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Huang P, Song Y, Yang Y, Bai F, Li N, Liu D, Li C, Li X, Gou W, Zong L. Identification and verification of diagnostic biomarkers based on mitochondria-related genes related to immune microenvironment for preeclampsia using machine learning algorithms. Front Immunol 2024; 14:1304165. [PMID: 38259465 PMCID: PMC10800455 DOI: 10.3389/fimmu.2023.1304165] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Accepted: 12/14/2023] [Indexed: 01/24/2024] Open
Abstract
Preeclampsia is one of the leading causes of maternal and fetal morbidity and mortality worldwide. Preeclampsia is linked to mitochondrial dysfunction as a contributing factor in its progression. This study aimed to develop a novel diagnostic model based on mitochondria-related genes(MRGs) for preeclampsia using machine learning and further investigate the association of the MRGs and immune infiltration landscape in preeclampsia. In this research, we analyzed GSE75010 database and screened 552 DE-MRGs between preeclampsia samples and normal samples. Enrichment assays indicated that 552 DE-MRGs were mainly related to energy metabolism pathway and several different diseases. Then, we performed LASSO and SVM-RFE and identified three critical diagnostic genes for preeclampsia, including CPOX, DEGS1 and SH3BP5. In addition, we developed a novel diagnostic model using the above three genes and its diagnostic value was confirmed in GSE44711, GSE75010 datasets and our cohorts. Importantly, the results of RT-PCR confirmed the expressions of CPOX, DEGS1 and SH3BP5 were distinctly increased in preeclampsia samples compared with normal samples. The results of the CIBERSORT algorithm revealed a striking dissimilarity between the immune cells found in preeclampsia samples and those found in normal samples. In addition, we found that the levels of SH3BP5 were closely associated with several immune cells, highlighting its potential involved in immune microenvironment of preeclampsia. Overall, this study has provided a novel diagnostic model and diagnostic genes for preeclampsia while also revealing the association between MRGs and immune infiltration. These findings offer valuable insights for further research and treatment of preeclampsia.
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Affiliation(s)
- Pu Huang
- Department of Obstetrics & Gynecology, the First Affiliated Hospital of Xi’an Jiaotong University, Xian, Shaanxi, China
| | - Yuchun Song
- Department of Gynecology and Obstetrics, Yantai Affiliated Hospital of Binzhou Medical University, Yantai, Shandong, China
| | - Yu Yang
- Department of Obstetrics & Gynecology, the First Affiliated Hospital of Xi’an Jiaotong University, Xian, Shaanxi, China
| | - Feiyue Bai
- Department of Obstetrics & Gynecology, the First Affiliated Hospital of Xi’an Jiaotong University, Xian, Shaanxi, China
| | - Na Li
- Department of Obstetrics & Gynecology, the First Affiliated Hospital of Xi’an Jiaotong University, Xian, Shaanxi, China
| | - Dan Liu
- Department of Obstetrics & Gynecology, the First Affiliated Hospital of Xi’an Jiaotong University, Xian, Shaanxi, China
| | - Chunfang Li
- Department of Obstetrics & Gynecology, the First Affiliated Hospital of Xi’an Jiaotong University, Xian, Shaanxi, China
| | - Xuelan Li
- Department of Obstetrics & Gynecology, the First Affiliated Hospital of Xi’an Jiaotong University, Xian, Shaanxi, China
| | - Wenli Gou
- Department of Obstetrics & Gynecology, the First Affiliated Hospital of Xi’an Jiaotong University, Xian, Shaanxi, China
| | - Lu Zong
- Department of Obstetrics & Gynecology, the First Affiliated Hospital of Xi’an Jiaotong University, Xian, Shaanxi, China
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Tamás P, Kovács K, Várnagy Á, Farkas B, Alemu Wami G, Bódis J. Preeclampsia subtypes: Clinical aspects regarding pathogenesis, signs, and management with special attention to diuretic administration. Eur J Obstet Gynecol Reprod Biol 2022; 274:175-181. [PMID: 35661540 DOI: 10.1016/j.ejogrb.2022.05.033] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Revised: 05/18/2022] [Accepted: 05/27/2022] [Indexed: 11/04/2022]
Abstract
During normal pregnancy, blood volume increases by nearly two liters. Distinctively, the absence coupled with the extreme extent regarding the volume expansion, are likely accompanied with pathological conditions. Undoubtedly, preeclampsia, defined as the appearance of hypertension and organ deficiency, such as proteinuria during the second half of pregnancy, is not a homogenous disease. Clinically speaking, two main types of preeclampsia can be distinguished, in which a marked difference between them is vascular condition, and consequently, the blood volume. The "classic" preeclampsia, as a two-phase disease, described in the first, latent phase, in which, placenta development is diminished. Agents from this malperfused placenta generate a maternal disease, the second phase, in which endothelial damage leads to hypertension and organ damage due to vasoconstriction and thrombotic microangiopathy. In this hypovolemia-associated condition, decreasing platelet count, signs of hemolysis, renal and liver involvement are characteristic findings; proteinuria is marked and increasing. In the terminal phase, visible edema develops due to increasing capillary transparency, augmenting end-organ damages. "Classic" preeclampsia is a severe and quickly progressing condition with placental insufficiency and consequent fetal growth restriction and oligohydramnios. The outcome of this condition often leads to fetal hypoxia, eclampsia or placental abruption. The management is limited to a diligent prolongation of pregnancy to accomplish improved neonatal pulmonary function, careful diminishing high blood pressure, and delivery induction in due time. The other subtype, associated with relaxed vasculature and high cardiac output, is a maternal disease, in which obesity is an important risk factor since predisposes to enhanced water retention, hypertension, and a weakened endothelial dysfunction. Initially, enhanced water retention leads to lowered extremity edema, which oftentimes progresses to a generalized form and hypertension. In several cases, proteinuria appears most likely due to tissue edema. This condition already fully meets preeclampsia criteria. Laboratory alterations, including proteinuria, are modest and platelet count remains within the normal range. Fetal weight is also normal or frequently over average due to enhanced placental blood supply. It is very likely, further water retention leads to venous congestion, a parenchyma stasis, responsible for ascites, eclampsia, or placental abruption. During the management of this hypervolemia-associated preeclampsia, the administration of diuretic furosemide treatment seemingly offers promise.
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Affiliation(s)
- Péter Tamás
- National Laboratory for Human Reproduction, University of Pécs, Pécs, Hungary; Department of Obstetrics and Gynaecology, Medical School, University of Pécs, Pécs, Hungary; Doctoral School of Health Sciences, Faculty of Health Sciences, University of Pécs, Pécs, Hungary; Institute of Emergency Care and Pedagogy of Health, Faculty of Health Sciences, University of Pécs, Pécs, Hungary.
| | - Kálmán Kovács
- National Laboratory for Human Reproduction, University of Pécs, Pécs, Hungary; Department of Obstetrics and Gynaecology, Medical School, University of Pécs, Pécs, Hungary; Hungarian Academy of Sciences - University of Pécs Human Reproduction Scientific Research Group, University of Pécs, Pécs, Hungary
| | - Ákos Várnagy
- National Laboratory for Human Reproduction, University of Pécs, Pécs, Hungary; Department of Obstetrics and Gynaecology, Medical School, University of Pécs, Pécs, Hungary; Hungarian Academy of Sciences - University of Pécs Human Reproduction Scientific Research Group, University of Pécs, Pécs, Hungary
| | - Bálint Farkas
- National Laboratory for Human Reproduction, University of Pécs, Pécs, Hungary; Department of Obstetrics and Gynaecology, Medical School, University of Pécs, Pécs, Hungary; Hungarian Academy of Sciences - University of Pécs Human Reproduction Scientific Research Group, University of Pécs, Pécs, Hungary
| | - Girma Alemu Wami
- Doctoral School of Health Sciences, Faculty of Health Sciences, University of Pécs, Pécs, Hungary
| | - József Bódis
- National Laboratory for Human Reproduction, University of Pécs, Pécs, Hungary; Department of Obstetrics and Gynaecology, Medical School, University of Pécs, Pécs, Hungary; Doctoral School of Health Sciences, Faculty of Health Sciences, University of Pécs, Pécs, Hungary; Hungarian Academy of Sciences - University of Pécs Human Reproduction Scientific Research Group, University of Pécs, Pécs, Hungary
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Scurt FG, Morgenroth R, Bose K, Mertens PR, Chatzikyrkou C. Pr-AKI: Acute Kidney Injury in Pregnancy – Etiology, Diagnostic Workup, Management. Geburtshilfe Frauenheilkd 2022; 82:297-316. [PMID: 35250379 PMCID: PMC8893985 DOI: 10.1055/a-1666-0483] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2021] [Accepted: 10/09/2021] [Indexed: 10/29/2022] Open
Abstract
AbstractDespite significant improvements in inpatient and outpatient management, pregnancy-related acute kidney injury (Pr-AKI) remains an important risk factor for early and late maternal and
fetal morbidity and mortality. There is a discrepancy between the incidence of Pr-AKI in developing and in developed countries, with the former experiencing a decrease and the latter an
increase in Pr-AKI in recent decades. Whereas septic and hemorrhagic complications predominated in the past, nowadays hypertensive disorders and thrombotic microangiopathy are the leading
causes of Pr-AKI. Modern lifestyles and the availability and widespread use of in-vitro fertilization techniques in industrialized countries have allowed more women of advanced age to become
pregnant. This has led to a rise in the percentage of high-risk pregnancies due to the disorders and comorbidities inherent to or accompanying aging, such as diabetes, arterial hypertension
and preexisting chronic kidney disease. Last but not least, the heterogeneity of symptoms, the often overlapping clinical and laboratory characteristics and the pathophysiological changes
related to pregnancy make the diagnosis and management of Pr-AKI a difficult and challenging task for the treating physician. In addition to general supportive management strategies such as
volume substitution, blood pressure control, prevention of seizures or immediate delivery, each disease entity requires a specific therapy to reduce maternal and fetal complications. In this
review, we used the current literature to provide a summary of the physiologic and pathophysiologic changes in renal physiology which occur during pregnancy. In the second part, we present
common and rare disorders which lead to Pr-AKI and provide an overview of the available treatment options.
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Affiliation(s)
- Florian G. Scurt
- Klinik für Nieren- und Hochdruckerkrankungen, Diabetologie und Endokrinologie, Medizinische Fakultät der Otto-von-Guericke-Universität, Magdeburg, Germany
| | - Ronnie Morgenroth
- Klinik für Nieren- und Hochdruckerkrankungen, Diabetologie und Endokrinologie, Medizinische Fakultät der Otto-von-Guericke-Universität, Magdeburg, Germany
| | - Katrin Bose
- Universitätsklinik für Gastroenterologie, Hepatologie und Infektiologie, Medizinische Fakultät der Otto-von-Guericke-Universität, Magdeburg, Germany
| | - Peter R. Mertens
- Klinik für Nieren- und Hochdruckerkrankungen, Diabetologie und Endokrinologie, Medizinische Fakultät der Otto-von-Guericke-Universität, Magdeburg, Germany
| | - Christos Chatzikyrkou
- PHV-Dialysezentrum, Halberstadt, Germany
- Klinik für Nephrologie, Medizinische Hochschule Hannover, Hannover, Germany
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