# Comorbidity Patterns and Management in Inpatients with Endocrine Diseases by Age Groups in South Korea: Nationwide Data

**Authors:** Sung-Soo Kim, Hun-Sung Kim

PMC · DOI: 10.3390/jpm14010042 · 2023-12-28

## TL;DR

This study analyzed comorbidity patterns in South Korean inpatients with endocrine diseases across different age groups to help develop better management strategies.

## Contribution

The study identifies age-specific comorbidity associations in endocrine disease patients using nationwide data and association rule mining.

## Key findings

- Common comorbidities include diabetes mellitus, hypertension, and lipid disorders across all age groups.
- Women were more frequently diagnosed with endocrine diseases and had a higher average age than men.
- Age-specific comorbidity patterns were identified using association rule mining techniques.

## Abstract

This study aimed to examine comorbidity associations across age groups of inpatients with endocrine diseases as the primary diagnosis throughout the life cycle to develop an effective management strategy. Data were obtained from the Korean National Hospital Discharge In-depth Injury Survey (KNHDS) from 2006 to 2021, involving 68,515 discharged patients aged ≥ 19 years with a principal diagnosis of endocrine disease. A database was constructed for analysis, extracting general characteristics and comorbidities. Employing R version 4.2.3, the Chi-squared test and the Apriori algorithm of ARM (association rule mining) were used for analyzing general characteristics and comorbidity associations. There were more women (53.1%) than men (46.9%) (p < 0.001, with women (61.2 ± 17.2) having a higher average age than men (58.6 ± 58.6) (p < 0.001). Common comorbidities include unspecified diabetes mellitus; essential (primary) hypertension; unspecified diabetes mellitus; and other disorders of fluid, electrolyte, and acid-base balance. Notably, type 2 diabetes mellitus, disorders of lipoprotein metabolism and other lipidemia, polyneuropathy in diseases classified elsewhere, retinal disorders in diseases classified elsewhere, and essential (primary) hypertension prevail across all age groups. Association rules further highlight specific comorbidities appearing selectively in certain age groups. In conclusion, establishing a management strategy for comorbidities in patients with a primary diagnosis of an endocrine disorder is necessary.

## Linked entities

- **Diseases:** type 2 diabetes mellitus (MONDO:0005148)

## Full-text entities

- **Diseases:** disorders (MESH:D009358), Type 2 (MESH:D003924), Retinal disorders (MESH:D012173), Disorders of lipoprotein metabolism (MESH:C563618), hypoglycemia (MESH:D007003), Diabetic retinopathy (MESH:D003930), CKD (MESH:D012080), Endocrine Diseases (MESH:D004700), dyslipidemia (MESH:D050171), liver diseases (MESH:D008107), Polyneuropathy (MESH:D011115), metabolic diseases (MESH:D008659), International (MESH:D000082122), of adrenal gland (MESH:D000307), disorders of pancreatic internal secretion (MESH:D010195), Type 1 diabetes mellitus (MESH:D003922), hypothyroidism (MESH:D007037), Sequelae of cerebrovascular disease (MESH:D002561), DM complication (MESH:D048909), (primary) hypertension (MESH:D000075222), Alcoholic liver disease (MESH:D008108), DM (MESH:D003920), neuropathy (MESH:D009422), Diabetic neuropathy (MESH:D003929), Chronic kidney disease (MESH:D051436), hyperkalemia (MESH:D006947), endocrine, nutritional, and metabolic diseases (MESH:D009750), GERD (MESH:D005764), Osteoporosis (MESH:D010024), Comorbidities (MESH:D004194), pathological fracture (MESH:D005598), injury to people or property (MESH:C000719191), Thyrotoxicosis (MESH:C566386), Chronic ischemic heart disease (MESH:D017202), retinal disorders in diseases (MESH:D012164), nontoxic goiter (OMIM:138800), Gastritis and duodenitis (MESH:D005756), hyperglycemia (MESH:D006943), anemias (MESH:D000740), duodenitis (MESH:D004382), Retinopathy (MESH:D058437), Glomerular disorders (MESH:D007674), hyperthyroidism (MESH:D006980), lipidemia (MESH:D006949), Diabetic gastroparesis (MESH:D018589), , electrolyte, and (MESH:D014883), Injury (MESH:D014947), hypokalemia (MESH:D007008), Angina pectoris (MESH:D000787), diabetic nephropathy (MESH:D003928), death (MESH:D003643), hypertension (MESH:D006973), Acute renal failure (MESH:D058186), (primary (MESH:D010538), of the urinary (MESH:D014548)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC10820538/full.md

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Source: https://tomesphere.com/paper/PMC10820538