# Comorbidities and Concomitant Medications in Middle-Aged Japanese People According to the Charlson Comorbidity Index and Age: Results of the NDB-K7Ps-Study-3

**Authors:** Airi Sekine, Kei Nakajima

PMC · DOI: 10.3390/epidemiologia7020034 · 2026-03-02

## TL;DR

This study examines comorbidities and medications in middle-aged Japanese people, revealing differences based on age and comorbidity index.

## Contribution

The study highlights overlooked comorbidities and medications not included in the standard Charlson Comorbidity Index.

## Key findings

- Allergic rhinitis was a leading comorbidity across all age groups and CCI categories.
- Individuals with CCI ≥ 4 in the 40–44 age group had higher prevalence of cardiometabolic diseases compared to older groups with CCI = 0.
- Pharmacotherapy patterns varied between CCI categories despite similar medication rankings across age groups.

## Abstract

Background/Objectives: The Charlson Comorbidity Index (CCI), which focuses on 19 comorbid diseases and conditions, has been widely used as a valid predictor of mortality. This study aimed to comprehensively examine the prevalence of nearly all comorbidities and concomitant medications according to CCI classification (CCI = 0 and CCI ≥ 4) and age group (aged 40–44 and 70–74 years) in middle-aged Japanese adults. Methods: The present study included 9,182,226 individuals who underwent health checkups from April 2018 to March 2019. A total of 15,916 cases of diagnosed diseases and conditions, including communicable diseases; diseases of the eye, ear, skin, and musculoskeletal system; and psychiatric disorders, were investigated alongside 16,886 prescribed medications. Results: The prevalence of allergic rhinitis was ranked among the leading comorbidities in all age groups and CCI categories. Individuals with a CCI ≥ 4 in the 40–44 age group showed a higher prevalence of cardiometabolic diseases such as hypertension, diabetes, and dyslipidemia compared with individuals with a CCI = 0 in the 70–74 age group. Furthermore, individuals with a CCI ≥ 4 in the 40–44 age group also had a higher prevalence of communicable diseases, gastrointestinal symptoms, iron deficiency anemia, and psychiatric disorders compared with individuals with a CCI = 0 in the 70–74 age group. The ranking for prescribed medications was essentially the same between age groups, but was found to differ between CCI categories. Conclusions: This study identified overlooked comorbidities and concomitant medications that are not accounted for in the 19 conditions included in the CCI, which may be important prognostic factors in determining mortality. Although patients with more comorbidities were found to be more frequently diagnosed with cardiometabolic diseases regardless of their age, the presence of pharmacotherapy may be dependent on age.

## Linked entities

- **Diseases:** allergic rhinitis (MONDO:0011786), diabetes (MONDO:0005015), dyslipidemia (MONDO:0002525), iron deficiency anemia (MONDO:0001356)

## Full-text entities

- **Genes:** MTG1 (mitochondrial ribosome associated GTPase 1) [NCBI Gene 92170] {aka GTP, GTPBP7}, GGT1 (gamma-glutamyltransferase 1) [NCBI Gene 2678] {aka CD224, D22S672, D22S732, GGT, GGT 1, GGTD}, SLC17A5 (solute carrier family 17 member 5) [NCBI Gene 26503] {aka AST, ISSD, NSD, SD, SIALIN, SIASD}, GPT (glutamic--pyruvic transaminase) [NCBI Gene 2875] {aka AAT1, ALT, ALT1, GPT1, SGPT}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}
- **Diseases:** chronic gastritis (MESH:D005756), coronary artery disease (MESH:D003324), gastrointestinal conditions (MESH:D005767), chronic obstructive pulmonary disease (MESH:D029424), numbness (MESH:D006987), frailty (MESH:D000073496), diabetes (MESH:D003920), neuropathy (MESH:D009422), HHS (MESH:D006944), AIDS (MESH:D000163), acute bronchitis (MESH:D001991), esophageal cancer (MESH:D004938), sleep disorders (MESH:D012893), psychiatric disorders (MESH:D001523), iron deficiency anemia (MESH:D018798), portal hypertension (MESH:D006975), hypercholesterolemia (MESH:D006937), gastric ulcer (MESH:D013276), diseases of the eye, ear, skin, and musculoskeletal system (MESH:D004427), hypothyroidism (MESH:D007037), pneumonia (MESH:D011014), death (MESH:D003643), nephropathy (MESH:D007674), depressive episodes (MESH:D003866), type 2 diabetes (MESH:D003924), cataract (MESH:D002386), leukemia (MESH:D007938), allergic conjunctivitis (MESH:D003233), Comorbidity (MESH:D004194), diabetic coma (MESH:D003926), peripheral neuropathy (MESH:D010523), diabetic complications (MESH:D048909), constipation (MESH:D003248), diabetic retinopathy (MESH:D003930), maternal and neonatal diseases (MESH:D007232), CCI (MESH:C566784), acute upper respiratory infection (MESH:D012141), peripheral vascular disease (MESH:D016491), ischemic stroke (MESH:D002544), injury to (MESH:D014947), infection (MESH:D007239), neuralgia (MESH:D009437), variceal bleeding (MESH:D014648), Dyslipidemia (MESH:D050171), Allergic rhinitis (MESH:D065631), acute coronary syndrome (MESH:D054058), allergic agents (MESH:D004342), fatty liver (MESH:D005234), inflammatory (MESH:D007249), COVID-19 (MESH:D000086382), hyperuricemia (MESH:D033461), cardiometabolic disease (MESH:D024821), liver dysfunction (MESH:D017093), lymphoma (MESH:D008223), gout (MESH:D006073), congestive heart failure (MESH:D006333), communicable diseases (MESH:D003141), liver disease (MESH:D008107), osteoporosis (MESH:D010024), poisoning (MESH:D011041)
- **Chemicals:** Rosuvastatin Calcium (MESH:D000068718), TG (MESH:D014280), azilsartan (MESH:C521273), alcohol (MESH:D000438), eldecalcitol (MESH:C547512), Loxoprofen Sodium Hydrate (MESH:C040656), common cold drugs (-), Mecobalamin (MESH:C019476), Acetaminophen (MESH:D000082), Dextromethorphan Hydrobromide Hydrate (MESH:D003915), Sitagliptin Phosphate Hydrate (MESH:D000068900), Fexofenadine Hydrochloride (MESH:C093230), Vitamin D (MESH:D014807), Cefcapene Pivoxil Hydrochloride (MESH:C425944), Metformin Hydrochloride (MESH:D008687), L-Carbocisteine (MESH:D002233), Vitamin B12 (MESH:D014805), Linagliptin (MESH:D000069476), creatinine (MESH:D003404), Tranexamic Acid (MESH:D014148), Rebamipide (MESH:C052785)
- **Species:** Homo sapiens (human, species) [taxon 9606]

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Source: https://tomesphere.com/paper/PMC13010749