Comparison of the Inflammatory Markers with the Ranson Scoring System to Predict the Severity of Acute Pancreatitis
Keywords:
Acute Pancreatitis; Neutrophil-to-Lymphocyte Ratio; Lymphocyte-to-Monocyte Ratio; Prognostic Nutritional Index; Severity Prediction.Abstract
OBJECTIVE: To assess the clinical usefulness of inflammation markers, including the Neutrophil-to-Lymphocyte Ratio (NLR), Lymphocyte-to-Monocyte Ratio(LMR), and Prognostic Nutritional Index (PNI), to determine the severity of AP dose in relation to the Ranson score.
METHODOLOGY: The cross-sectional study was conducted in the General Surgery Department of Dr Ruth K.M. Pfau Civil Hospital, Karachi, between January and June 2022. We recruited 288 adult patients with AP using purposive sampling. Patients with chronic pancreatitis, severe comorbid illnesses, or incomplete records were excluded. We recorded laboratory parameters and demographic information on Admission. We used complete blood counts to calculate NLR, LMR, and PNI. We used the Ranson score at Admission and 48 hours to assess severity. We compared the accuracy of the inflammatory measures in diagnosing (sensitivity, specificity, PPV, NPV, AUC) with the Ranson score. SPSS v24.0 was used to analyze the data.
RESULTS: The average age of patients was 41.1±?11.1 years (55.2% were females). The percentage of severe cases of AP was 33%. NLR showed the highest diagnostic accuracy (90.97%), with a sensitivity of 81.1% and specificity of 95.9%, followed by PNI (85.42%) and LMR (80.03%). NLR had better performance among male patients and those aged 50 years or less.
CONCLUSION: NLR is a sensitive early indicator of the severity of acute pancreatitis with good diagnostic performance. It is easy to access; hence, it is an excellent resource for initiating treatment in the early days of AP, until conventional scoring systems are completed.
References
1. Beyer G, Hoffmeister A, Lorenz P, Lynen P, Lerch MM, Mayerle J. Clinical Practice Guideline—Acute and Chronic Pancreatitis. Dtsch Arztebl Int. 2022; 119(29-30): 495-501.
2. Yang Q, Gao Y, Li Z, Zheng J, Fu H, Ma Y. Analysis of Risk Factors for Severe Acute Pancreatitis in the Early Period (<24 h) After Admission. J Emerg Med. 2024 Jul; 67(1): e1-e9. doi: 10.1016/j.jemermed.2024.02.011. Epub 2024 Feb 16.
3. Chatila AT, Bilal M, Guturu P. Evaluation and management of acute pancreatitis. World J Clin Cases. 2019 May 6; 7(9): 1006-1020. doi: 10.12998/wjcc.v7.i9.1006.
4. Alam L, Khan RSA, Kazmi SKH, Din R ud. Outcome of patients with acute severe necrotizing pancreatitisin a dedicated hepato-biliary unit of Pakistan. Pak J Med Sci. 2021; 37(3). https://doi.org/10.12669/pjms.37.3.3440.
5. Shah F, Imranullah M, Noshad MQ, Kumar A, Rehman T, Khan U. Patients' Prognosis in a Pakistani Hepato-Biliary Unit Treating Acute Severe Necrotizing Pancreatitis. Pak J Med Health Sci. 2022; 16(05): 1588. https://doi.org/10.53350/pjmhs221651588.
6. Hu JX, Zhao CF, Wang SL, Tu XY, Huang WB, Chen JN et al. Acute pancreatitis: A review of diagnosis, severity prediction and prognosis assessment from imaging technology, scoring system and artificial intelligence. World J Gastroenterol. 2023 Oct 7; 29(37): 5268-5291. doi: 10.3748/wjg.v29.i37.5268.
7. Ong Y, Shelat VG. Ranson score to stratify severity in Acute Pancreatitis remains valid - Old is gold. Expert Rev Gastroenterol Hepatol. 2021 Aug; 15(8): 865-877. doi: 10.1080/17474124.2021.1924058. Epub 2021 May 13.
8. Radiopaedia. Revised Atlanta classification of acute pancreatitis. Radiopaedia; Available from: https://radiopaedia.org/articles/revised-atlanta-classification-of-acute-pancreatitis-2.
9. Park HS, In SG, Yoon HJ, Lee WJ, Woo SH, Kim D. Predictive values of neutrophil-lymphocyte ratio as an early indicator for severe acute pancreatitis in the emergency department patients. J Lab Physicians. 2019 Jul-Sep; 11(3): 259-264. doi: 10.4103/JLP.JLP_82_19.
10. Akkuzu MZ, Alt?nta? E, Yara? S, Sezgin O, Ate? F, Üçbilek E et al. Controlling Nutritional Status (CONUT) Score and Prognostic Nutritional Index (PNI) Are Good Candidates for Prognostic Markers for Acute Pancreatitis. Medicina (Kaunas). 2022 Dec 28; 59(1): 70. doi: 10.3390/medicina59010070.
11. Sun H, Jiang L, Xu H, Chen Y, Liu J, Ding Z et al. Prognostic nutritional index as a predictor of severe acute pancreatitis and poor outcomes: a meta-analysis. Clin Nutr. 2020; 39(9): 2847–2855.
12. Alkaissy Z, Yost KK, Ghai MB, Malkawi K, Nawaz M, Wassef W. Beyond the Basics: Recommended Approach to Severe Acute Pancreatitis Management in the Critical Care Setting. J Intens Care Med. 2025; doi: 10.1177/08850666251338044.
13. Karagoz I, Peltek Ozer S, Ozer B, Aktas G. Prognostic Nutritional Index Could Serve as a Reliable Prognostic Marker in Intensive Care Population. Med Sci (Basel). 2025 May 11; 13(2): 59. doi: 10.3390/medsci13020059.
14. Bengi G, Çelik ?, Dolu S, Önem S, Soytürk M, Rendeci S et al. Neutrophil-Lymphocyte Ratio and LDH/Albumin Ratio as Biomarkers for Severity and Mortality in Acute Pancreatitis. Turk J Gastroenterol. 2025 Jun 16. doi: 10.5152/tjg.2025.24828.
15. Xu MS, Xu JL, Gao X, Mo SJ, Xing JY, Liu JH. Clinical study of neutrophil-to-lymphocyte ratio and platelet-to-lymphocyte ratio in hypertriglyceridemia-induced acute pancreatitis and acute biliary pancreatitis with persistent organ failure. World J Gastrointest Surg. 2024 Jun 27; 16(6): 1647-1659. doi: 10.4240/wjgs.v16.i6.1647.
16. Zhou H, Li W, Yang S, Yang H, Cai Y. Prediction of acute pancreatitis severity using NLR, procalcitonin, and CT severity score: A retrospective study. Medicine (Baltimore). 2025 Jul 4; 104(27): e43055. doi: 10.1097/MD.0000000000043055.
17. Wu Q, Wang J, Qin M. Accuracy of conventional and novel scoring systems in predicting severity and outcomes of acute pancreatitis: a retrospective study. Lipids Health Dis. 2021; 20: 41. https://doi.org/10.1186/s12944-021-01470-4.
18. Halaseh SA, Kostalas M, Kopec C, Toubasi AA, Salem R. Neutrophil-to-Lymphocyte Ratio as an Early Predictor of Complication and Mortality Outcomes in Individuals With Acute Pancreatitis at a UK District General Hospital: A Retrospective Analysis. Cureus. 2022 Sep 30; 14(9): e29782. doi: 10.7759/cureus.29782.
19. Jain V, Nath P, Satpathy SK, Panda B, Patro S. Comparing Prognostic Scores and Inflammatory Markers in Predicting the Severity and Mortality of Acute Pancreatitis. Cureus. 2023 May 26; 15(5): e39515. doi: 10.7759/cureus.39515.
20. Shi PN, Song ZZ, He XN, Hong JM. Evaluation of scoring systems and hematological parameters in the severity stratification of early-phase acute pancreatitis. World J Gastroenterol. 2025 Apr 21; 31(15): 105236. doi: 10.3748/wjg.v31.i15.105236.
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Journal of Liaquat University of Medical & Health Sciences

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
Submission of a manuscript to the journal implies that all authors have read and agreed to the content of the undertaking form or the Terms and Conditions.
When an article is accepted for publication, the author(s) retain the copyright and are required to grant the publisher the right of first publication and other non-exclusive publishing rights to JLUMHS.
Articles published in the Journal of Liaquat University of Medical & health sciences are open access articles under a Creative Commons Attribution-Noncommercial - Share Alike 4.0 License. This license permits use, distribution and reproduction in any medium; provided the original work is properly cited and initial publication in this journal. This is in accordance with the BOAI definition of open access. In addition to that users are allowed to remix, tweak and build upon the work non-commercially as long as appropriate credit is given and the new creations are licensed under the identical terms. Or, in certain cases it can be stated that all articles and content there in are published under creative commons license unless stated otherwise.

















