World Journal of Emergency Medicine ›› 2025, Vol. 16 ›› Issue (5): 462-468.doi: 10.5847/wjem.j.1920-8642.2025.102
• Original Articles • Previous Articles Next Articles
Open Access
Xiaodong Huang1,2, Zhihong Xu1,2, Siyao Liu1,2, Xiong Liu1,2, Long Lin1,2, Mandong Pan1,2, Xianwei Huang1,2, Jiyan Lin1,2(
)
Received:2024-12-20
Accepted:2025-05-16
Online:2025-09-15
Published:2025-09-01
Contact:
Jiyan Lin, Email: happylinjiy@163.comXiaodong Huang, Zhihong Xu, Siyao Liu, Xiong Liu, Long Lin, Mandong Pan, Xianwei Huang, Jiyan Lin. Association of fluid balance index with in-hospital mortality in critically ill patients with acute pancreatitis: a multicenter retrospective cohort study[J]. World Journal of Emergency Medicine, 2025, 16(5): 462-468.
Add to citation manager EndNote|Ris|BibTeX
URL: http://wjem.com.cn/EN/10.5847/wjem.j.1920-8642.2025.102
Table 1.
Characteristics and outcomes of participants according to FBI classification before and after PSM in the MIMIC-IV cohort
| Variables | Before PSM | After PSM | |||
|---|---|---|---|---|---|
| FBI <145 mL/kg (n=442) | FBI ≥145 mL/kg (n=105) | FBI <145 mL/kg (n=95) | FBI ≥145 mL/kg (n=95) | ||
| Demographic | |||||
| Age, years, mean (SD) | 54.0 (16.9) | 55.4 (17.9) | 54.5 (15.8) | 54.9 (18.2) | |
| Male, n (%) | 250 (56.6) | 54 (51.4) | 54 (56.8) | 48 (50.5) | |
| Ethnicity, n (%) | ` | ||||
| White | 298 (67.4) | 58 (55.2) | 67 (70.5) | 53 (55.8) | |
| Black | 33 (7.5) | 9 (8.6) | 7 (7.4) | 9 (9.5) | |
| Other | 111 (25.1) | 38 (36.2) | 21 (22.1) | 33 (34.7) | |
| Vital sign, mean (SD) | |||||
| Heart rate, bpm | 97.8 (17.4) | 102.3 (19.9)* | 101.9 (16.6) | 102.1 (20.3) | |
| Mean arterial pressure, mmHg | 86.0 (13.2) | 80.0 (12.4)* | 80.3 (10.4) | 80.9 (12.7) | |
| Respiratory rate, bpm | 21.1 (4.4) | 22.7 (4.8)* | 22.2 (4.9) | 22.4 (4.7) | |
| Temperature, °C | 37.1 (0.6) | 37.1 (0.8) | 37.1 (0.6) | 37.2 (0.8) | |
| Oxygen saturation, % | 96.1 (2.0) | 95.9 (3.0) | 96.1 (2.3) | 95.9 (3.1) | |
| Laboratory tests | |||||
| Albumin, g/dL, mean (SD) | 2.9 (0.6) | 2.8 (0.6) | 2.8 (0.6) | 2.8 (0.6) | |
| Creatinine, mg/dL, median (IQR) | 0.9 (0.6, 1.1) | 1.4 (0.9, 2.2)* | 1.0 (0.7,1.8) | 1.3 (0.8.1.9) | |
| Calcium, mg/dL, mean (SD) | 7.9 (1.0) | 7.3 (1.3)* | 7.4 (1.1) | 7.4 (1.3) | |
| Chloride, mEq/L, mean (SD) | 104.1 (6.5) | 105.1 (8.7) | 105.2 (6.6) | 104.7 (7.6) | |
| Sodium, mEq/L, mean (SD) | 138.0 (5.5) | 138.8 (8.0)* | 138.1 (5.0) | 138.2 (6.8) | |
| Potassium, mEq/L, mean (SD) | 3.7 (0.5) | 3.7 (0.6) | 3.7 (0.6) | 3.7 (0.5) | |
| Alanine aminotransferase, U/L, median (IQR) | 44.5 (22.0, 116.8) | 41.0 (23.0, 125.5) | 41 (22, 99) | 44 (23, 129) | |
| Total bilirubin, mg/dL, median (IQR) | 1.1 (0.6, 2.0) | 1.2 (0.7, 2.3) | 1.2 (0.6, 2.0) | 1.3 (0.7, 2.2) | |
| Glucose, mg/dL, median (IQR) | 127.5(103.8, 166.3) | 152.0 (116.0, 221.0)* | 142 (107, 184) | 146 (112, 193) | |
| Amylase, U/L, median (IQR) | 213 (93, 516) | 269 (106, 663) | 285 (103, 716) | 219 (106, 663) | |
| WBC, ×10⁹/L, median (IQR) | 13.2 (9.5, 18.1) | 13.6 (8.9, 18.6) | 14.6 (10.1, 19.7) | 14.1 (9.4, 18.7) | |
| Hemoglobin, g/dL, mean (SD) | 11.7 (2.4) | 12.0 (2.6) | 11.6 (2.2) | 11.9 (2.6) | |
| Platelets, ×10⁹/L, median (IQR) | 204 (140, 288) | 182 (133, 248) | 191 (136, 271) | 185 (135, 253) | |
| PT, s, median (IQR) | 15.3 (13.0, 15.8) | 15.0 (13.2, 16.4)* | 14.0 (12.5, 15.8) | 15.3 (13.4, 16.7) | |
| PTT, s, median (IQR) | 30.8 (27.1, 33.6) | 33.6 (27.3, 37.6)* | 31.3 (26.5, 33.6) | 32.8 (27.3, 40.2) | |
| Comorbidities, n (%) | |||||
| Hypertension | 156 (35.3) | 27 (25.7) | 34 (35.8) | 24 (25.3) | |
| Chronic pulmonary disease | 79 (17.9) | 14 (13.3) | 19 (20.0) | 11 (11.6) | |
| Diabetes | 116 (26.2) | 29 (27.6) | 33 (34.7) | 24 (25.3) | |
| Mild liver disease | 98 (22.2) | 24 (22.9) | 24 (25.3) | 21 (22.1) | |
| Cerebrovascular disease | 24 (5.4) | 9 (8.6) | 34 (35.8) | 24 (25.3) | |
| SIRS, n (%) | 426 (96.4) | 104 (99.0) | 94 (98.9) | 94 (98.9) | |
| BISAP, mean (SD) | 2.2 (1.0) | 2.2 (1.0) | 2.2 (1.2) | 2.2 (1.0) | |
| APACHE II, mean (SD) | 14.1 (5.4) | 18.1 (6.0)* | 15.6 (5.3) | 17.4 (5.7) | |
| Glasgow Coma Scale, median (IQR) | 15 (14, 15) | 15 (14, 15) | 15 (14, 15) | 15 (14, 15) | |
| Outcomes | |||||
| ICU-mortality, n (%) | 16 (3.6) | 19 (18.1)* | 4 (4.2) | 13 (13.7)* | |
| In-hospital mortality, n (%) | 24 (5.4) | 25 (23.8)* | 5 (5.3) | 19 (20.0)* | |
| 28-day mortality, n (%) | 20 (4.5) | 21 (20.0)* | 5 (5.3) | 16 (16.8)* | |
| ICU length of stay, d, median (IQR) | 3 (2, 6) | 8 (3, 19)* | 4 (2, 8) | 8 (3, 19)* | |
| Hospital length of stay (LOS), d, median (IQR) | 11 (6, 21) | 17 (10, 37)* | 14 (8, 22) | 17 (10, 37)* | |
Figure 1.
Application of machine learning in feature selection. A: feature selection results for in-hospital mortality using the Boruta algorithm; B: SHAP illustrating the contribution of each feature to the model output. MAP: mean arterial pressure; APACHE II: Acute Physiology and Chronic Health Evaluation II; PTT: partial thromboplastin time; WBC: white blood cell; FBI: fluid balance index; PT: prothrombin time; BISAP: Bedside Index for Severity in Acute Pancreatitis; SHAP: SHapley Additive exPlanations..
| 1 | Iannuzzi JP, King JA, Leong JH, Quan J, Windsor JW, Tanyingoh D, et al. Global incidence of acute pancreatitis is increasing over time: a systematic review and meta-analysis. Gastroenterology. 2022; 162(1): 122-34. |
| 2 |
Wolbrink DRJ, van de Poll MCG, Termorshuizen F, de Keizer NF, van der Horst ICC, Schnabel R, et al. Trends in early and late mortality in patients with severe acute pancreatitis admitted to ICUs: a nationwide cohort study. Crit Care Med. 2022; 50(10): 1513-21.
doi: 10.1097/CCM.0000000000005629 pmid: 35876365 |
| 3 |
Garg PK, Mahapatra SJ. Optimum fluid therapy in acute pancreatitis needs an alchemist. Gastroenterology. 2021; 160(3): 655-9.
doi: 10.1053/j.gastro.2020.12.017 pmid: 33412126 |
| 4 | Gardner TB. Fluid resuscitation in acute pancreatitis - going over the WATERFALL. N Engl J Med. 2022; 387(11): 1038-9. |
| 5 | de-Madaria E, Buxbaum JL, Maisonneuve P, Zapater P, Guilabert L, et al. Aggressive or moderate fluid resuscitation in acute pancreatitis. N Engl J Med. 2022; 387(11): 989-1000. |
| 6 |
Messmer AS, Zingg C, Müller M, Gerber JL, Schefold JC, Pfortmueller CA. Fluid overload and mortality in adult critical care patients: a systematic review and meta-analysis of observational studies. Crit Care Med. 2020; 48(12): 1862-70.
doi: 10.1097/CCM.0000000000004617 pmid: 33009098 |
| 7 |
Tenner S, Vege SS, Sheth SG, Sauer B, Yang A, Conwell DL, et al. American College of Gastroenterology guidelines: management of acute pancreatitis. Am J Gastroenterol. 2024; 119(3): 419-37.
doi: 10.14309/ajg.0000000000002645 pmid: 38857482 |
| 8 | Sinha A, Quesada-Vázquez N, Faghih M, Afghani E, Zaheer A, Khashab MA, et al. Early predictors of fluid sequestration in acute pancreatitis: a validation study. Pancreas. 2016; 45(2): 306-10. |
| 9 |
Messallam AA, Body CB, Berger S, Sakaria SS, Chawla S. Impact of early aggressive fluid resuscitation in acute pancreatitis. Pancreatology. 2021; 21(1): 69-73.
doi: 10.1016/j.pan.2020.11.006 pmid: 33257225 |
| 10 | Bagshaw SM, Brophy PD, Cruz D, Ronco C. Fluid balance as a biomarker: impact of fluid overload on outcome in critically ill patients with acute kidney injury. Crit Care. 2008; 12(4):169. |
| 11 | Wang MP, Zhu B, Jiang L, Wen Y, Du B, Li W, et al. Dose-response association between fluid overload and in-hospital mortality in critically ill patients: a multicentre, prospective, observational cohort study. BMJ Open. 2020; 10(12): e039875. |
| 12 |
Johnson AEW, Bulgarelli L, Shen L, Gayles A, Shammout A, Horng S, et al. MIMIC-IV, a freely accessible electronic health record dataset. Sci Data. 2023; 10(1): 1.
doi: 10.1038/s41597-022-01899-x pmid: 36596836 |
| 13 | Banks PA, Bollen TL, Dervenis C, Gooszen HG, Johnson CD, Sarr MG, et al. Classification of acute pancreatitis—2012: revision of the Atlanta classification and definitions by international consensus. Gut. 2013; 62(1): 102-11. |
| 14 | He K, Gao L, Yang ZH, Zhang YL, Hua TR, Hu WM, et al. Aggressive versus controlled fluid resuscitation in acute pancreatitis: a systematic review and meta-analysis of randomized controlled trials. Chin Med J (Engl). 2023; 136(10): 1166-73. |
| 15 | Gad MM, Roberto Simons-Linares C. Is aggressive intravenous fluid resuscitation beneficial in acute pancreatitis? A meta-analysis of randomized control trials and cohort studies. World J Gastroenterol. 2020; 26(10): 1098-106. |
| 16 | Li XW, Wang CH, Dai JW, Tsao SH, Wang PH, Tai CC, et al. Comparison of clinical outcomes between aggressive and non-aggressive intravenous hydration for acute pancreatitis: a systematic review and meta-analysis. Crit Care. 2023; 27(1): 122. |
| 17 |
Brown A, Baillargeon JD, Hughes MD, Banks PA. Can fluid resuscitation prevent pancreatic necrosis in severe acute pancreatitis? Pancreatology. 2002; 2(2): 104-7.
doi: 10.1159/000055899 pmid: 12123089 |
| 18 | Vincent JL. Fluid management in the critically ill. Kidney Int. 2019; 96(1): 52-7. |
| 19 | Wrzosek A, Drygalski T, Garlicki J, Woroń J, Szpunar W, Polak M, et al. The volume of infusion fluids correlates with treatment outcomes in critically ill trauma patients. Front Med (Lausanne). 2023; 9: 1040098. |
| 20 |
Koutroumpakis E, Wu BU, Bakker OJ, Dudekula A, Singh VK, Besselink MG, et al. Admission hematocrit and rise in blood urea nitrogen at 24 h outperform other laboratory markers in predicting persistent organ failure and pancreatic necrosis in acute pancreatitis: a post hoc analysis of three large prospective databases. Am J Gastroenterol. 2015; 110(12): 1707-16.
doi: 10.1038/ajg.2015.370 pmid: 26553208 |
| 21 |
Wu BU, Johannes RS, Sun X, Tabak Y, Conwell DL, Banks PA. The early prediction of mortality in acute pancreatitis: a large population-based study. Gut. 2008; 57(12): 1698-703.
doi: 10.1136/gut.2008.152702 pmid: 18519429 |
| 22 |
Mederos MA, Reber HA, Girgis MD. Acute pancreatitis: a review. JAMA. 2021; 325(4): 382-90.
doi: 10.1001/jama.2020.20317 pmid: 33496779 |
| [1] | Fang Yu, Xiaotong Han, Zhanhong Tang, Xiang Li, Lilei Liu, Zheng Tan, Yun Chen. Protective role of local hypothermia in taurocholate-induced acute pancreatitis: an in vivo and in vitro study [J]. World Journal of Emergency Medicine, 2026, 17(3): 223-229. |
| [2] | Lulu Lan, Guo Cheng, Meijie He, Min Min, Chaoyang Tong, Shilin Du, Xin Li, Yi Han. Fluid resuscitation in the early management of acute pancreatitis: a five-year retrospective observational study [J]. World Journal of Emergency Medicine, 2026, 17(3): 230-236. |
| [3] | Paulo Henrique Reis Negreiros, Mariana Rebello Hilgert, Bruno Guerra, Maurício de Carvalho, Hugo Manuel Paz Morale, Gustavo Lenci Marques. The Brazilian risk assessment severity index score: a novel tool for predicting in-hospital mortality in emergency departments [J]. World Journal of Emergency Medicine, 2026, 17(2): 154-161. |
| [4] | Wei Da, Mingyue Niu, Shu Zhou, Hong Wei, Limin Chen, Nan Wang, Xiaopei Cai, Chaozhi Ji, Juan Wang, Tiantian Zhu, Xiaobo Wang, Hong Zhang. Incidence and risk factors for delirium in critically ill patients with severe acute pancreatitis: a multicenter cohort study [J]. World Journal of Emergency Medicine, 2025, 16(6): 573-578. |
| [5] | Xinlei Wang, Yao Sun, Xiaoyu Ni, Shu Zhang. Development and validation of an emergency bloodstream infection score for predicting in-hospital mortality in patients with community-acquired bloodstream infections [J]. World Journal of Emergency Medicine, 2023, 14(4): 280-286. |
| [6] | Xiao-guang Zhu, Jia-mei Jiang, Yong-xia Li, Jing Gao, Wei Wu, Qi-ming Feng. Development and validation of a nomogram for predicting survival in patients with acute pancreatitis [J]. World Journal of Emergency Medicine, 2023, 14(1): 44-48. |
| [7] | Ralph Bou Chebl, Nadim Kattouf, Mohamad Assaf, Saadeddine Haidar, Gilbert Abou Dagher, Sarah Abdul Nabi, Rana Bachir, Mazen El Sayed. Comparing the demographic data and outcomes of septic shock patients presenting to teaching or non-teaching metropolitan hospitals in the United States [J]. World Journal of Emergency Medicine, 2022, 13(6): 433-440. |
| [8] | Hai Hu, Jing-yuan Jiang, Ni Yao. Comparison of different versions of the quick sequential organ failure assessment for predicting in-hospital mortality of sepsis patients: A retrospective observational study [J]. World Journal of Emergency Medicine, 2022, 13(2): 114-119. |
| [9] | Xiang-wang Zhao, Lei Yan, Dan Xu, Yu-hui Cui, Chun-hui Yang, Yan-jun Zhou, Jian-guo Tang. Enterogenous infection of Candida albicans in immunocompromised rats under severe acute pancreatitis [J]. World Journal of Emergency Medicine, 2016, 7(4): 294-299. |
| [10] | Ming Wei, Yan-jie Gong, Ling Tu, Jia Li, Ying-hong Liang, Yi-hua Zhang. Expression of phosphatidylinositol-3 kinase and effects of inhibitor Wortmannin on expression of tumor necrosis factor-α in severe acute pancreatitis associated with acute lung injury [J]. World Journal of Emergency Medicine, 2015, 6(4): 299-304. |
| [11] | Hui-ming Zhu, Shao-qing Guo, Xiu-min Liao, Li Zhang, Li Cai. Embryonic natural orifice transluminal endoscopic surgery in the treatment of severe acute pancreatitis complicated by abdominal compartment syndrome [J]. World Journal of Emergency Medicine, 2015, 6(1): 23-28. |
| [12] | Bedia Gülen, Ertan Sonmez, Serpil Yaylaci, Mustafa Serinken, Cenker Eken, Ali Dur, Figen Tunali Turkdogan, Özgür Söğüt. Effect of harmless acute pancreatitis score, red cell distribution width and neutrophil/lymphocyte ratio on the mortality of patients with nontraumatic acute pancreatitis at the emergency department [J]. World Journal of Emergency Medicine, 2015, 6(1): 29-33. |
| [13] | Ying-zhen Wang, Shi-wen Wang, You-cheng Zhang, Zhi-jiang Sun. Protective effect of exogenous IGF-I on the intestinal mucosal barrier in rats with severe acute pancreatitis [J]. World Journal of Emergency Medicine, 2012, 3(3): 213-220. |
| [14] | Kai Yin, Sheng-chun Dang, Jian-xin Zhang. Relationship between expression of triggering receptor-1 on myeloid cells in intestinal tissue and intestinal barrier dysfunction in severe acute pancreatitis [J]. World Journal of Emergency Medicine, 2011, 2(3): 216-221. |
| [15] | Hong-sheng Ren, Shi-xue Gao, Chun-ting Wang, Yu-feng Chu, Jin-jiao Jiang, Ji-cheng Zhang, Mei Meng, Guo-qian Qi, Min Ding. Effects of high-volume hemofiltration on alveolar-arterial oxygen exchange in patients with refractory septic shock [J]. World Journal of Emergency Medicine, 2011, 2(2): 127-131. |
| Viewed | ||||||
|
Full text |
|
|||||
|
Abstract |
|
|||||
