Evidence map›Paper›PMID 41807008›Full record

ArticleBMJ open2026

Risk factors for COVID-19 symptom severity across clinical categories among hospitalised patients in Kuala Lumpur, Malaysia: a prospective cohort study.

Nor Adzimah Johdi, Noraidatulakma Abdullah, Ying-Xian Goh, Joanna Ooi Su Min, Nor Azila Muhammad Azami, Muhammad Irfan Abdul Jalal, Azmawati Mohammed Nawi, Norfazilah Ahmad, Mohd Rohaizat Hassan, Anita Sulong and 31 more

Abstract read
In one paragraph

Article in BMJ open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

41 authors.

Nor Adzimah JohdiUKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.ORCID http://orcid.org/0000-0003-1953-112X
Noraidatulakma AbdullahUKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.ORCID http://orcid.org/0000-0002-7186-2455
Ying-Xian GohUKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Joanna Ooi Su MinDepartment of Anaesthesiology and Intensive Care, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Nor Azila Muhammad AzamiUKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.ORCID http://orcid.org/0000-0001-7724-6023
Muhammad Irfan Abdul JalalUKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.ORCID http://orcid.org/0000-0001-6911-3335
Azmawati Mohammed NawiDepartment of Public Health Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Norfazilah AhmadDepartment of Public Health Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.ORCID http://orcid.org/0009-0005-4428-5364
Mohd Rohaizat HassanDepartment of Public Health Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Anita SulongDepartment of Microbiology and Medical Immunology, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Najma KoriDepartment of Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Petrick PeriyasamyDepartment of Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Faisal HamidDepartment of Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Norrafidah Md SapuanHospital Canselor Tuanku Muhriz, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Sheela Bai Pannir SelvamCheras Health Clinic, Ministry of Health Malaysia, Cheras, Kuala Lumpur, Malaysia.
Noriah HajibCheras Health Clinic, Ministry of Health Malaysia, Cheras, Kuala Lumpur, Malaysia.
Norlaila MustafaDepartment of Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Noor Zetti Zainol RashidDepartment of Microbiology and Medical Immunology, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Sharifah Azura SallehInfection Control Unit, Hospital Canselor Tuanku Muhriz, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Hamidah AliasDepartment of Pediatrics, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Mohd Shahrir Mohamed SaidDepartment of Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Siti Norlia OthmanDepartment of Microbiology and Medical Immunology, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Poh Bee KoonCentre for Community Health Studies (ReaCH), Faculty of Health Sciences, Universiti Kebangsaan Malaysia, Kuala Lumpur, Malaysia.
Faizal Amri HamzahDepartment of Emergency Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Shamsuriani Md JamalDepartment of Emergency Medicine, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Razman JarminDepartment of Surgery, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Hanita OthmanDepartment of Pathology, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Khamsiah NawawiHospital Canselor Tuanku Muhriz, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Hanafiah HarunarashidDepartment of Surgery, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Mohammad Nizam MokhtarDepartment of Anaesthesiology and Intensive Care, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Wan Rahiza Wan MatDepartment of Anaesthesiology and Intensive Care, Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Azwa Shawani Kamalul ArifinUKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Aisyatul Najihah KhuzaimiUKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Nazihah Abd JalalUKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Norliza IsmailUKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Nurul Ain Mhd YusufUKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Andri DauniUKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Wan Ahmad Faisal Wan SallamUKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Ahmad Syafiq ShafieUKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Mohd Arman KamaruddinUKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia.
Rahman JamalUKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia rahmanj@hctm.ukm.edu.my.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesThis study aimed to quantify how patient risk factors relate to COVID-19 severity across categories 1-5 in a prospective, hospital-based cohort. We hypothesised that greater severity would be associated with higher odds of intensive care unit (ICU) admission and in-hospital mortality. Secondary aims were to assess associations with age, viral variants, symptom clusters, lymphocyte count, fasting blood glucose and cytokine profiles.

designProspective cohort study.

settingA secondary-care/tertiary-care hospital and linked community settings in Cheras, Kuala Lumpur, Malaysia.

participantsThis study was nested within the COVGEN project, a prospective COVID-19 cohort conducted at Hospital Canselor Tuanku Muhriz UKM (HCTM), Cheras Health Clinic and the Bandar Tun Razak COVID-19 Assessment Centre in Cheras, Kuala Lumpur, Malaysia, from 1 August 2021 to 31 October 2022. 2532 participants were enrolled at baseline. Eligible participants were Malaysian citizens aged 12-18 years (paediatric/adolescent) or ≥18 years who had reverse transcription-polymerase chain reaction-confirmed COVID-19 at recruitment and resided in Kuala Lumpur or Selangor. Patients who had a clinically unstable condition and those who declined participation (personally or via a next-of-kin or legal representative) were excluded. This analysis included 559 patients hospitalised at HCTM; after excluding five with incomplete questionnaires, 554 remained for analysis (413 admitted to general wards and 141 to ICUs). Categories 3-5 comprised hospitalised patients, whereas categories 1-2 included hospitalised individuals and a subset recruited from community settings. PRIMARY AND SECONDARY OUTCOME MEASURES: Primary outcomes included disease severity (categories 4-5 vs 1-3), ICU admission and in-hospital mortality. Secondary outcomes included associations with age strata, viral variant (delta vs omicron), symptom clusters, lymphocyte count, fasting blood glucose and cytokines: interferon gamma-inducible protein 10, interferon gamma, interleukins 8, 10, 2, 6 and 7 and tumour necrosis factor alpha.

results141 of 554 (25.5%) patients required ICU care. Compared with milder categories, category 5 was associated with markedly higher odds of ICU admission (OR 204.50; 95% CI 37.54 to 1114.18; p<0.001) and death (OR 13.20, 95% CI 3.97 to 43.86; p<0.05). Older age was associated with greater severity: >55 versus <36 years for categories 3 (OR 4.575; 95% CI 1.472 to 14.218; p=0.009) and 5 (OR 18.003; 95% CI 1.139 to 284.601; p=0.040) and 36-55 versus <36 years for category 5 (OR 18.412; 95% CI 1.094 to 309.951; p=0.043). Delta accounted for 47.7% of infections compared with 17.9% for omicron, with a higher proportion of category 4 presentations among delta cases. Systemic, pulmonary/respiratory and gastrointestinal symptoms, lymphopenia, hyperglycaemia and elevated cytokines were each associated with increasing severity (p<0.05).

conclusionsAn increasing clinical severity category was strongly associated with ICU admission and mortality. Age, delta infection, specific symptom clusters, lymphopenia, hyperglycaemia and pro-inflammatory cytokines identified higher-risk patients, supporting risk-stratified management and prioritisation for enhanced monitoring.

Indexed as

COVID-19HospitalizationAdolescentAdultAgedChildFemaleHospital MortalityHumansIntensive Care UnitsMalaysiaMaleMiddle AgedProspective StudiesRisk FactorsSARS-CoV-2COVID-19EpidemiologyInfection controlMICROBIOLOGYPublic healthVIROLOGY

Identifiers

PMID41807008
PMCPMC12983835

What Socratic holds

Textmetadata
LicenceCC BY-NC
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Registered trials

None linked

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 Socratic graph.