Evidence map›Paper›PMID 40686673›Full record

ArticleEClinicalMedicine2025

Impact of COVID-19 on disease-specific mortality, healthcare resource utilization, and disease burden across a population over 1 billion in 31 countries: an interrupted time-series analysis.

Kyungseon Choi, Minseol Jang, Siin Kim, Sang Jun Park, Hae Sun Suh

Abstract read
In one paragraph

Article in EClinicalMedicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed
–field-weighted citation impact
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

11 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
  4. Article
  5. Paid and unpaid productivity losses across 28 European countries due to excess deaths and COVID-19 deaths from 2020 to 2023.The European journal of health economics : HEPAC : health economics in prevention and care · 2026
    Article
  6. Article
  7. Article
  8. Observational
  9. Article
  10. Article
  11. Article
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

5 authors.

Kyungseon ChoiDepartment of Regulatory Science, Graduate School, Kyung Hee University, Seoul, Republic of Korea.
Minseol JangDepartment of Regulatory Science, Graduate School, Kyung Hee University, Seoul, Republic of Korea.
Siin KimDepartment of Pharmacy, College of Pharmacy, Kyungsung University, Busan, Republic of Korea.
Sang Jun ParkDepartment of Ophthalmology, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea.
Hae Sun SuhDepartment of Regulatory Science, Graduate School, Kyung Hee University, Seoul, Republic of Korea.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The COVID-19 pandemic disrupted global health and affected chronic disease management. This study quantified the impact of the pandemic on disease-specific measures of health dynamics, such as mortality rates, healthcare resource utilization (HRU), and disease burden. Methods: An interrupted time-series analysis was performed by examining temporal trends across disease categories over two periods: pre-pandemic and pandemic (after January 2020). Monthly mortality data were collected from 31 countries, while monthly HRU and disease burden data were collected from South Korea. We defined primary outcomes as disease-specific mortality rate, number of patients, outpatient visits, days of hospitalization, disease burden, and per capita cost. We used a generalized least squares model with AR (1) residuals and an automated SARIMA model and Benjamini-Hochberg-adjusted q-values were applied for statistical significance (q < 0.05). Findings: A significant increase in disease-specific mortality was observed across multiple countries, with circulatory diseases showing the most widespread rise. HRU declined across most disease categories, including reductions in patient numbers, outpatient visits, and hospital stays; however, patient number showed sustained increase in neoplasm and mental disorder. Although changes in total direct medical costs varied by disease, per capita costs initially increased despite a decrease in the number of patients. Interpretation: The pandemic led to increased mortality and disease burden with limited access to healthcare services. Establishing resilient healthcare systems and appropriate public health policies are key to ensure continuity of care during national crises. Funding: Ministry of Food and Drug Safety of Korea; National Research Foundation of Korea; Korean Government; Korea Environment Industry & Technology Institute.

Indexed as

COVID-19Global healthHealthcare disruptionHealthcare resource utilizationImpactInterrupted-time series analysisMortality

Identifiers

PMID40686673
PMCPMC12273489

What OpenQuestion holds

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Registered trials

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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.