ArticleScientific reports2018
Multimorbidity patterns in relation to polypharmacy and dosage frequency: a nationwide, cross-sectional study in a Japanese population.
Article in Scientific reports, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 69 papers, 6 of them syntheses that pooled it.
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Who cites it
69 citing papers in PubMed, 6 syntheses or guidelines pooled it, 120 citations in OpenAlex.
- Patterns of multimorbidity, their outcomes and analytical methods for their determination: a systematic review.BMC public health · 2026Pooled it
- BSG/ACPGBI guidance on the management of colorectal polyps in patients with limited life expectancy.Gut · 2025Guideline
- Association between Dynapenia and Multimorbidity in Community-Dwelling Older Adults: A Systematic Review.Annals of geriatric medicine and research · 2024Pooled it
- Prevalence and predictors of medication non-adherence among people living with multimorbidity: a systematic review and meta-analysis.BMJ open · 2021Pooled it
- A Systematic Review of the Patterns of Associative Multimorbidity in Asia.BioMed research international · 2021Pooled it
- Do replicable profiles of multimorbidity exist? Systematic review and synthesis.European journal of epidemiology · 2019Pooled it
- Multimorbidity Among Patients Receiving Home Care in Japan: Prevalence, Levels, and Association With Emergency Home Visits.Journal of general and family medicine · 2026Article
- Patient Perceptions of Artificial Intelligence-Supported Shared Decision-Making in UK Primary Care for Multiple Long-Term Conditions: Qualitative Study.Journal of medical Internet research · 2026Article
- Impact of Heart Disease and Multimorbidity on Oral Frailty in Japanese Community-Dwelling Older Adults.Circulation reports · 2026Article
- Declines in Activities in Daily Living of Older Adults with Sarcopenia Were Associated with Gait Speed.Medicina (Kaunas, Lithuania) · 2026Article
- Development of a risk assessment model for multimorbidity of diabetes, hypertension, and coronary heart disease with XGBoost in primary care in Shanghai, China: a retrospective study.BMC cardiovascular disorders · 2026Article
- Air pollution exposure and multimorbidity patterns: evidence from a national cohort study in China.BMC public health · 2025Article
- Development and validation of a Japanese version of the multimorbidity treatment burden questionnaire.Scientific reports · 2025Article
- Multimorbidity patterns and prevalence among geriatric patients in Japanese hospital dentistry.BMC geriatrics · 2025Article
- Evaluating the Use of a Note-Taking App by Japanese Resident Physicians: Nationwide Cross-Sectional Study.JMIR formative research · 2025Article
- Factors associated with hypertonic dehydration in older Japanese outpatients.Journal of general and family medicine · 2025Article
- Article
- Exploring patterns of multimorbidity in South Korea using exploratory factor analysis and non negative matrix factorization.Scientific reports · 2025Article
- Family physicians have greater ambiguity tolerance in the clinical context: A nationwide cross-sectional study.Journal of general and family medicine · 2025Article
- Correlation between sleep and multimorbidity in community-dwelling older adults in Hunan Province: a cross-sectional study.Frontiers in public health · 2025Article
9 more citing papers are in PubMed but not listed here.
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Authors and funding
5 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
In the present study, we aimed to identify multimorbidity patterns in a Japanese population and investigate whether these patterns have differing effects on polypharmacy and dosage frequency. Data was collected on 17 chronic health conditions via nationwide cross-sectional survey of 3,256 adult Japanese residents. Factor analysis was performed to identify multimorbidity patterns, and associations were determined with excessive polypharmacy [concurrent use of ≥ 10 prescription or over-the-counter (OTC) medications] and higher dosage frequency ( ≥ 3 doses per day). Secondary outcomes were the number of concurrent prescription medications and the number of concurrent OTC medications. We used a generalized linear model to adjust for individual sociodemographic characteristics. Five multimorbidity patterns were identified: cardiovascular/renal/metabolic, neuropsychiatric, skeletal/articular/digestive, respiratory/dermal, and malignant/digestive/urologic. Among these patterns, malignant/digestive/urologic and cardiovascular/renal/metabolic patterns showed the strongest associations with excessive polypharmacy and the number of concurrent OTC medications. Malignant/digestive/urologic, respiratory/dermal, and skeletal/articular/digestive patterns were also associated with higher dosage frequency. Multimorbidity patterns have differing effects on excessive polypharmacy and dosage frequency. Malignant/digestive/urologic pattern may be at higher risk of impaired medication safety and increased treatment burden, than other patterns. Continued study is warranted to determine how to incorporate multimorbidity patterns into risk assessments of polypharmacy and overall treatment burden.
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