Factors Associated with In-Hospital Mortality and Transfer in Pneumonia Patients: A Competing Risks Regression Analysis at Bangkhla Hospital
Main Article Content
Abstract
Background: Pneumonia remains a major cause of hospitalization and death, particularly among older adults and patients with comorbidities. However, evidence on predictors of inhospital mortality and inter-hospital transfer in community hospitals remains limited. This study aimed to identify factors associated with in-hospital mortality and referral/transfer among hospitalized adults with pneumonia at a community hospital in Thailand using FineGray competing-risks regression. Materials and Methods: This retrospective cohort study included adults aged ≥18 years hospitalized with pneumonia at Bangkhla Hospital, Thailand, between 2015 and 2025. Data were extracted from electronic medical records and ICD diagnostic codes. Variables included demographic characteristics, body mass index (BMI), Charlson comorbidity group, and admission body temperature. The primary outcome was inhospital death, and the secondary outcome was referral/transfer to another hospital. Fine - Gray competing-risks regression was used to estimate subdistribution hazard ratios (SHRs). Discharge alive and referral/transfer were treated as competing events for the mortality model, whereas discharge alive and in-hospital death were treated as competing events for the referral/transfer model. Statistical significance was defined as p <0.05. Results: A total of 1,816 patients were included; 1,815 had complete discharge outcome data. The mean age was 50.53 ± 18.42 years, and 430 patients (23.68%) were aged ≥65 years. Most patients were discharged alive (n = 1,712; 94.33%), whereas 30 patients (1.65%) died in hospital, and 73 (4.02%) were referred/transferred. In the adjusted mortality model, age ≥65 years (adjusted SHR 2.59, 95% CI 1.06-6.34; p = 0.038), BMI <18.5 kg/m² (adjusted SHR 4.72, 95% CI 1.41- 15.82; p = 0.012), and ≥2 comorbidities (adjusted SHR 6.20, 95% CI 2.37-16.25; p <0.001) were significantly associated with in-hospital death. Admission temperature <36.7°C or >37.8°C was not significantly associated with mortality after adjustment. For referral/transfer, age ≥65 years was the only significant factor (adjusted SHR 2.64, 95% CI 1.53 -4.56; p <0.001). Conclusion: In this community-hospital cohort, older age, underweight status, and multiple comorbidities were associated with in-hospital mortality, while older age was associated with referral/transfer. Early risk assessment may support monitoring, treatment planning, and timely referral in community hospital settings.
Downloads
Article Details

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Articles in this journal are copyrighted by the Royal Thai Army Medical Department and published under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) license.
may be read and used for academic purposes, such as teaching, research, or citation, with proper credit given to the author and the journal.
Use or modification of the articles is prohibited without permission.
Statements expressed in the articles are solely the opinions of the authors.
Authors are fully responsible for the content and accuracy of their articles.
Any other republication of the articles requires permission from the journal.
References
GBD 2019 LRI Collaborators. Age-sex differences in the global burden of lower respiratory infections and risk factors, 1990-2019: results from the Global Burden of Disease Study 2019. Lancet Infect Dis. 2022;22(11):1626-47. doi:10.1016/S1473-3099(22)00510-2.
Jain S, Self WH, Wunderink RG, Fakhran S, Balk R, Bramley AM, et al. Community-acquired pneumonia requiring hospitalization among U.S. adults. N Engl J Med. 2015;373(5):415-27. doi:10.1056/NEJMoa1500245.
Song JH, Thamlikitkul V, Hsueh PR. Clinical and economic burden of community-acquired pneumonia amongst adults in the Asia-Pacific region. Int J Antimicrob Agents. 2011;38(2):108-17. doi:10.1016/j.ijantimicag.2011.02.017.
Strategy and Planning Division, Office of the Permanent Secretary, Ministry of Public Health. Public Health Statistics A.D. 2021 [Internet]. Nonthaburi: Strategy and Planning Division, Office of the Permanent Secretary, Ministry of Public Health; 2022 [cited 2026 Jun 28]. Available from: https://spd.moph.go.th/wp-content/uploads/2022/11/Hstatistic64.pdf
Lim WS, Baudouin SV, George RC, Hill AT, Jamieson C, Le Jeune I, et al. BTS guidelines for the management of community acquired pneumonia in adults: update 2009. Thorax. 2009;64 Suppl 3:iii1-55. doi:10.1136/thx.2009.121434.
Fine MJ, Auble TE, Yealy DM, Hanusa BH, Weissfeld LA, Singer DE, et al. A prediction rule to identify low-risk patients with community-acquired pneumonia. N Engl J Med. 1997;336(4):243-50. doi:10.1056/NEJM199701233360402.
Olsen SJ, Laosiritaworn Y, Siasiriwattana S, Chunsuttiwat S, Dowell SF. The incidence of pneumonia in rural Thailand. Int J Infect Dis. 2006;10(6):439-45. doi:10.1016/j.ijid.2006.06.004.
Aujesky D, Auble TE, Yealy DM, Stone RA, Obrosky DS, Meehan TP, et al. Prospective comparison of three validated prediction rules for prognosis in community-acquired pneumonia. Am J Med. 2005;118(4):384-92. doi:10.1016/j.amjmed.2005.01.006.
Lim WS, van der Eerden MM, Laing R, Boersma WG, Karalus N, Town GI, et al. Defining communityacquired pneumonia severity on presentation to hospital: an international derivation and validation study. Thorax. 2003;58(5):377-82. doi:10.1136/thorax.58.5.377.
Marrie TJ, Wu L. Factors influencing in-hospital mortality in community-acquired pneumonia: a prospective study of patients not initially admitted to the ICU. Chest. 2005;127(4):1260-70.
Zhang ZX, Zhang W, Liu P, Yang Y, Tan WC, Ng HS, et al. Prognostic value of Pneumonia Severity Index, CURB-65, CRB-65, and procalcitonin in community-acquired pneumonia in Singapore. Proc Singapore Healthc. 2016;25(3):139-47. doi:10.1177/2010105815623292.
Metersky ML, Waterer G, Nsa W, Bratzler DW. Predictors of in-hospital vs postdischarge mortality in pneumonia. Chest. 2012;142(2):476-81. doi:10.1378/chest.11-2393.
Mortensen EM, Coley CM, Singer DE, Marrie TJ, Obrosky DS, Kapoor WN, et al. Causes of death for patients with community-acquired pneumonia: results from the Pneumonia Patient Outcomes Research Team cohort study. Arch Intern Med. 2002;162(9):1059-64. doi:10.1001/archinte.162.9.1059.
Ugajin M, Yamaki K, Iwamura N, Yagi T, Asano T. Blood urea nitrogen to serum albumin ratio independently predicts mortality and severity of community-acquired pneumonia. Int J Gen Med. 2012;5:583-9. doi:10.2147/IJGM.S33628.
Diaz JV, Riviello ED, Papali A, Adhikari NKJ, Ferreira JC. Global critical care: moving forward in resource-limited settings. Ann Glob Health. 2019;85(1):3. doi:10.5334/aogh.2413.
Tangcharoensathien V, editor. Thailand health system review. Manila: World Health Organization Regional Office for the Western Pacific; 2024. https://www.ihppthaigov.net/sa22/publication/download/fl_1721879588746.pdf
Corrales-Medina VF, Musher DM, Wells GA, Chirinos JA, Chen L, Fine MJ. Cardiac complications in patients with community-acquired pneumonia: incidence, timing, risk factors, and association with short-term mortality. Circulation. 2012;125(6):773-81. doi:10.1161/CIRCULATIONAHA.111.040766.
McFadden JP, Price RC, Eastwood HD, Briggs RS. Raised respiratory rate in elderly patients: a valuable physical sign. Br Med J (Clin Res Ed). 1982;284(6316):626-7. doi:10.1136/bmj.284.6316.626.
Chen JH, Chang SS, Liu JJ, Chan RC, Wu JY, Wang WC, et al. Comparison of clinical characteristics and performance of pneumonia severity score and CURB-65 among younger adults, elderly and very old subjects. Thorax. 2010;65(11):971-7. doi:10.1136/thx.2009.129627.
Mody L, Sun R, Bradley S. Community-acquired pneumonia in older veterans: does the pneumonia prognosis index help? J Am Geriatr Soc. 2002;50(3):434-8. doi:10.1046/j.1532- 5415.2002.50107.x.
Schuetz P, Koller M, Christ-Crain M, Steyerberg E, Stolz D, Müller C, et al. Predicting mortality with pneumonia severity scores: importance of model recalibration to local settings. Epidemiol Infect. 2008;136(12):1628-37. doi:10.1017/S0950268808000435.
Bartlett JG, Dowell SF, Mandell LA, File TM Jr, Musher DM, Fine MJ. Practice guidelines for the management of community-acquired pneumonia in adults. Infectious Diseases Society of America. Clin Infect Dis. 2000;31(2):347-82. doi:10.1086/313954.
Parsonage M, Nathwani D, Davey P, Barlow G. Evaluation of the performance of CURB-65 with increasing age. Clin Microbiol Infect. 2009;15(9):858-64. doi:10.1111/j.1469-0691.2009.02908.x.
Abisheganaden J, Ding YY, Chong WF, Heng BH, Verma A, Lim TK. Health-care associated pneumonia (HCAP): identification of low and high-risk patients. Curr Respir Med Rev. 2015;11(3):241-6. doi:10.2174/1573398X11666150928194824.