Evidence map›Paper›PMID 41913281›Full record

ArticleBiology of sex differences2026

Decoding sex and gender effects on health: evidence from a nationwide cohort.

Caroline E Gebhard, Bianca Gysi, Pimrapat Gebert, Nidaa Mikail, Livia Liechti, Patrick R Schmidlin, Adriana Vinzens, Achi Haider, Susan Bengs, Valerie Treyer and 18 more

Abstract readMulticenter Study
In one paragraph

Article in Biology of sex differences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

28 authors.

Caroline E Gebhard *Intensive Care Unit, Department of Acute Medicine, University Hospital Basel, Petersgraben 4, 4031, Basel, Switzerland. evacaroline.gebhard@usb.ch.
Bianca Gysi *Intensive Care Unit, Department of Acute Medicine, University Hospital Basel, Petersgraben 4, 4031, Basel, Switzerland.
Pimrapat GebertInstitute of Biometry and Clinical Epidemiology, Charité, Universitätsmedizin Berlin, Berlin, Germany.
Nidaa MikailDepartment of Nuclear Medicine, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
Livia LiechtiClinic of Conservative and Preventive Dentistry, Center of Dental Medicine, University of Zurich, Zurich, Switzerland.
Patrick R SchmidlinClinic of Conservative and Preventive Dentistry, Center of Dental Medicine, University of Zurich, Zurich, Switzerland.
Adriana VinzensDepartment of Nuclear Medicine, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
Achi HaiderDepartment of Nuclear Medicine, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
Susan BengsDepartment of Nuclear Medicine, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
Valerie TreyerDepartment of Nuclear Medicine, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
Philipp K BuehlerInstitute of Intensive Care, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
Reto A SchuepbachInstitute of Intensive Care, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
Annelies S ZinkernagelDepartment of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
Silvio D BruggerDepartment of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
Dimitri PatrikiDepartment of Cardiology, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
Benedikt WiggliInfectious Diseases and Hospital Epidemiology, Department of Internal Medicine, Cantonal Hospital of Baden, Baden, Switzerland.
Jürg H BeerCenter for Molecular Cardiology, University of Zurich, Schlieren, Switzerland.
Andrée FriedlInfectious Diseases and Hospital Epidemiology, Department of Internal Medicine, Cantonal Hospital of Baden, Baden, Switzerland.
Raphael TwerenboldDepartment of Cardiology, University Hospital Basel, Basel, Switzerland.
Gabriela M KusterDepartment of Cardiology, University Hospital Basel, Basel, Switzerland.
Joerg C SchefoldDepartment of Intensive Care Medicine, Inselspital Bern University Hospital, University of Bern, Bern, Switzerland.
Thibaud SpinettiDepartment of Intensive Care Medicine, Inselspital Bern University Hospital, University of Bern, Bern, Switzerland.
Pedro D Wendel-GarciaInstitute of Intensive Care, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
Daniel A HofmaennerInstitute of Intensive Care, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
Thomas ScheierDepartment of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
Martin SiegemundIntensive Care Unit, Department of Acute Medicine, University Hospital Basel, Petersgraben 4, 4031, Basel, Switzerland.
Vera Regitz-Zagrosek *Charité, Universitätsmedizin Berlin, Berlin, Germany.
Catherine Gebhard *Department of Nuclear Medicine, University Hospital Zurich, University of Zurich, Zurich, Switzerland.

Funding

Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung 196140Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung 211422University Hospital Zurich foundation USZF270808University of Zurich CRPP Precision Medicine Bacterial Infections
6 · The paper itself

Abstract

backgroundValidated tools to assess gender are essential for clinical and population research but remain scarce and unstandardized. Understanding how sociocultural gender interacts with biological sex in shaping disease risk is critical for precision medicine. We aimed to investigate the association of sex and gender with cardiovascular risk factors and common comorbidities, and to refine an existing composite Gender score in a Swiss cohort.

methodsThis multicenter prospective study conducted in three tertiary and one regional hospital included outpatients and inpatients with PCR-confirmed SARS-CoV-2 infection (n = 2,690; estimation and internal validation sets) and outpatients with periodontitis (n = 337; external validation set). Gender-related variables were acquired via questionnaire. Logistic regression models and propensity score matching were used to assess associations between sex, gender, and the prevalence of cardiometabolic and chronic health conditions.

resultsA total of 3,027 individuals (46.3% women; mean age 45 ± 17 years) were included. The composite Gender Score predicted biological sex with good accuracy (ROC 0.776-0.809). Biological sex was more strongly associated with most cardiometabolic risk factors, stroke, immune disorders, and bone diseases, whereas gender showed limited independent associations. For diabetes, female sex was inversely associated with diabetes prevalence, while a more feminine gender profile was positively associated. These opposing associations persisted after accounting for gender in matched analyses, illustrating that sex and gender may contribute differently to specific metabolic outcomes.

conclusionSociocultural variables can accurately approximate biological sex and are differentially associated with health outcomes. In this cohort, biological sex explained most associations with cardiometabolic and chronic conditions, while gender effects were modest and condition-specific. The divergent associations observed for diabetes highlight that sex and gender are related but distinct constructs that should be considered jointly. Integrating both dimensions may improve future approaches to risk stratification, although these findings require confirmation in prospective and diverse populations.

Indexed as

COVID-19Sex CharacteristicsAdultAgedCardiovascular DiseasesCohort StudiesComorbidityFemaleHumansMaleMiddle AgedPeriodontitisProspective StudiesRisk FactorsSex FactorsSwitzerlandCardiometabolic riskGenderSexSociocultural

Identifiers

PMID41913281
PMCPMC13154686

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.