# ICD-10 Diagnoses prior to ME/CFS diagnosis in children and young people suggest potential early diagnostic indicators

**Authors:** Marielle Wirth, Burkhard Haastert, Ute Linnenkamp, Silke Andrich, Andrea Icks, Rafael Pricoco, Uta Behrends, Freia De Bock

PMC · DOI: 10.1038/s41598-026-40848-1 · Scientific Reports · 2026-02-26

## TL;DR

This study finds that certain health conditions recorded before a ME/CFS diagnosis in young people may indicate early signs of the disease.

## Contribution

The study identifies specific ICD-10 codes that precede ME/CFS diagnoses, suggesting potential early indicators.

## Key findings

- Conditions like fatigue, depression, and pain disorders were common before ME/CFS diagnosis.
- Rare diagnoses like fibromyalgia and mild cognitive impairment showed strong associations.
- Post-COVID-19 conditions had the highest odds ratio for later ME/CFS diagnosis.

## Abstract

To identify ICD-10-GM codes recorded in the year preceding a Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) diagnosis, we conducted a 1:5 matched case–control study using statutory health insurance data of 6–27-year-olds with ME/CFS (ICD-10-GM: G93.3, 2020–2022). Cases (n = 6,077) were matched 1:5 to controls by birth year, sex, and postal code. ICD-10-GM codes from the preceding year were analyzed using multivariable conditional logistic regression, reporting odds ratios (OR) and 95% confidence intervals. Most cases were female and aged 18–27 years. Forty-four ICD-10-GM code classes were associated with increased and four with decreased odds, spanning 13 diagnostic chapters. Most associations were in chapters F (mental/behavioral disorders), R (respiratory diseases), and M (musculoskeletal disorders). Frequent conditions included fatigue, depression, pain disorders, and somatoform disorders (≥ 10% in cases; ORs 1.11–2.19. Rare diagnoses (≤ 1% prevalence), such as fibromyalgia (OR 2.08, 95% CI: 1.20–3.59) and mild cognitive impairment (2.93, 1.21–7.10), were strongly associated. Four COVID-19 or vaccination-related code classes were identified, with post-COVID-19 condition showing the highest OR (3.84, 2.97–4.98). Several ICD-10-GM codes, including COVID-19 related codes, were associated with later ME/CFS diagnoses. Prospective studies should clarify timing relative to ME/CFS onset, and distinguish between pre-existing conditions, comorbidities, early manifestations, or misdiagnoses.

The online version contains supplementary material available at 10.1038/s41598-026-40848-1.

## Linked entities

- **Diseases:** fibromyalgia (MONDO:0005546)

## Full-text entities

- **Diseases:** PEM (MESH:D000092202), neurodevelopmental disorders (MESH:D002658), acne (MESH:D000152), Diseases of the genitourinary system (MESH:D000091642), infectious diseases (MESH:D003141), Post-COVID-19 condition (MESH:D000094024), Diseases of the nervous system (MESH:D009422), cognitive difficulties (MESH:D003072), depression (MESH:D003866), musculoskeletal conditions (MESH:D009140), irritable bowel syndrome (MESH:D043183), rhinitis (MESH:D012220), Diseases of the respiratory system (MESH:D015619), polio (MESH:D011051), ADHD (MESH:D001289), Endocrine (MESH:D004700), COVID-19 (MESH:D000086382), infections (MESH:D007239), fibromyalgia (MESH:D005356), Diseases of the digestive system (MESH:D004066), neurasthenia (MESH:D009440), viral infections (MESH:D014777), Diseases of the musculoskeletal system and connective tissue (MESH:D003240), Diseases of the blood and blood-forming organs (MESH:D006402), PCC (OMIM:115700), Hyperactive symptoms (MESH:D006948), ME/CFS (MESH:D015673), system disease (MESH:D034721), nutritional and metabolic diseases (MESH:D009750), disorders of the sense of smell and taste (MESH:D000857), Obesity (MESH:D009765), Fatigue (MESH:D005221), neoplasms (MESH:D009369), poisoning (MESH:D011041), dyspnea (MESH:D004417), Mental and behavioral disorders (MESH:D001523), pain disorder (MESH:D013001), inattentive symptoms (MESH:D001308), headache (MESH:D006261), orthostatic intolerance (MESH:D054971), Injury (MESH:D014947), multi (MESH:D015161), Diseases of the skin and subcutaneous tissue (MESH:D012871), Respiratory diseases (MESH:D012140), sleep disorders (MESH:D012893), influenza A (MESH:D007251), pain (MESH:D010146)
- **Chemicals:** CYP (-)
- **Species:** Homo sapiens (human, species) [taxon 9606], Human papillomavirus (species) [taxon 10566]

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## References

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Source: https://tomesphere.com/paper/PMC12949141