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1.
Exp Mol Med ; 56(5): 1206-1220, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38760513

RESUMO

The etiology of preeclampsia (PE), a severe complication of pregnancy with several clinical manifestations and a high incidence of maternal and fetal morbidity and mortality, remains unclear. This issue is a major hurdle for effective treatment strategies. We recently demonstrated that PE exhibits an Alzheimer-like etiology of impaired autophagy and proteinopathy in the placenta. Targeting of these pathological pathways may be a novel therapeutic strategy for PE. Stimulation of autophagy with the natural disaccharide trehalose and its lacto analog lactotrehalose in hypoxia-exposed primary human trophoblasts restored autophagy, inhibited the accumulation of toxic protein aggregates, and restored the ultrastructural features of autophagosomes and autolysosomes. Importantly, trehalose and lactotrehalose inhibited the onset of PE-like features in a humanized mouse model by normalizing autophagy and inhibiting protein aggregation in the placenta. These disaccharides restored the autophagy-lysosomal biogenesis machinery by increasing nuclear translocation of the master transcriptional regulator TFEB. RNA-seq analysis of the placentas of mice with PE indicated the normalization of the PE-associated transcriptome profile in response to trehalose and lactotrehalose. In summary, our results provide a novel molecular rationale for impaired autophagy and proteinopathy in patients with PE and identify treatment with trehalose and its lacto analog as promising therapeutic options for this severe pregnancy complication.


Assuntos
Autofagia , Lisossomos , Pré-Eclâmpsia , Trealose , Autofagia/efeitos dos fármacos , Pré-Eclâmpsia/tratamento farmacológico , Pré-Eclâmpsia/metabolismo , Feminino , Humanos , Gravidez , Animais , Lisossomos/metabolismo , Lisossomos/efeitos dos fármacos , Trealose/análogos & derivados , Trealose/farmacologia , Trealose/uso terapêutico , Camundongos , Trofoblastos/metabolismo , Trofoblastos/efeitos dos fármacos , Trofoblastos/patologia , Placenta/metabolismo , Placenta/efeitos dos fármacos , Modelos Animais de Doenças
2.
Alzheimers Dement (Amst) ; 15(2): e12443, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37223334

RESUMO

Introduction: Women with hypertensive disorders of pregnancy (HDP) have an increased risk of cardiovascular disease. Whether HDP is also associated with later-life dementia has not been fully explored. Methods: Using the Utah Population Database, we performed an 80-year retrospective cohort study of 59,668 parous women. Results: Women with, versus without, HDP, had a 1.37 higher risk of all-cause dementia (95% confidence interval [CI]: 1.26, 1.50) after adjustment for maternal age at index birth, birth year, and parity. HDP was associated with a 1.64 higher risk of vascular dementia (95% CI: 1.19, 2.26) and 1.49 higher risk of other dementia (95% CI: 1.34, 1.65) but not Alzheimer's disease dementia (adjusted hazard ratio = 1.04; 95% CI: 0.87, 1.24). Gestational hypertension and preeclampsia/eclampsia showed similar increased dementia risk. Nine mid-life cardiometabolic and mental health conditions explained 61% of HDP's effect on subsequent dementia risk. Discussion: Improved HDP and mid-life care could reduce the risk of dementia.

4.
J Matern Fetal Neonatal Med ; 35(25): 10124-10136, 2022 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-36093832

RESUMO

BACKGROUND: To evaluate post-operative outcomes and white matter injury (WMI) using brain MRI at term equivalent in neonates with and without severe acute kidney injury (AKI) following surgical necrotizing enterocolitis (NEC). METHODS: A retrospective cohort study comparing neonates with severe (Stage 2/3) vs. other (no AKI/Stage 1) AKI using KDIGO classification with multivariable models assessing this association in the context of multiple systemic comorbidities. RESULTS: Of 103 neonates with surgical NEC, 60 (58%) had severe AKI. Those with severe AKI had lower birth weight (BW; 715 vs. 950 g; p = .023), more frequently treated with indomethacin (18.3 vs. 2.4%); p = .014), higher CRP levels at 24 h after NEC onset (14.4 [6.4-19.8] vs. 4.8 [1.6-13.4]; p = .005), higher presence of cholestasis (73.3 vs. 51.2%); p = .023), later age of NEC onset (14 vs. 7 d); p = .004), longer length of bowel resected (14.9 vs. 4.3 cm); p = .011), longer post-operative ileus days (14 vs. 9 d); p < .001), longer post-operative days at starting enteral feedings (15 vs. 10 d; p < .001), longer days of attainment of full enteral feedings (75 vs. 44.5 d; p = .008) and longer length of stay (140.5 vs. 94 d; p = .028) compared to those without severe AKI. Compared to infants without AKI by serum creatinine, those with AKI had significantly more cases of white matter abnormality (WMA; 90 vs. 36.6%; p < .001) and retinopathy of prematurity (63.9 vs. 35.3%; p = .017). In addition, the presence of AKI Stage 2 and 3 by serum creatinine was independently associated with higher odds of sustaining severe WMI level on an ordinal scale (OR = 6.2; 95% CI = (1.1-35.5); p = .041). CONCLUSIONS: Neonates with severe AKI following surgical NEC were more likely to experience longer post-operative morbidity and higher WMI by MRI at term.


Assuntos
Injúria Renal Aguda , Lesões Encefálicas , Enterocolite Necrosante , Doenças do Recém-Nascido , Lactente , Recém-Nascido , Humanos , Enterocolite Necrosante/complicações , Enterocolite Necrosante/cirurgia , Recém-Nascido Prematuro , Estudos Retrospectivos , Creatinina , Injúria Renal Aguda/etiologia , Injúria Renal Aguda/complicações
5.
Eval Program Plann ; 94: 102145, 2022 10.
Artigo em Inglês | MEDLINE | ID: mdl-35973392

RESUMO

In evaluation research, "programs" are often conceptualized as clearly bounded, narrow in scope, focused on specific outcomes, using a well-defined linear causal model, and hence, suitable for standard evaluation methods. The evaluation work reported here was carried out in a more challenging context, where large, complex, interwoven systems were targets for change as a means to influence a diffuse array of outcomes. Our evaluation of an NIH-funded program to improve statewide infrastructure for clinical and translational health research ("Advance-CTR") used qualitative data provided by investigators who used the program's services, were funded awardees, or were members of an internal advisory committee (leadership representatives from partnering institutions). We examined perceived barriers to systemic changes to enhance research, as well as how systems have changed due to the Rhode Island Advance-CTR program's efforts, to what degree, and with what effects. Using the causal logic of our program to connect these more distal systemic outcomes to the services and components of Advance-CTR, we discuss the effects this program has had on researchers and their environments, contributing to the development of sustainable programs of research that ultimately improve the health and well-being of our state's residents.


Assuntos
Pesquisadores , Pesquisa Translacional Biomédica , Comitês Consultivos , Humanos , Liderança , Avaliação de Programas e Projetos de Saúde
6.
Clin Epigenetics ; 14(1): 27, 2022 02 21.
Artigo em Inglês | MEDLINE | ID: mdl-35189960

RESUMO

BACKGROUND: Myeloid-derived suppressor cells (MDSCs), which include monocytic (mMDSCs) and granulocytic (gMDSCs) cells, are an immunosuppressive, heterogeneous population of cells upregulated in cancer and other pathologic conditions, in addition to normal conditions of stress. The origin of MDSCs is debated, and the regulatory pattern responsible for gMDSC differentiation remains unknown. Since DNA methylation (DNAm) contributes to lineage differentiation, we have investigated whether it contributes to the acquisition of the gMDSC phenotype. RESULTS: Using the Illumina EPIC array to measure DNAm of gMDSCs and neutrophils from diverse neonatal and adult blood sources, we found 189 differentially methylated CpGs between gMDSCs and neutrophils with a core of ten differentially methylated CpGs that were consistent across both sources of cells. Genes associated with these loci that are involved in immune responses include VCL, FATS, YAP1, KREMEN2, UBTF, MCC-1, and EFCC1. In two cancer patient groups that reflected those used to develop the methylation markers (head and neck squamous cell carcinoma (HNSCC) and glioma), all of the CpG loci were differentially methylated, reaching statistical significance in glioma cases and controls, while one was significantly different in the smaller HNSCC group. CONCLUSIONS: Our findings indicate that gMDSCs have a core of distinct DNAm alterations, informing future research on gMDSC differentiation and function.


Assuntos
Glioma , Neoplasias de Cabeça e Pescoço , Células Supressoras Mieloides , Ilhas de CpG , Metilação de DNA , Glioma/genética , Neoplasias de Cabeça e Pescoço/genética , Humanos , Carcinoma de Células Escamosas de Cabeça e Pescoço/genética
7.
Sci Rep ; 12(1): 438, 2022 01 10.
Artigo em Inglês | MEDLINE | ID: mdl-35013336

RESUMO

The likely genetic architecture of complex diseases is that subgroups of patients share variants in genes in specific networks sufficient to express a shared phenotype. We combined high throughput sequencing with advanced bioinformatic approaches to identify such subgroups of patients with variants in shared networks. We performed targeted sequencing of patients with 2 or 3 generations of preterm birth on genes, gene sets and haplotype blocks that were highly associated with preterm birth. We analyzed the data using a multi-sample, protein-protein interaction (PPI) tool to identify significant clusters of patients associated with preterm birth. We identified shared protein interaction networks among preterm cases in two statistically significant clusters, p < 0.001. We also found two small control-dominated clusters. We replicated these data on an independent, large birth cohort. Separation testing showed significant similarity scores between the clusters from the two independent cohorts of patients. Canonical pathway analysis of the unique genes defining these clusters demonstrated enrichment in inflammatory signaling pathways, the glucocorticoid receptor, the insulin receptor, EGF and B-cell signaling, These results support a genetic architecture defined by subgroups of patients that share variants in genes in specific networks and pathways which are sufficient to give rise to the disease phenotype.


Assuntos
Nascimento Prematuro/genética , Mapas de Interação de Proteínas , Adulto , Estudos de Casos e Controles , Feminino , Humanos , Gravidez , Nascimento Prematuro/metabolismo , Adulto Jovem
8.
J Pediatr ; 243: 21-26, 2022 04.
Artigo em Inglês | MEDLINE | ID: mdl-34971656

RESUMO

OBJECTIVE: To determine whether pharmacologic treatment for neonatal abstinence syndrome (NAS) is associated with changes in DNA methylation (DNAm) of the mu-opioid receptor gene (OPRM1) and improvements in neonatal neurobehavior. STUDY DESIGN: Buccal swabs were collected from 37 neonates before and after morphine treatment for NAS. Genomic DNA was extracted, and DNAm was examined at 4 cytosine-phosphate-guanine (CpG) sites within the OPRM1 gene. Assessment with the NICU Network Neurobehavioral Scales (NNNS) was also performed before and after NAS treatment. Changes in DNAm (DNAmpost-tx - DNAmpre-tx) and NNNS summary scores (NNNSpost-tx - NNNSpre-tx) were then calculated. Path analysis was used to examine associations among pharmacologic treatment (length of treatment [LOT] and total dose of morphine), changes in DNAm, and changes in NNNS summary scores. RESULTS: DNAm was significantly decreased from pretreatment to post-treatment at 1 of 4 CpG sites within the OPRM1 gene. Neonates also demonstrated decreased excitability, hypertonia, lethargy, signs of stress and abstinence, and increased quality of movement and regulation from pretreatment to post-treatment. Longer LOT and higher morphine dose were associated with greater decreases in DNAm; greater decreases in DNAm were associated with greater decreases in excitability and hypertonia on the NNNS. CONCLUSIONS: Pharmacologic treatment of NAS is associated with decreased DNAm of the OPRM1 gene and improved neonatal neurobehavior. Epigenetic changes may play a role in these changes in neonatal neurobehavior.


Assuntos
Síndrome de Abstinência Neonatal , Metilação de DNA , Humanos , Recém-Nascido , Morfina/uso terapêutico , Hipertonia Muscular/tratamento farmacológico , Hipertonia Muscular/genética , Síndrome de Abstinência Neonatal/diagnóstico , Síndrome de Abstinência Neonatal/tratamento farmacológico , Síndrome de Abstinência Neonatal/genética , Estudos Prospectivos
9.
Am J Perinatol ; 39(1): 37-44, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-32702760

RESUMO

OBJECTIVE: This study aimed to determine if delayed cord clamping (DCC) affected brain myelin water volume fraction (VFm) and neurodevelopment in term infants. STUDY DESIGN: This was a single-blinded randomized controlled trial of healthy pregnant women with term singleton fetuses randomized at birth to either immediate cord clamping (ICC) (≤ 20 seconds) or DCC (≥ 5 minutes). Follow-up at 12 months of age consisted of blood work for serum iron indices and lead levels, a nonsedated magnetic resonance imaging (MRI), followed within the week by neurodevelopmental testing. RESULTS: At birth, 73 women were randomized into one of two groups: ICC (the usual practice) or DCC (the intervention). At 12 months, among 58 active participants, 41 (80%) had usable MRIs. There were no differences between the two groups on maternal or infant demographic variables. At 12 months, infants who had DCC had increased white matter brain growth in regions localized within the right and left internal capsules, the right parietal, occipital, and prefrontal cortex. Gender exerted no difference on any variables. Developmental testing (Mullen Scales of Early Learning, nonverbal, and verbal composite scores) was not significantly different between the two groups. CONCLUSION: At 12 months of age, infants who received DCC had greater myelin content in important brain regions involved in motor function, visual/spatial, and sensory processing. A placental transfusion at birth appeared to increase myelin content in the early developing brain. KEY POINTS: · DCC resulted in higher hematocrits in newborn period.. · DCC appears to increase myelin at 12 months.. · Gender did not influence study outcomes..


Assuntos
Encéfalo/anatomia & histologia , Desenvolvimento Infantil , Bainha de Mielina , Clampeamento do Cordão Umbilical , Encéfalo/diagnóstico por imagem , Encéfalo/crescimento & desenvolvimento , Feminino , Humanos , Lactente , Recém-Nascido , Imageamento por Ressonância Magnética , Masculino , Método Simples-Cego
10.
Pediatr Res ; 91(6): 1469-1477, 2022 05.
Artigo em Inglês | MEDLINE | ID: mdl-33953357

RESUMO

BACKGROUND: There is increased risk of cardiovascular, metabolic, and hypertensive disorders in later life in the preterm population. We studied school-age children who had been born extremely premature who had undergone endocrine, cardiovascular, and anthropometric evaluations. METHODS: School age measurements of salivary cortisol, adrenal androgens, blood pressure, and anthropometric markers were correlated with DNA methylation of 11-betahydroxysteroid dehydrogenase type 2 (11BHSD2), leptin, and the LINE1 repetitive DNA element. RESULTS: We observed a modest correlation between log AUC for salivary cortisol and methylation of leptin in preterm infants and a negative correlation between methylation of region 1 of the glucocorticoid receptor (GR in term-born infants. There was an association between LINE1 methylation and cortisol response to awakening and a negative correlation between LINE1 and systolic blood pressure at 6-7 years. Methylation of the GR promoter region showed a positive association with systolic blood pressure at 6-7 years of age. CONCLUSIONS: These results show that extremely preterm birth, followed by complex patterns of endocrine, cardiovascular, and metabolic exposures during early postnatal life, is associated with lasting changes in DNA methylation patterns in genes involved in hypothalamic pituitary adrenal axis function, adrenal hormonal regulation, and cardiometabolic risk. IMPACT: Preterm infants have significant environmental and physiological exposures during early life that may have lasting impact on later function. Alterations in hypothalamic pituitary adrenal axis (HPA) function have been associated with these exposures. We examined the associated changes in DNA methylation of important genes involved in HPA function, metabolism, and global DNA methylation. The changes we saw in DNA methylation may help to explain associated cardiovascular, metabolic, and growth disturbance in these children in later life.


Assuntos
Metilação de DNA , Sistema Hipófise-Suprarrenal , Nascimento Prematuro , Criança , Humanos , Hidrocortisona , Sistema Hipotálamo-Hipofisário/metabolismo , Recém-Nascido de Peso Extremamente Baixo ao Nascer , Recém-Nascido , Recém-Nascido Prematuro , Leptina , Sistema Hipófise-Suprarrenal/metabolismo
11.
J Signal Process Syst ; 94(6): 543-557, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-34306304

RESUMO

The world is witnessing a rising number of preterm infants who are at significant risk of medical conditions. These infants require continuous care in Neonatal Intensive Care Units (NICU). Medical parameters are continuously monitored in premature infants in the NICU using a set of wired, sticky electrodes attached to the body. Medical adhesives used on the electrodes can be harmful to the baby, causing skin injuries, discomfort, and irritation. In addition, respiration rate (RR) monitoring in the NICU faces challenges of accuracy and clinical quality because RR is extracted from electrocardiogram (ECG). This research paper presents a design and validation of a smart textile pressure sensor system that addresses the existing challenges of medical monitoring in NICU. We designed two e-textile, piezoresistive pressure sensors made of Velostat for noninvasive RR monitoring; one was hand-stitched on a mattress topper material, and the other was embroidered on a denim fabric using an industrial embroidery machine. We developed a data acquisition system for validation experiments conducted on a high-fidelity, programmable NICU baby mannequin. We designed a signal processing pipeline to convert raw time-series signals into parameters including RR, rise and fall time, and comparison metrics. The results of the experiments showed that the relative accuracies of hand-stitched sensors were 98.68 (top sensor) and 98.07 (bottom sensor), while the accuracies of embroidered sensors were 99.37 (left sensor) and 99.39 (right sensor) for the 60 BrPM test case. The presented prototype system shows promising results and demands more research on textile design, human factors, and human experimentation.

12.
Aging (Albany NY) ; 13(20): 23527-23544, 2021 10 16.
Artigo em Inglês | MEDLINE | ID: mdl-34655469

RESUMO

Epigenetic clocks based on DNA methylation (DNAm) can accurately predict chronological age and are thought to capture biological aging. A variety of epigenetic clocks have been developed for different tissue types and age ranges, but none have focused on postnatal age prediction for preterm infants. Epigenetic estimators of biological age might be especially informative in epidemiologic studies of neonates since DNAm is highly dynamic during the neonatal period and this is a key developmental window. Additionally, markers of biological aging could be particularly important for those born preterm since they are at heightened risk of developmental impairments. We aimed to fill this gap by developing epigenetic clocks for neonatal aging in preterm infants. As part of the Neonatal Neurobehavior and Outcomes in Very Preterm Infants (NOVI) study, buccal cells were collected at NICU discharge to profile DNAm levels in 542 very preterm infants. We applied elastic net regression to identify four epigenetic clocks (NEOage Clocks) predictive of post-menstrual and postnatal age, compatible with the Illumina EPIC and 450K arrays. We observed high correlations between predicted and reported ages (0.93 - 0.94) with root mean squared errors (1.28 - 1.63 weeks). Epigenetic estimators of neonatal aging in preterm infants can be useful tools to evaluate biological maturity and associations with neonatal and long-term morbidities.


Assuntos
Envelhecimento/genética , Relógios Biológicos/genética , Epigênese Genética/genética , Idade Gestacional , Recém-Nascido Prematuro/fisiologia , Fatores Etários , Metilação de DNA/genética , Feminino , Humanos , Recém-Nascido , Masculino
13.
Sci Rep ; 11(1): 15934, 2021 08 05.
Artigo em Inglês | MEDLINE | ID: mdl-34354200

RESUMO

A non-invasive and sensitive blood test has long been a goal for early stage disease diagnosis and treatment for Alzheimer's disease (AD) and other proteinopathy diseases. We previously reported that preeclampsia (PE), a severe pregnancy complication, is another proteinopathy disorder with impaired autophagy. We hypothesized that induced autophagy deficiency would promote accumulation of pathologic protein aggregates. Here, we describe a novel, sensitive assay that detects serum protein aggregates from patients with PE (n = 33 early onset and 33 late onset) and gestational age-matched controls (n = 77) as well as AD in both dementia and prodromal mild cognitive impairment (MCI, n = 24) stages with age-matched controls (n = 19). The assay employs exposure of genetically engineered, autophagy-deficient human trophoblasts (ADTs) to serum from patients. The aggregated protein complexes and their individual components, including transthyretin, amyloid ß-42, α-synuclein, and phosphorylated tau231, can be detected and quantified by co-staining with ProteoStat, a rotor dye with affinity to aggregated proteins, and respective antibodies. Detection of protein aggregates in ADTs was not dependent on transcriptional upregulation of these biomarkers. The ROC curve analysis validated the robustness of the assay for its specificity and sensitivity (PE; AUC: 1, CI: 0.949-1.00; AD; AUC: 0.986, CI: 0.832-1.00). In conclusion, we have developed a novel, noninvasive diagnostic and predictive assay for AD, MCI and PE.


Assuntos
Doença de Alzheimer/sangue , Análise Química do Sangue/métodos , Pré-Eclâmpsia/sangue , Adulto , Doença de Alzheimer/diagnóstico , Peptídeos beta-Amiloides , Biomarcadores/sangue , Proteínas Sanguíneas/análise , Disfunção Cognitiva/diagnóstico , Feminino , Testes Hematológicos/métodos , Humanos , Imuno-Histoquímica , Fragmentos de Peptídeos , Pré-Eclâmpsia/diagnóstico , Gravidez , Agregados Proteicos/fisiologia , Curva ROC , Trofoblastos/efeitos dos fármacos , alfa-Sinucleína , Proteínas tau
14.
J Clin Transl Sci ; 5(1): e70, 2021 Jan 05.
Artigo em Inglês | MEDLINE | ID: mdl-33948289

RESUMO

INTRODUCTION: Advance Clinical and Translational Research (Advance-CTR) serves as a central hub to support and educate clinical and translational researchers in Rhode Island. Understanding barriers to clinical research in the state is the key to setting project aims and priorities. METHODS: We implemented a Group Concept Mapping exercise to characterize the views of researchers and administrators regarding how to increase the quality and quantity of clinical and translational research in their settings. Participants generated ideas in response to this prompt and rated each unique idea in terms of how important it was and feasible it seemed to them. RESULTS: Participants generated 78 unique ideas, from which 9 key themes emerged (e.g., Building connections between researchers). Items rated highest in perceived importance and feasibility included providing seed grants for pilot projects, connecting researchers with common interests and networking opportunities. Implications of results are discussed. CONCLUSIONS: The Group Concept Mapping exercise enabled our project leadership to better understand stakeholder-perceived priorities and to act on ideas and aims most relevant to researchers in the state. This method is well suited to translational research enterprises beyond Rhode Island when a participatory evaluation stance is desired.

16.
R I Med J (2013) ; 104(3): 16, 2021 04 01.
Artigo em Inglês | MEDLINE | ID: mdl-33789402
17.
R I Med J (2013) ; 104(3): 41-45, 2021 Apr 01.
Artigo em Inglês | MEDLINE | ID: mdl-33789408

RESUMO

The universities, hospitals, government agencies, and community organizations in Rhode Island (RI) are well-positioned to bridge gaps between basic and clinical science. RI's manageable size, population demographics, and organizational structure present opportunities to test and implement impactful, transformative clinical and translational research. However, the state's resources had not been optimally coordinated to develop a multi-institutional, clinical and translational research infrastructure to improve clinical practice effectiveness and impact health care in RI. The objective of Advance Clinical and Translational Research (Advance-CTR) is to bridge these gaps by creating a statewide hub to coordinate and leverage existing research resources and provide new career development support and funding for academic researchers, particularly junior investigators. Research support offerings are responsive to a wide variety of needs and readily available via a service request form on AdvanceCTR.org, the first of its kind on a statewide level.


Assuntos
Pesquisadores , Pesquisa Translacional Biomédica , Atenção à Saúde , Humanos , Rhode Island , Universidades
20.
Front Genet ; 12: 765985, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-35719905

RESUMO

Preeclampsia is a hypertensive disorder of pregnancy, which complicates up to 15% of US deliveries. It is an idiopathic disorder associated with several different phenotypes. We sought to determine if the genetic architecture of preeclampsia can be described by clusters of patients with variants in genes in shared protein interaction networks. We performed a case-control study using whole exome sequencing on early onset preeclamptic mothers with severe clinical features and control mothers with uncomplicated pregnancies between 2016 and 2020. A total of 143 patients were enrolled, 61 women with early onset preeclampsia with severe features based on ACOG criteria, and 82 control women at term, matched for race and ethnicity. A network analysis and visualization tool, Proteinarium, was used to confirm there are clusters of patients with shared gene networks associated with severe preeclampsia. The majority of the sequenced patients appear in two significant clusters. We identified one case dominant and one control dominant cluster. Thirteen genes were unique to the case dominated cluster. Among these genes, LAMB2, PTK2, RAC1, QSOX1, FN1, and VCAM1 have known associations with the pathogenic mechanisms of preeclampsia. Using bioinformatic analysis, we were able to identify subsets of patients with shared protein interaction networks, thus confirming our hypothesis about the genetic architecture of preeclampsia.

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