 420 taxa in the placenta that could not be attributed to contamination. Placental microbial composition was the biggest discriminator of pregnancy complications, outweighing hypertension, BMI, smoking, and maternal age. A machine-learning algorithm trained on this microbial dataset predicted PTPE and PT with error rates of 4.05% and 8.6% (taxonomy) and 6.21% and 7.38% (function). Logistic regression revealed 32% higher odds of parturition complication (95% CI 2.8%, 81%) for every IQR increase in the Shannon diversity index after adjusting for maternal smoking status, maternal age, and gravida. We also discovered distinct expression patterns of TLRs that detect RNA- and DNA-containing antigens in the three groups, with significant upregulation of TLR9, and concomitant downregulation of TLR7 in PTPE and PT groups, and dense correlation networks between microbial genes and these TLRs. 70-82% of placental microbiota were traced to serum and thence to the salivary and subgingival microbiomes. The oral and serum microbiomes of PTPE and PT groups displayed significant enrichment of genes encoding iron transport, exosome, adhesion, quorum sensing, lipopolysaccharide, biofilm, and steroid degradation. CONCLUSIONS Within the limits of cross-sectional analysis, we find evidence to suggest that oral bacteria might translocate to the placenta via serum and trigger immune signaling pathways capable of inducing placental vascular pathology. This might explain, in part, the higher incidence of obstetric syndromes in women with periodontal disease.
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Affiliation(s)
- Kazune Pax
- Division of Oral Biosciences, College of Dentistry, The Ohio State University, Columbus, OH, 43210, USA
| | - Nurcan Buduneli
- Faculty of Clinical Sciences, Department of Periodontology, Ege University, İzmir, Turkey
| | - Murat Alan
- Department of Obstetrics and Gynecology, Izmir Tepecik Training and Research Hospital, Tepecik, 35120, Izmir, Türkiye
| | - Pinar Meric
- Faculty of Clinical Sciences, Department of Periodontology, Ege University, İzmir, Turkey
| | - Onder Gurlek
- Faculty of Clinical Sciences, Department of Periodontology, Ege University, İzmir, Turkey
| | - Shareef M Dabdoub
- Department of Periodontics, Division of Biostatistics and Computational Biology, The University of Iowa School of Dentistry, Iowa City, IA, 52242-1010, USA
| | - Purnima S Kumar
- Department of Periodontics and Oral Medicine, School of Dentistry, University of Michigan, Ann Arbor, MI, 48109, USA.
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Hoban R, Nir H, Somerset E, Lewis J, Unger S, O’Connor DL. Inflammatory Markers in Mother's Own Milk and Infant Stool of Very Low Birthweight Infants. J Hum Lact 2023; 39:656-665. [PMID: 37653641 PMCID: PMC10580668 DOI: 10.1177/08903344231192441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Accepted: 07/16/2023] [Indexed: 09/02/2023]
Abstract
BACKGROUND Mother's breastmilk is the gold standard for feeding preterm infants. Preterm delivery may be precipitated by inflammatory maternal states, but little is known about milk cytokine profiles and how they correlate with markers of infant gut inflammation (i.e., stool calprotectin) in this vulnerable population. RESEARCH AIM To assess cytokines and inflammatory markers in milk from parents of very preterm infants over time as well as correlations between milk and infant's stool calprotectin. METHOD This is a secondary analysis of milk samples collected during OptiMoM, a triple-blind randomized clinical trial of infants born < 1250 g (NCT02137473). Longitudinally collected samples were analyzed for cytokines, choline, and inflammatory markers (C-reactive protein [CRP], IFN-γ, IL-10, IL-1β, IL-1ra, IL-6, IL-8, TNF-α). Infant stools were collected for longitudinal calprotectin analysis. Generalized estimating equations quantified longitudinal profiles of milk markers and stool calprotectin, their associations, and the correlation between free choline and C-reactive protein over follow-up. RESULT Participants included 92 parents and infants (median weeks of gestation 27.3, median birth weight 845 g, and prevalence of male infants 45%). In all, 212 milk samples and 94 corresponding stool calprotectin levels were collected 1-11 weeks postpartum. C-reactive protein was present in much higher concentrations than other markers, and was highest in Week 1 postpartum. It decreased over time. IL-8 and free choline also changed over time while other markers did not. There was no correlation between any milk markers and stool calprotectin. CONCLUSION Milk from mothers of very preterm infants has detectable inflammatory markers, some of which change over time. Research is needed to determine if infant outcomes are associated with these markers.
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Affiliation(s)
- Rebecca Hoban
- Department of Paediatrics, Division of Neonatology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Hadar Nir
- Department of Paediatrics, Division of Neonatology, The Hospital for Sick Children, Toronto, ON, Canada
- Department of Neonatology, Shamir Medical Center, Tel-Aviv University, Israel
| | - Emily Somerset
- Rogers Computational Program, Ted Rogers Centre for Heart Research, The Hospital for Sick Children, University Health Network, Toronto, ON, Canada
| | - Jordan Lewis
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, BC, Canada
- University of Toronto School of Medicine, Toronto, ON, Canada
| | - Sharon Unger
- Department of Paediatrics, Division of Neonatology, The Hospital for Sick Children, Toronto, ON, Canada
- Department of Paediatrics, Mount Sinai Hospital, Toronto, ON, Canada
- Department of Nutrition, University of Toronto, Toronto, ON, Canada
| | - Deborah L. O’Connor
- Department of Nutrition, University of Toronto, Toronto, ON, Canada
- Translational Medicine Program, The Hospital for Sick Children, Toronto, ON, Canada
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Adane HA, Iles R, Boyle JA, Gelaw A, Collie A. Maternal Occupational Risk Factors and Preterm Birth: A Systematic Review and Meta-Analysis. Public Health Rev 2023; 44:1606085. [PMID: 37937117 PMCID: PMC10625911 DOI: 10.3389/phrs.2023.1606085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 10/01/2023] [Indexed: 11/09/2023] Open
Abstract
Objective: This systematic review and meta-analysis aimed to summarize the evidence on the relationship between physical occupational risks (high physical workload, long working hours, shift work, whole-body vibrations, prolonged standing, and heavy lifting) and preterm birth. Methods: A systematic review and meta-analysis was conducted across six databases to investigate the relationship between physical occupational risks and preterm birth. Result: A comprehensive analysis of 37 studies with varying sample sizes found moderate evidence of positive associations between high physical workload, long working hours, shift work, whole-body vibration, and preterm birth. Meta-analysis showed a 44% higher risk (OR 1.44, 95% CI 1.25-1.66) for preterm birth with long working hours and a 63% higher risk (OR 1.63, 95% CI 1.03-2.58) with shift work. Conclusion: Pregnant women in physically demanding jobs, those working long hours or on shifts, and those exposed to whole-body vibration have an increased risk of preterm birth. Employers should establish supportive workplaces, policymakers implement protective measures, healthcare providers conduct screenings, and pregnant women must stay informed and mitigate these job-related risks. Systematic Review Registration: [https://www.crd.york.ac.uk/prospero/], Identifier [CRD42022357045].
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Affiliation(s)
- Haimanot Abebe Adane
- School of Public Health and Preventive Medicine, Faculty of Medicine, Nursing and Health Sciences, Monash University, Melbourne, VIC, Australia
| | - Ross Iles
- School of Public Health and Preventive Medicine, Faculty of Medicine, Nursing and Health Sciences, Monash University, Melbourne, VIC, Australia
| | - Jacqueline A. Boyle
- School of Public Health and Preventive Medicine, Faculty of Medicine, Nursing and Health Sciences, Monash University, Melbourne, VIC, Australia
- Eastern Health Clinical School, Faculty of Medicine, Nursing and Health Sciences, Monash University, Melbourne, VIC, Australia
| | - Asmare Gelaw
- School of Public Health and Preventive Medicine, Faculty of Medicine, Nursing and Health Sciences, Monash University, Melbourne, VIC, Australia
| | - Alex Collie
- School of Public Health and Preventive Medicine, Faculty of Medicine, Nursing and Health Sciences, Monash University, Melbourne, VIC, Australia
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Rhoades NS, Cinco IR, Hendrickson SM, Slifka MK, Messaoudi I. Taxonomic and Functional Shifts in the Perinatal Gut Microbiome of Rhesus Macaques. Microbiol Spectr 2022; 10:e0081422. [PMID: 35863030 PMCID: PMC9431225 DOI: 10.1128/spectrum.00814-22] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Accepted: 06/17/2022] [Indexed: 11/20/2022] Open
Abstract
Pregnancy and the postpartum period result in some of the most dramatic metabolic, hormonal, and physiological changes that can be experienced by an otherwise healthy adult. The timing and magnitude of these changes is key for both maternal and fetal health. One of the factors believed to critically modulate these physiological changes is the maternal gut microbiome. However, the dynamic changes in this community during the perinatal period remain understudied. Clinical studies can be complicated by confounding variables like diet and other drivers of heterogeneity in the human microbiome. Therefore, in this study, we conducted a longitudinal analysis of the fecal microbiome obtained during the pregnancy and postpartum periods in 26 captive rhesus macaques using 16S rRNA gene amplicon sequencing and shotgun metagenomics. Shifts at both the taxonomic and functional potential level were detected when comparing pregnancy to postpartum samples. Taxonomically, Alloprevotella, Actinobacillus, and Anaerovibrio were enriched in the gut microbiome during pregnancy, while Treponema, Lachnospiraceae, and Methanosphaera were more abundant postpartum. Functionally, the gut microbiome during pregnancy was associated with increased abundance in pathways involving the production of the short-chain fatty acid (SCFA) butyrate, while pathways associated with starch degradation and folate transformation were more abundant during the postpartum period. These data demonstrate dramatic changes in the maternal gut microbiome even in the absence of dietary changes and suggest that rhesus macaques could provide a valuable model to determine how changes in the microbiome correlate to other physiological changes in pregnancy. IMPORTANCE Pregnancy and the postpartum period are characterized by a myriad of metabolic and physiological adaptations needed to support fetal growth and maternal health. The maternal gut microbiome is believed to play a key role during this period but remains underexplored. Here, we report significant shifts in the taxonomic landscape and functional potential of the gut microbiome in 26 pregnant rhesus macaques during the transition from pregnancy to the postpartum period, despite shared dietary and environmental exposures. Increased abundance of pathways involved in the production of the short-chain fatty acid butyrate could play a critical role in modulating the maternal immune system and regulating fetal tolerance. On the other hand, increased abundance of pathways associated with starch degradation and folate transformation during the postpartum period could be important for meeting the metabolic demands of breastfeeding and neonatal growth.
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Affiliation(s)
- Nicholas S. Rhoades
- Department of Microbiology, Immunology and Molecular Genetics, University of Kentucky, College of Medicine, Lexington, Kentucky, USA
| | - Isaac R. Cinco
- Department of Microbiology, Immunology and Molecular Genetics, University of Kentucky, College of Medicine, Lexington, Kentucky, USA
| | - Sara M. Hendrickson
- Division of Neuroscience, Oregon National Primate Research Center, Oregon Health & Sciences University, Beaverton, Oregon, USA
| | - Mark K. Slifka
- Division of Neuroscience, Oregon National Primate Research Center, Oregon Health & Sciences University, Beaverton, Oregon, USA
| | - Ilhem Messaoudi
- Department of Microbiology, Immunology and Molecular Genetics, University of Kentucky, College of Medicine, Lexington, Kentucky, USA
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7
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Wang R, Xu M, Yang W, Xie G, Yang L, Shang L, Zhang B, Guo L, Yue J, Zeng L, Chung MC. Maternal sleep during pregnancy and adverse pregnancy outcomes: A systematic review and meta-analysis. J Diabetes Investig 2022; 13:1262-1276. [PMID: 35171528 PMCID: PMC9248434 DOI: 10.1111/jdi.13770] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/16/2021] [Revised: 01/26/2022] [Accepted: 02/11/2022] [Indexed: 11/28/2022] Open
Abstract
AIMS/INTRODUCTION Sleep problems are important public health concern worldwide. We carried out a meta-analysis to quantitatively evaluate whether sleep duration was associated with pregnancy outcomes, and the associations were modified by important characteristics of studies. MATERIALS AND METHODS Based on PubMed, Embase and the Cochrane Central Register of Controlled Trials databases, we searched for published literature related to maternal sleep duration and adverse pregnancy outcomes before 30 June 2021. We carried out risk of bias assessment, subgroup analyses and sensitivity analysis. The relative risks or odds ratios with 95% confidence intervals (CI) were used to estimate the pooled effects. RESULTS A total of 5,246 references were identified through a database search, and 41 studies were included in the study. Pregnant women with short sleep duration had 1.81-fold (95% CI 1.35-2.44, P < 0.001) the risk of developing gestational diabetes mellitus. The association between short sleep duration and the risk of gestational hypertension, cesarean section, low birthweight, preterm birth and small for gestational age were not significant (P > 0.05). Furthermore, long sleep duration was significantly correlated with gestational diabetes mellitus (odds ratio1.24. 95% CI 1.12-1.36, P < 0.001) and CS (odds ratio 1.13. 95% CI 1.04-1.22, P = 0.004), whereas long sleep duration was not linked with gestational hypertension, low birthweight, preterm birth and small for gestational age (P > 0.05). CONCLUSIONS Short/long sleep duration appeared to be associated with adverse pregnancy outcomes, specifically with an increased risk of gestational diabetes mellitus. Sleep should be systematically screened in the obstetric population.
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Affiliation(s)
- Ruiqi Wang
- Department of Obstetrics and Gynecology, Maternal & Child Health CenterThe First Affiliated Hospital of Xi’an Jiaotong UniversityXi’anChina
- School of Public HealthXi’an Jiaotong University Health Science CenterXi’anChina
| | - Mengmeng Xu
- Department of Obstetrics and Gynecology, Maternal & Child Health CenterThe First Affiliated Hospital of Xi’an Jiaotong UniversityXi’anChina
| | - Wenfang Yang
- Department of Obstetrics and Gynecology, Maternal & Child Health CenterThe First Affiliated Hospital of Xi’an Jiaotong UniversityXi’anChina
| | - Guilan Xie
- Department of Obstetrics and Gynecology, Maternal & Child Health CenterThe First Affiliated Hospital of Xi’an Jiaotong UniversityXi’anChina
- School of Public HealthXi’an Jiaotong University Health Science CenterXi’anChina
| | - Liren Yang
- Department of Obstetrics and Gynecology, Maternal & Child Health CenterThe First Affiliated Hospital of Xi’an Jiaotong UniversityXi’anChina
- School of Public HealthXi’an Jiaotong University Health Science CenterXi’anChina
| | - Li Shang
- School of Public HealthXi’an Jiaotong University Health Science CenterXi’anChina
- Shenzhen Health Development Research and Data Management CenterShenzhenChina
| | - Boxing Zhang
- Department of Obstetrics and Gynecology, Maternal & Child Health CenterThe First Affiliated Hospital of Xi’an Jiaotong UniversityXi’anChina
- School of Public HealthXi’an Jiaotong University Health Science CenterXi’anChina
| | - Leqian Guo
- Department of Obstetrics and Gynecology, Maternal & Child Health CenterThe First Affiliated Hospital of Xi’an Jiaotong UniversityXi’anChina
| | - Jie Yue
- Department of PediatricsThe First Affiliated Hospital of Xi’an Jiaotong UniversityXi’anChina
| | - Lingxia Zeng
- Department of Epidemiology and BiostatisticsSchool of Public HealthXi’an Jiaotong University Health Science CenterXi’anChina
| | - Mei Chun Chung
- Department of Public Health and Community MedicineTufts University School of MedicineBostonMassachusettsUSA
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AlSaad R, Malluhi Q, Boughorbel S. PredictPTB: an interpretable preterm birth prediction model using attention-based recurrent neural networks. BioData Min 2022; 15:6. [PMID: 35164820 PMCID: PMC8842907 DOI: 10.1186/s13040-022-00289-8] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Accepted: 01/23/2022] [Indexed: 01/25/2023] Open
Abstract
BACKGROUND Early identification of pregnant women at risk for preterm birth (PTB), a major cause of infant mortality and morbidity, has a significant potential to improve prenatal care. However, we lack effective predictive models which can accurately forecast PTB and complement these predictions with appropriate interpretations for clinicians. In this work, we introduce a clinical prediction model (PredictPTB) which combines variables (medical codes) readily accessible through electronic health record (EHR) to accurately predict the risk of preterm birth at 1, 3, 6, and 9 months prior to delivery. METHODS The architecture of PredictPTB employs recurrent neural networks (RNNs) to model the longitudinal patient's EHR visits and exploits a single code-level attention mechanism to improve the predictive performance, while providing temporal code-level and visit-level explanations for the prediction results. We compare the performance of different combinations of prediction time-points, data modalities, and data windows. We also present a case-study of our model's interpretability illustrating how clinicians can gain some transparency into the predictions. RESULTS Leveraging a large cohort of 222,436 deliveries, comprising a total of 27,100 unique clinical concepts, our model was able to predict preterm birth with an ROC-AUC of 0.82, 0.79, 0.78, and PR-AUC of 0.40, 0.31, 0.24, at 1, 3, and 6 months prior to delivery, respectively. Results also confirm that observational data modalities (such as diagnoses) are more predictive for preterm birth than interventional data modalities (e.g., medications and procedures). CONCLUSIONS Our results demonstrate that PredictPTB can be utilized to achieve accurate and scalable predictions for preterm birth, complemented by explanations that directly highlight evidence in the patient's EHR timeline.
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Affiliation(s)
- Rawan AlSaad
- College of Engineering, Qatar University, Doha, Qatar
| | | | - Sabri Boughorbel
- Qatar Computing Research Institute, Hamad Bin Khalifa University, Doha, Qatar
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9
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Xie Y, Tian S. Exosomal MicroRNA-325 Enhances Trophoblast Migration and Invasion Through Downregulation of Lethal-7b and Upregulation of Forkhead Box Protein O1 Expression in Preeclampsia. J BIOMATER TISS ENG 2022. [DOI: 10.1166/jbt.2022.2902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
We aimed to explore the mechanism by how microRNA (miRNA)-325 derived from marrow mesenchymal stem cell exosomes (MSC-exos) affects the trophoblast progression in preeclampsia (PE). RT-qPCR detected the level of miRNA let-7b and FOXO1 in the placenta tissue of PE patients. Functional
experiment was performed to analyze the effect of FOXO1 inhibitor and let-7b mimics on cell migration, invasion and apoptosis through Transwell assay and TUNEL staining. The trophoblast cell was co-cultured with overexpressed-miR-325 MSC-exos to measure gene expression and cell progression.
let-7b was highly and FOXO1 was lowly expressed in PE placenta tissue. let-7b directly targeted and inhibited FOXO1 expression. Importantly, as miR-325 was internalized by trophoblast cells through MSC-exos, MSC-exos overexpressing miR-325 inhibited let-7b expression in trophoblasts, up-regulated
FOXO1 and activated AKT signaling pathway. Further, MSC-exos treatment promoted invasion and migration of trophoblast cell and inhibited apoptosis. In conclusion, miR-325 derived from MSC-exos promotes the invasion and migration of trophoblast cells in PE through inhibition of let7b and upregulation
of FOXO1.
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Affiliation(s)
- Ying Xie
- Department of Obstetrics, Huangshi Maternity & Children’s Health Hospital, Edong Healthcare Group, Women’s & Children’s Hospital Affiliated to Hubei Polytechnic University, Huangshi, Hubei, 435000, China
| | - Shan Tian
- Department of Obstetrics, Huangshi Maternity & Children’s Health Hospital, Edong Healthcare Group, Women’s & Children’s Hospital Affiliated to Hubei Polytechnic University, Huangshi, Hubei, 435000, China
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10
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Abstract
PURPOSE OF REVIEW It is well established that controlled immune activation and balance is critical for women's reproductive health and successful pregnancy outcomes. Research in recent decades in both clinical and animal studies has demonstrated that aberrant immune activation and inflammation play a role in the development and progression of women's reproductive health and pregnancy-related disorders. Inflammasomes are multi-protein cytoplasmic complexes that mediate immune activation. In this review, we summarize current knowledge on the role of inflammasome activation in pregnancy-related disorders. RECENT FINDINGS Increased activation of inflammasome is associated with multiple women's health reproductive disorders and pregnancy-associated disorders, including preeclampsia (PreE). Inflammasome activation is also associated with the novel coronavirus disease 2019 (COVID-19) disease caused by the SARS-Cov-2 virus. We and others have observed a positive association between increased PreE incidences with the onset of the COVID-19 pandemic. Here, we present our recent data indicating increased inflammasome activation, represented by caspase-1 activity, in women with COVID-19 and PreE compared to normotensive pregnant women COVID-19. The role of inflammation in pregnancy-related disorders is an area of intense research interest. With the onset of the COVID-19 pandemic and the associated increase in PreE observed clinically, there is a greater need to identify mechanisms of pathophysiology and targets to treat this maternal disorder. Inflammasome activation is associated with PreE and COVID-19 infection and may hold therapeutic potential to improve outcomes associated with PreE and curb the morbidity attributed to PreE.
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11
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Jacobsson B, Simpson JL. Preterm birth: A clinical enigma and a worldwide public health concern. Int J Gynaecol Obstet 2020; 150:1-2. [PMID: 32524597 DOI: 10.1002/ijgo.13194] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Affiliation(s)
- Bo Jacobsson
- Department of Obstetrics and Gynecology, Institute of Clinical Science, Sahlgrenska Academy, Gothenburg University, Gothenburg, Sweden.,Department of Obstetrics and Gynecology, Sahlgrenska University Hospital, Gothenburg, Sweden.,Department of Genetics and Bioinformatics, Domain of Health Data and Digitalisation, Institute of Public Health, Oslo, Norway
| | - Joe Leigh Simpson
- Department of Human and Molecular Genetics, Herbert Wertheim College of Medicine, Florida International University, Miami, USA
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