World Journal of Emergency Medicine ›› 2022, Vol. 13 ›› Issue (6): 425-432.doi: 10.5847/wjem.j.1920-8642.2022.099
• Original Articles • Next Articles
Open Access
Hai Hu1,2,3(
), Ni Yao2,4,5, Xiao-qin Lai2,5,6
Received:2021-12-29
Accepted:2022-06-02
Online:2022-08-31
Published:2022-11-01
Contact:
Hai Hu
E-mail:huhai@wchscu.cn
Hai Hu, Ni Yao, Xiao-qin Lai. Factors related to early and rapid assessment of in-hospital mortality among older adult trauma patients in an earthquake[J]. World Journal of Emergency Medicine, 2022, 13(6): 425-432.
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URL: http://wjem.com.cn/EN/10.5847/wjem.j.1920-8642.2022.099
Table 1.
The demographic and clinical characteristics of the geriatric trauma cases enrolled in our study
| Code | Variables | Survivor (n=7,194) | Non-survivor (n=114) | P-value |
|---|---|---|---|---|
| X1 | Sex | |||
| Female | 3,144 (43.7) | 36 (31.58) | 0.010* | |
| Male | 4,050 (56.3) | 78 (68.42) | ||
| X2 | Age, year | 74.83±6.95 | 77.99±8.95 | <0.001* |
| X3 | Arresting bleeding | 51 (0.71) | 1 (0.88) | 0.560 |
| X4 | Assisted ventilation | 1 (0.01) | 0 | >0.999 |
| X5 | Fixation | 31 (0.43) | 1 (0.88) | 0.396 |
| X6 | Fluid therapy | 9 (0.13) | 0 | >0.999 |
| X7 | Crush injury | 386 (5.37) | 13 (11.4) | 0.005* |
| X8 | Open wound | 3,098 (43.06) | 49 (42.98) | >0.999 |
| X9 | Head/neck trauma | 1,454 (20.21) | 37 (32.46) | 0.001* |
| X10 | Face trauma | 179 (2.49) | 2 (1.75) | 0.844 |
| X11 | Chest trauma | 2,031 (28.23) | 40 (35.09) | 0.107 |
| X12 | Abdomen/pelvic trauma | 1,135 (15.78) | 11 (9.65) | 0.074 |
| X13 | Extremity trauma | 4,376 (60.83) | 59 (51.75) | 0.049* |
| X14 | External trauma | 2,292 (31.86) | 29 (25.44) | 0.144 |
| X15 | Dementia | 24 (0.33) | 5 (4.39) | <0.001* |
| X16 | Hypertension | 665 (9.24) | 9 (7.89) | 0.621 |
| X17 | Diabetes | 254 (3.53) | 12 (10.53) | 0.001* |
| X18 | COPD | 375 (5.21) | 13 (11.4) | 0.003* |
| X19 | CHD | 16 (0.22) | 3 (2.63) | 0.003* |
| X20 | Malignant tumor | 85 (1.18) | 9 (7.89) | <0.001* |
| X21 | Stroke | 106 (1.47) | 4 (3.51) | 0.093 |
| X22 | DVT | 21 (0.29) | 4 (3.51) | 0.001* |
| X23 | CKD | 53 (0.74) | 16 (14.04) | <0.001* |
| X24 | Liver cirrhosis | 6 (0.08) | 1 (0.88) | 0.104 |
| X25 | Lung infection | 114 (1.58) | 6 (5.26) | 0.011* |
| X26 | Urinary tract infection | 49 (0.68) | 4 (3.51) | 0.009* |
| X27 | Bedsores | 111 (1.54) | 7 (6.14) | 0.002* |
| X28 | Temperature, °C | 36.73±0.44 | 36.85±0.74 | 0.109 |
| X29 | RR, breaths per minute | 20.10±1.89 | 21.56±5.20 | 0.003* |
| X30 | PR, beats per minute | 81.33±10.92 | 91.64±20.76 | <0.001* |
| X31 | SBP, mmHg | 129.77±20.33 | 117.44±24.73 | <0.001* |
| X32 | DBP, mmHg | 76.48±11.72 | 69.03±17.26 | <0.001* |
| X33 | MAP, mmHg | 94.24±13.17 | 85.16±18.32 | <0.001* |
| X34 | GCS | 15 (15-15) | 15 (10-15) | <0.001* |
| X35 | T-RTS | 12 (12-12) | 12 (10-12) | <0.001* |
Table 2.
The results of the regression analysis for predicting in-hospital mortality of older trauma patients in an earthquake
| Variables | Code | Coefficients | S.E. | OR | 95%CI | P-value |
|---|---|---|---|---|---|---|
| Age | X2 | 0.059 | 0.014 | 1.061 | 1.031-1.090 | <0.001* |
| Dementia | X15 | 1.638 | 0.688 | 5.146 | 1.169-17.856 | 0.017* |
| CHD | X19 | 3.154 | 0.710 | 23.441 | 4.799-83.927 | <0.001* |
| Malignant tumor | X20 | 2.140 | 0.407 | 8.497 | 3.583-17.967 | <0.001* |
| DVT | X22 | 1.962 | 0.755 | 7.110 | 1.369-27.168 | 0.009* |
| CKD | X23 | 2.467 | 0.382 | 11.783 | 5.419-24.407 | <0.001* |
| PR | X30 | 0.035 | 0.006 | 1.036 | 1.022-1.048 | <0.001* |
| MAP | X33 | -0.040 | 0.008 | 0.960 | 0.945-0.975 | <0.001* |
| GCS | X34 | -0.146 | 0.062 | 0.864 | 0.760-0.972 | 0.019* |
| T-RTS | X35 | -0.724 | 0.174 | 0.485 | 0.351-0.696 | <0.001* |
Figure 2.
The nomogram for assessing in-hospital mortality of older adult trauma patients in an earthquake. The nomogram included ten variables, which were age (X2), dementia (X15), coronary heart disease (X19), malignant tumor (X20), deep vein thrombosis (X22), chronic kidney disease (X23), pulse rate (X30), mean artery pressure (X33), Glasgow Coma Scale (X34), and Triage Revised Trauma Score (X35). The nomogram summed the points from the scale of each variable. The total points indicated the probability of inpatient death of older adult trauma patients in an earthquake.
| 1 |
Wakui T, Agree EM, Saito T, Kai I. Disaster preparedness among older Japanese adults with long-term care needs and their family caregivers. Disaster Med Public Health Prep. 2017; 11(1): 31-8.
doi: 10.1017/dmp.2016.53 |
| 2 |
Liu SJ, He CQ. Related factors associated with earthquake inpatient mortality. Disaster Med Public Health Prep. 2022; 16(1): 65-70.
doi: 10.1017/dmp.2020.125 |
| 3 |
Jun AD, Hikichi H, Matsuyama Y, Sato Y, Tsuboya T, Tabuchi T, et al. Risk of mortality during and after the 2011 Great East Japan Earthquake and Tsunami among older coastal residents. Sci Rep. 2017; 7: 16591.
doi: 10.1038/s41598-017-16636-3 pmid: 29185489 |
| 4 |
Madni TD, Ekeh AP, Brakenridge SC, Brasel KJ, Joseph B, Inaba K, et al. A comparison of prognosis calculators for geriatric trauma: a prognostic assessment of life and limitations after trauma in the elderly consortium study. J Trauma Acute Care Surg. 2017; 83(1): 90-6.
doi: 10.1097/TA.0000000000001506 pmid: 28422904 |
| 5 | Wilson MS, Konda SR, Seymour RB, Karunakar MA, Group CTNR. Early predictors of mortality in geriatric patients with trauma. J Orthop Trauma. 2016 ;30(9): e299-e304. |
| 6 |
Hashmi A, Ibrahim-Zada I, Rhee P, Aziz H, Fain MJ, Friese RS, et al. Predictors of mortality in geriatric trauma patients: a systematic review and meta-analysis. J Trauma Acute Care Surg. 2014; 76(3): 894-901.
doi: 10.1097/TA.0b013e3182ab0763 pmid: 24553567 |
| 7 |
Wen J, Shi YK, Li YP, Wang L, Cheng L, Gao Z, et al. Risk factors of earthquake inpatient death: a case control study. Crit Care. 2009; 13(1): R24.
doi: 10.1186/cc7729 |
| 8 |
Ross SW, Adeyemi FM, Zhou M, Minhajuddin AT, Porembka MR, Cripps MW, et al. One-year mortality in geriatric trauma patients: improving upon the geriatric trauma outcomes score utilizing the social security death index. J Trauma Acute Care Surg. 2019; 87(5): 1148-55.
doi: 10.1097/TA.0000000000002441 pmid: 31318764 |
| 9 |
Hu H, He YR, Du XM, Zhang S, Ye L, Wan Z, et al. Chief complaints associated with mortality involving civilian transport after Wen-Chuan earthquake. Eur J Emerg Med. 2014; 21(5): 364-7.
doi: 10.1097/MEJ.0000000000000104 pmid: 24368406 |
| 10 | Tsuda Y, Yasunaga H, Horiguchi H, Ogawa S, Kawano H, Tanaka S. Association between dementia and postoperative complications after hip fracture surgery in the elderly: analysis of 87, 654 patients using a national administrative database. Arch Orthop Trauma Surg. 2015; 135(11): 1511-7. |
| 11 |
Min L, Burruss S, Morley E, Mody L, Hiatt JR, Cryer H, et al. A simple clinical risk nomogram to predict mortality-associated geriatric complications in severely injured geriatric patients. J Trauma Acute Care Surg. 2013; 74(4): 1125-32.
doi: 10.1097/TA.0b013e31828273a0 pmid: 23511155 |
| 12 |
Vogel T, Brechat PH, Leprêtre PM, Kaltenbach G, Berthel M, Lonsdorfer J. Health benefits of physical activity in older patients: a review. Int J Clin Pract. 2009; 63(2): 303-20.
doi: 10.1111/j.1742-1241.2008.01957.x pmid: 19196369 |
| 13 |
Mangram AJ, Mitchell CD, Shifflette VK, Lorenzo M, Truitt MS, Goel A, et al. Geriatric trauma service: a one-year experience. J Trauma Acute Care Surg. 2012; 72(1): 119-22.
doi: 10.1097/TA.0b013e318241f0ba pmid: 22310125 |
| 14 | Dobek GL, Fulkerson ND, Nicholas J, Schneider BSP. Mouse model of muscle crush injury of the legs. Comp Med. 2013; 63(3): 227-32. |
| 15 |
Tessler RA, Rangel MM, Rosser ML, Rivara FP, Bulger E, Vavilala MS, et al. Complications in low-risk older adult trauma patients: a case-control study. J Trauma Acute Care Surg. 2019; 86(5): 858-63.
doi: 10.1097/TA.0000000000002204 pmid: 30633098 |
| 16 |
Cha YH, Ha YC, Park HJ, Lee YK, Jung SY, Kim JY, et al. Relationship of chronic obstructive pulmonary disease severity with early and late mortality in elderly patients with hip fracture. Injury. 2019; 50(9): 1529-33.
doi: 10.1016/j.injury.2019.05.021 |
| 17 |
Ahmed N, Greenberg P. Early risk stratification of in hospital mortality following a ground level fall in geriatric patients with normal physiological parameters. Am J Emerg Med. 2020; 38(12): 2531-5.
doi: 10.1016/j.ajem.2019.12.031 pmid: 31870673 |
| 18 |
Salottolo K, Panchal R, Madayag RM, Dhakal L, Rosenberg W, Banton KL, et al. Incorporating age improves the Glasgow Coma Scale score for predicting mortality from traumatic brain injury. Trauma Surg Acute Care Open. 2021; 6(1): e000641.
doi: 10.1136/tsaco-2020-000641 |
| 19 |
Peng Y, Hu H. Assessment of earthquake casualties and comparison of accuracy of five injury triage methods: evidence from a retrospective study. BMJ Open. 2021; 11(10): e051802.
doi: 10.1136/bmjopen-2021-051802 |
| 20 | Choi J, Marafino BJ, Vendrow EB, Tennakoon L, Baiocchi M, Spain DA, et al. Rib Fracture Frailty Index: a risk stratification tool for geriatric patients with multiple rib fractures. J Trauma Acute Care Surg. 2021; 91(6): 932-9. |
| 21 |
Klosa J, Simon N, Westermark PO, Liebscher V, Wittenburg D. Seagull: lasso, group lasso and sparse-group lasso regularization for linear regression models via proximal gradient descent. BMC Bioinformatics. 2020; 21(1): 407.
doi: 10.1186/s12859-020-03725-w pmid: 32933477 |
| 22 |
Wang F, Mukherjee S, Richardson S, Hill SM. High-dimensional regression in practice: an empirical study of finite-sample prediction, variable selection and ranking. Stat Comput. 2020; 30(3): 697-719.
doi: 10.1007/s11222-019-09914-9 pmid: 32132772 |
| 23 | McEligot AJ, Poynor V, Sharma R, Panangadan A. Logistic LASSO regression for dietary intakes and breast cancer. Nutrients. 2020; 12(9): E2652. |
| 24 |
Sauerbrei W, Royston P, Binder H. Selection of important variables and determination of functional form for continuous predictors in multivariable model building. Stat Med. 2007; 26(30): 5512-28.
doi: 10.1002/sim.3148 pmid: 18058845 |
| 25 |
Zhou YW, He YQ, Yang H, Yu H, Wang T, Chen Z, et al. Development and validation a nomogram for predicting the risk of severe COVID-19: a multi-center study in Sichuan, China. PLoS One. 2020; 15(5): e0233328.
doi: 10.1371/journal.pone.0233328 |
| 26 |
Friedman J, Hastie T, Tibshirani R. Regularization paths for generalized linear models via coordinate descent. J Stat Softw. 2010; 33(1): 1-22.
pmid: 20808728 |
| 27 |
Kernan WN, Viscoli CM, Brass LM, Broderick JP, Brott T, Feldmann E, et al. Phenylpropanolamine and the risk of hemorrhagic stroke. N Engl J Med. 2000; 343(25): 1826-32.
doi: 10.1056/NEJM200012213432501 |
| 28 |
Hu H, Lai XQ, Tan CP, Yao N, Yan LP. Factors associated with in-patient mortality in the rapid assessment of adult earthquake trauma patients. Prehosp Disaster Med. 2022; 37(3): 299-305.
doi: 10.1017/S1049023X22000693 |
| 29 | Pant B, Banjade S. Geriatric care post-mega earthquake 2015 Nepal. Innov Aging. 2017; 1(suppl_1): 538. |
| 30 |
Abe K. Rescue system establishment for neurological patients in case of natural disastrous emergency. Rinsho Shinkeigaku. 2012; 52(11): 1348-50.
doi: 10.5692/clinicalneurol.52.1348 |
| 31 |
Bai JZ, Zhang P, Liang XY, Wu ZP, Wang JC, Liang Y. Association between dementia and mortality in the elderly patients undergoing hip fracture surgery: a meta-analysis. J Orthop Surg Res. 2018; 13(1): 298.
doi: 10.1186/s13018-018-0988-6 pmid: 30470251 |
| 32 |
Kirshenbom D, Ben-Zaken Z, Albilya N, Niyibizi E, Bala M. Older age, comorbid illnesses, and injury severity affect immediate outcome in elderly trauma patients. J Emerg Trauma Shock. 2017; 10(3): 146-50.
doi: 10.4103/JETS.JETS_62_16 pmid: 28855778 |
| 33 | Grossman MD, Miller D, Scaff DW, Arcona S. When is an elder old? Effect of preexisting conditions on mortality in geriatric trauma. J Trauma. 2002; 52(2): 242-6. |
| 34 | Barrera LM, Perel P, Ker K, Cirocchi R, Farinella E, Morales Uribe CH. Thromboprophylaxis for trauma patients. Cochrane Database Syst Rev. 2013(3): CD008303. |
| 35 | Yang CH, Li Q, Lan ZG, Liu JG, Song SM. Epidemiological features of 1 281 patients with head injuries arising from the 2008 Wenchuan earthquake. Chin J Traumatol. 2012; 15(2): 96-9. |
| 36 |
Tang SY, Ni F, Hu H, Du XJ, Zhu SH, Wang HY, et al. Injury assessment of individuals wounded in the Lushan earthquake and the emergency department workload: a corresponding correlation study. Disaster Med Public Health Prep. 2022; 16(1): 29-32.
doi: 10.1017/dmp.2020.231 |
| 37 | Aoki N, Demsar J, Zupan B, Mozina M, Pretto EA, Oda J, et al. Predictive model for estimating risk of crush syndrome: a data mining approach. J Trauma. 2007; 62(4): 940-5. |
| 38 |
Chou YJ, Huang N, Lee CH, Tsai SL, Chen LS, Chang HJ. Who is at risk of death in an earthquake? Am J Epidemiol. 2004; 160(7): 688-95.
doi: 10.1093/aje/kwh270 |
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