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Guo N, Zhang L, He N, Guo H, Liu J. The causal effects of age at menarche and age at menopause on sepsis: A two-sample Mendelian randomization analysis. PLoS One 2024; 19:e0293540. [PMID: 38324609 PMCID: PMC10849219 DOI: 10.1371/journal.pone.0293540] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 10/15/2023] [Indexed: 02/09/2024] Open
Abstract
OBJECTIVES To determine whether the age at menarche (AAM) and the age at menopause (ANM) are causally related to the development of sepsis. METHODS We performed a two-sample Mendelian randomization (MR) analysis by utilizing summary statistics from genome-wide association study (GWAS) datasets for both the exposure and outcome variables. Single nucleotide polymorphisms (SNPs) that exhibited significant associations with AAM and ANM were chosen as instrumental variables to estimate the causal effects on sepsis. Our study employed a variety of methods, including MR-Egger regression, weighted median estimation, inverse variance weighting, a simple model, and a weighted model. Odds ratios (ORs) along with their corresponding 95% confidence intervals (CIs) were used as the primary indicators for assessing causality. Furthermore, we conducted sensitivity analyses to explore the presence of genetic heterogeneity and validate the robustness of the tools employed. RESULT Our analysis revealed a significant negative causal relationship between AAM and the risk of sepsis (IVW: OR = 0.870, 95% CI = 0.793-0.955, P = 0.003). However, our Mendelian randomization (MR) analysis did not yield sufficient evidence to support a causal link between ANM and sepsis (IVW: OR = 0.987, 95% CI = 0.971-1.004, P = 0.129). CONCLUSIONS Our findings suggest that an earlier AAM may be associated with an increased risk of sepsis. However, we did not find sufficient evidence to support a causal relationship between ANM and sepsis.
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Affiliation(s)
- Na Guo
- The Fist Clinical Medical College of Lanzhou University, Lanzhou, Gansu Province, China
| | - Lu Zhang
- The Fist Clinical Medical College of Lanzhou University, Lanzhou, Gansu Province, China
| | - Nannan He
- The Fist Clinical Medical College of Lanzhou University, Lanzhou, Gansu Province, China
| | - Hong Guo
- Department of Intensive Care Unit, The First Hospital of Lanzhou University, Lan Zhou, Gansu Province, China
| | - Jian Liu
- The Fist Clinical Medical College of Lanzhou University, Lanzhou, Gansu Province, China
- Department of Intensive Care Unit, Gansu Provincial Maternity and Child Health Hospital/Gansu Provincial General Hospital, Lan Zhou, Gansu Province, China
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Tschiderer L, Peters SAE, van der Schouw YT, van Westing AC, Tong TYN, Willeit P, Seekircher L, Moreno‐Iribas C, Huerta JM, Crous‐Bou M, Söderholm M, Schulze MB, Johansson C, Själander S, Heath AK, Macciotta A, Dahm CC, Ibsen DB, Pala V, Mellemkjær L, Burgess S, Wood A, Kaaks R, Katzke V, Amiano P, Rodriguez‐Barranco M, Engström G, Weiderpass E, Tjønneland A, Halkjær J, Panico S, Danesh J, Butterworth A, Onland‐Moret NC. Age at Menopause and the Risk of Stroke: Observational and Mendelian Randomization Analysis in 204 244 Postmenopausal Women. J Am Heart Assoc 2023; 12:e030280. [PMID: 37681566 PMCID: PMC10547274 DOI: 10.1161/jaha.123.030280] [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: 05/04/2023] [Accepted: 08/08/2023] [Indexed: 09/09/2023]
Abstract
Background Observational studies have shown that women with an early menopause are at higher risk of stroke compared with women with a later menopause. However, associations with stroke subtypes are inconsistent, and the causality is unclear. Methods and Results We analyzed data of the UK Biobank and EPIC-CVD (European Prospective Investigation Into Cancer and Nutrition-Cardiovascular Diseases) study. A total of 204 244 postmenopausal women without a history of stroke at baseline were included (7883 from EPIC-CVD [5292 from the subcohort], 196 361 from the UK Biobank). Pooled mean baseline age was 58.9 years (SD, 5.8), and pooled mean age at menopause was 47.8 years (SD, 6.2). Over a median follow-up of 12.6 years (interquartile range, 11.8-13.3), 6770 women experienced a stroke (5155 ischemic strokes, 1615 hemorrhagic strokes, 976 intracerebral hemorrhages, and 639 subarachnoid hemorrhages). In multivariable adjusted observational Cox regression analyses, the pooled hazard ratios per 5 years younger age at menopause were 1.09 (95% CI, 1.07-1.12) for stroke, 1.09 (95% CI, 1.06-1.13) for ischemic stroke, 1.10 (95% CI, 1.04-1.16) for hemorrhagic stroke, 1.14 (95% CI, 1.08-1.20) for intracerebral hemorrhage, and 1.00 (95% CI, 0.84-1.20) for subarachnoid hemorrhage. When using 2-sample Mendelian randomization analysis, we found no statistically significant association between genetically proxied age at menopause and risk of any type of stroke. Conclusions In our study, earlier age at menopause was related to a higher risk of stroke. We found no statistically significant association between genetically proxied age at menopause and risk of stroke, suggesting no causal relationship.
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Affiliation(s)
- Lena Tschiderer
- Julius Center for Health Sciences and Primary CareUniversity Medical Center UtrechtUtrechtthe Netherlands
- Institute of Health EconomicsMedical University of InnsbruckInnsbruckAustria
| | - Sanne A. E. Peters
- Julius Center for Health Sciences and Primary CareUniversity Medical Center UtrechtUtrechtthe Netherlands
- The George Institute for Global Health, School of Public HealthImperial College LondonLondonUnited Kingdom
- The George Institute for Global HealthUniversity of New South WalesSydneyNew South WalesAustralia
| | - Yvonne T. van der Schouw
- Julius Center for Health Sciences and Primary CareUniversity Medical Center UtrechtUtrechtthe Netherlands
| | - Anniek C. van Westing
- Julius Center for Health Sciences and Primary CareUniversity Medical Center UtrechtUtrechtthe Netherlands
- Division of Human Nutrition and HealthWageningen UniversityWageningenthe Netherlands
| | - Tammy Y. N. Tong
- Cancer Epidemiology Unit, Nuffield Department of Population HealthUniversity of OxfordOxfordUnited Kingdom
| | - Peter Willeit
- Institute of Health EconomicsMedical University of InnsbruckInnsbruckAustria
- Department of Public Health and Primary CareUniversity of CambridgeCambridgeUnited Kingdom
| | - Lisa Seekircher
- Institute of Health EconomicsMedical University of InnsbruckInnsbruckAustria
| | - Conchi Moreno‐Iribas
- Instituto de Salud Pública y Laboral de NavarraPamplonaSpain
- Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP)MadridSpain
- Navarra Institute for Health Research (IdiSNA)PamplonaSpain
| | - José María Huerta
- Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP)MadridSpain
- Department of EpidemiologyMurcia Regional Health Council‐IMIBMurciaSpain
| | - Marta Crous‐Bou
- Unit of Nutrition and Cancer, Cancer Epidemiology Research Program, Catalan Institute of Oncology (ICO)–Bellvitge Biomedical Research Institute (IDIBELL)L’Hospitalet de LlobregatBarcelonaSpain
- Department of EpidemiologyHarvard T.H. Chan School of Public HealthBostonMA
| | - Martin Söderholm
- Department of NeurologySkåne University Hospital, Lund and MalmöMalmöSweden
- Department of Clinical Sciences, MalmöLund UniversityMalmöSweden
| | - Matthias B. Schulze
- Department of Molecular EpidemiologyGerman Institute of Human Nutrition Potsdam‐RehbrueckeNuthetalGermany
- Institute of Nutritional ScienceUniversity of PotsdamNuthetalGermany
| | - Cecilia Johansson
- Skellefteå Research Unit, Department of Public Health and Clinical MedicineUmeå UniversityUmeåVästerbottenSweden
| | - Sara Själander
- Department of Public Health and Clinical MedicineUmeå UniversityUmeåSweden
| | - Alicia K. Heath
- Department of Epidemiology and Biostatistics, School of Public HealthImperial College LondonLondonUnited Kingdom
| | - Alessandra Macciotta
- Centre for Biostatistics, Epidemiology, and Public Health (C‐BEPH), Department of Clinical and Biological SciencesUniversity of TurinTurinItaly
| | | | - Daniel B. Ibsen
- Department of Public HealthAarhus UniversityAarhusDenmark
- Steno Diabetes Center AarhusAarhusDenmark
- MRC Epidemiology UnitUniversity of Cambridge School of Clinical MedicineCambridgeUnited Kingdom
- Department of Nutrition, Exercise and SportsUniversity of CopenhagenFrederiksbergDenmark
| | - Valeria Pala
- Epidemiology and Prevention UnitFondazione IRCCS Istituto Nazionale dei TumoriMilanItaly
| | | | - Stephen Burgess
- Department of Public Health and Primary CareUniversity of CambridgeCambridgeUnited Kingdom
- Heart and Lung Research InstituteUniversity of CambridgeCambridgeUnited Kingdom
- MRC Biostatistics Unit, School of Clinical MedicineUniversity of CambridgeCambridgeUnited Kingdom
| | - Angela Wood
- Department of Public Health and Primary CareUniversity of CambridgeCambridgeUnited Kingdom
| | - Rudolf Kaaks
- Division of Cancer EpidemiologyGerman Cancer Research Center, DKFZHeidelbergGermany
| | - Verena Katzke
- Division of Cancer EpidemiologyGerman Cancer Research Center, DKFZHeidelbergGermany
| | - Pilar Amiano
- Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP)MadridSpain
- Ministry of Health of the Basque GovernmentSub Directorate for Public Health and Addictions of GipuzkoaSan SebastianSpain
- Biodonostia Health Research InstituteEpidemiology of Chronic and Communicable Diseases GroupSan SebastianSpain
| | - Miguel Rodriguez‐Barranco
- Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP)MadridSpain
- Escuela Andaluza de Salud Pública (EASP)GranadaSpain
- Instituto de Investigación Biosanitaria ibs.GRANADAGranadaSpain
| | - Gunnar Engström
- Department of Clinical Sciences, MalmöLund UniversityMalmöSweden
| | | | - Anne Tjønneland
- Danish Cancer Society Research CenterCopenhagenDenmark
- Department of Public Health, Section of Environmental Health, Faculty of Health and Medical SciencesUniversity of CopenhagenCopenhagenDenmark
| | - Jytte Halkjær
- Danish Cancer Society Research CenterCopenhagenDenmark
| | | | - John Danesh
- BHF Cardiovascular Epidemiology Unit, Department of Public Health and Primary CareUniversity of CambridgeCambridgeUnited Kingdom
- National Institute for Health and Care Research Cambridge Biomedical Research CentreCambridge University HospitalsCambridgeUnited Kingdom
- The National Institute for Health and Care Research Blood and Transplant Unit (NIHR BTRU) in Donor Health and GenomicsUniversity of CambridgeCambridgeUnited Kingdom
- Human GeneticsWellcome Sanger InstituteSaffron WaldenUnited Kingdom
- Health Data Research UK CambridgeWellcome Genome Campus and University of CambridgeCambridgeUnited Kingdom
- British Heart Foundation Centre of Research Excellence, Division of Cardiovascular MedicineAddenbrooke’s HospitalCambridgeUnited Kingdom
| | - Adam Butterworth
- Department of Public Health and Primary CareUniversity of CambridgeCambridgeUnited Kingdom
- Heart and Lung Research InstituteUniversity of CambridgeCambridgeUnited Kingdom
- Health Data Research UK CambridgeWellcome Genome Campus and University of CambridgeCambridgeUnited Kingdom
- NIHR Blood and Transplant Research Unit in Donor Health and BehaviourUniversity of CambridgeCambridgeUnited Kingdom
- BHF Centre of Research Excellence, School of Clinical MedicineAddenbrooke’s HospitalCambridgeUnited Kingdom
| | - N. Charlotte Onland‐Moret
- Julius Center for Health Sciences and Primary CareUniversity Medical Center UtrechtUtrechtthe Netherlands
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Zhang X, Huangfu Z, Wang S. Review of mendelian randomization studies on age at natural menopause. Front Endocrinol (Lausanne) 2023; 14:1234324. [PMID: 37766689 PMCID: PMC10520463 DOI: 10.3389/fendo.2023.1234324] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/04/2023] [Accepted: 08/18/2023] [Indexed: 09/29/2023] Open
Abstract
Menopause marks the end of the reproductive phase of life. Based on epidemiological studies, abnormal age at natural menopause (ANM) is thought to contribute to a number of adverse outcomes, such as osteoporosis, cardiovascular disease, and cancer. However, the causality of these associations remains unclear. A powerful epidemiological method known as Mendelian randomization (MR) can be used to clarify the causality between ANM and other diseases or traits. The present review describes MR studies that included ANM as an exposure, outcome and mediator. The findings of MR analyses on ANM have revealed that higher body mass index, poor educational level, early age at menarche, early age at first live birth, early age at first sexual intercourse, and autoimmune thyroid disease appear to be involved in early ANM etiology. The etiology of late ANM appears to be influenced by higher free thyroxine 4 and methylene tetrahydrofolate reductase gene mutations. Furthermore, early ANM has been found to be causally associated with an increased risk of osteoporosis, fracture, type 2 diabetes mellitus, glycosylated hemoglobin, and the homeostasis model of insulin resistance level. In addition, late ANM has been found to be causally associated with an increased systolic blood pressure, higher risk of breast cancer, endometrial cancer, endometrioid ovarian carcinoma, lung cancer, longevity, airflow obstruction, and lower risk of Parkinson's disease. ANM is also a mediator for breast cancer caused by birth weight and childhood body size. However, due to the different instrumental variables used, some results of studies are inconsistent. Future studies with more valid genetic variants are needed for traits with discrepancies between MRs or between MR and other types of epidemiological studies.
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Affiliation(s)
- Xiao Zhang
- Department of Obstetrics and Gynecology, Beijing Hospital, National Center of Gerontology, Beijing, China
- Institute of Geriatric Medicine, Chinese Academy of Medical Science, Beijing, China
- Graduate School of Peking Union Medical College, Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, China
| | - Zhao Huangfu
- Department of Urology, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Shaowei Wang
- Department of Obstetrics and Gynecology, Beijing Hospital, National Center of Gerontology, Beijing, China
- Institute of Geriatric Medicine, Chinese Academy of Medical Science, Beijing, China
- Graduate School of Peking Union Medical College, Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, China
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Su Y, Hu Y, Xu Y, Yang M, Wu F, Peng Y. Genetic causal relationship between age at menarche and benign oesophageal neoplasia identified by a Mendelian randomization study. Front Endocrinol (Lausanne) 2023; 14:1113765. [PMID: 37025412 PMCID: PMC10071044 DOI: 10.3389/fendo.2023.1113765] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Accepted: 03/07/2023] [Indexed: 04/08/2023] Open
Abstract
OBJECTIVE The occurrence and development of oesophageal neoplasia (ON) is closely related to hormone changes. The aim of this study was to investigate the causal relationships between age at menarche (AAMA) or age at menopause (AAMO) and benign oesophageal neoplasia (BON) or malignant oesophageal neoplasia (MON) from a genetic perspective. METHODS Genome-wide association study (GWAS) summary data of exposures (AAMA and AAMO) and outcomes (BON and MON) were obtained from the IEU OpenGWAS database. We performed a two-sample Mendelian randomization (MR) study between them. The inverse variance weighted (IVW) was used as the main analysis method, while the MR Egger, weighted median, simple mode, and weighted mode were supplementary methods. The maximum likelihood, penalized weighted median, and IVW (fixed effects) were validation methods. We used Cochran's Q statistic and Rucker's Q statistic to detect heterogeneity. The intercept test of the MR Egger and global test of MR pleiotropy residual sum and outlier (MR-PRESSO) were used to detect horizontal pleiotropy, and the distortion test of the MR-PRESSO analysis was used to detect outliers. The leave-one-out analysis was used to detect whether the MR analysis was affected by single nucleotide polymorphisms (SNPs). In addition, the MR robust adjusted profile score (MR-RAPS) method was used to assess the robustness of MR analysis. RESULTS The random-effects IVW results showed that AAMA had a negative genetic causal relationship with BON (odds ratio [OR] = 0.285 [95% confidence interval [CI]: 0.130-0.623], P = 0.002). The weighted median, maximum likelihood, penalized weighted median, and IVW (fixed effects) were consistent with random-effects IVW (P < 0.05). The MR Egger, simple mode and weighted mode results showed that AAMA had no genetic causal relationship with BON (P > 0.05). However, there were no causal genetic relationships between AAMA and MON (OR = 1.132 [95%CI: 0.621-2.063], P = 0.685), AAMO and BON (OR = 0.989 [95%CI: 0.755-1.296], P = 0.935), or AAMO and MON (OR = 1.129 [95%CI: 0.938-1.359], P = 0.200). The MR Egger, weighted median, simple mode, weighted mode, maximum likelihood, penalized weighted median, and IVW (fixed effects) were consistent with a random-effects IVW (P > 0.05). MR analysis results showed no heterogeneity, the horizontal pleiotropy and outliers (P > 0.05). They were not driven by a single SNP, and were normally distributed (P > 0.05). CONCLUSION Only AAMA has a negative genetic causal relationship with BON, and no genetic causal relationships exist between AAMA and MON, AAMO and BON, or AAMO and MON. However, it cannot be ruled out that they are related at other levels besides genetics.
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Affiliation(s)
- Yani Su
- Department of Clinical Laboratory Medicine, Cancer Hospital of Shantou University Medical College, Shantou, China
- Esophageal Cancer Prevention and Control Research Center, Cancer Hospital of Shantou University Medical College, Shantou, China
- Guangdong Esophageal Cancer Institute, Guangzhou, China
| | - Yunfeng Hu
- Department of Radiotherapy, Yan'an University Affiliated Hospital, Yan’an, China
| | - Yiwei Xu
- Department of Clinical Laboratory Medicine, Cancer Hospital of Shantou University Medical College, Shantou, China
- Esophageal Cancer Prevention and Control Research Center, Cancer Hospital of Shantou University Medical College, Shantou, China
- Guangdong Esophageal Cancer Institute, Guangzhou, China
| | - Mingyi Yang
- Department of Joint Surgery, Honghui Hospital, Xi’an Jiaotong University, Xi’an, China
- *Correspondence: Yuhui Peng, ; Fangcai Wu, ; Mingyi Yang,
| | - Fangcai Wu
- Esophageal Cancer Prevention and Control Research Center, Cancer Hospital of Shantou University Medical College, Shantou, China
- Guangdong Esophageal Cancer Institute, Guangzhou, China
- Department of Radiation Oncology, Cancer Hospital of Shantou University Medical College, Shantou, China
- *Correspondence: Yuhui Peng, ; Fangcai Wu, ; Mingyi Yang,
| | - Yuhui Peng
- Department of Clinical Laboratory Medicine, Cancer Hospital of Shantou University Medical College, Shantou, China
- Esophageal Cancer Prevention and Control Research Center, Cancer Hospital of Shantou University Medical College, Shantou, China
- Guangdong Esophageal Cancer Institute, Guangzhou, China
- *Correspondence: Yuhui Peng, ; Fangcai Wu, ; Mingyi Yang,
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