Evidence map›Paper›PMID 41868695›Full record

ArticleNeurobiology of stress2026

Mathematical modeling of the cortisol stress response to develop indicators that are applicable across studies.

Laura de Nooij, Jonathan F Posthuma, Robert Miller, Milou S C Sep, Conny Quaedflieg, Dennis Hernaus, STRESS-EU Consortium, Christiaan H Vinkers, Erno J Hermans

Abstract read
In one paragraph

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

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0citing papers in PubMed
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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

9 authors.

Laura de NooijRadboud University Medical Centre, Donders Institute for Brain, Cognition and Behaviour, the Netherlands.
Jonathan F PosthumaRadboud University Medical Centre, Donders Institute for Brain, Cognition and Behaviour, the Netherlands.
Robert MillerPsychologische Hochschule Berlin, Germany.
Milou S C SepDepartment of Psychiatry, Amsterdam University Medical Center Location Vrije Universiteit Amsterdam, the Netherlands.
Conny QuaedfliegDepartment of Neuropsychology and Psychopharmacology, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, the Netherlands.
Dennis HernausDepartment of Psychiatry & Neuropsychology, School for Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands.
STRESS-EU Consortium
Christiaan H VinkersDepartment of Psychiatry, Amsterdam University Medical Center Location Vrije Universiteit Amsterdam, the Netherlands.
Erno J HermansRadboud University Medical Centre, Donders Institute for Brain, Cognition and Behaviour, the Netherlands.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Growing interest in interindividual differences in stress neuroendocrinology has created a need to combine data from multiple laboratory acute stress induction studies to allow large-scale individual participant data (IPD) meta-analyses. However, established cortisol stress response indicators such as area under the curve (AUC) are inherently affected by sampling timing and duration, although to what extent remains unknown. Here, we leveraged a large, combined dataset (STRESS-EU; n = 1295) to develop novel model-based indicators that can accommodate variability in sampling schedules. These were based on modeled individual response curves that achieve full data inter- and extrapolation. We validated this method with simulated and independent data. Crucially, combined data simulations particularly showed higher accuracy for model-based versus conventional 'observation-based' AUC indicators with variability in sampling duration. In conclusion, our novel method harmonizes cortisol response indicator estimates for combined data, yielding opportunities for IPD meta-analyses of acute stress test studies that could greatly advance the field.

Indexed as

Acute stress testArea under the curveCortisol responseSalivary cortisolStatistical modelingStress induction

Identifiers

PMID41868695
PMCPMC13000537

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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.