External Validation of Updated Prediction Models for Neurological Outcomes at 90 Days in Patients With Out-of-Hospital Cardiac Arrest

被引:0
作者
Nishioka, Norihiro [1 ]
Yamada, Tomoki [2 ]
Nakao, Shunichiro [3 ]
Yoshiya, Kazuhisa [4 ]
Park, Changhwi [5 ]
Nishimura, Tetsuro [6 ]
Ishibe, Takuya [7 ]
Yamakawa, Kazuma [8 ]
Kiguchi, Takeyuki [9 ]
Kishimoto, Masafumi [10 ]
Ninomiya, Kohei [11 ]
Ito, Yusuke [12 ]
Sogabe, Taku [13 ]
Morooka, Takaya [14 ]
Sakamoto, Haruko [15 ]
Hironaka, Yuki [16 ]
Onoe, Atsunori [17 ]
Matsuyama, Tasuku [18 ]
Okada, Yohei [1 ,19 ]
Matsui, Satoshi [20 ]
Yoshimura, Satoshi [1 ]
Kimata, Shunsuke [1 ]
Kawai, Shunsuke [1 ]
Makino, Yuto [1 ]
Zha, Ling [20 ]
Kiyohara, Kosuke [21 ]
Kitamura, Tetsuhisa [20 ]
Iwami, Taku [1 ]
机构
[1] Kyoto Univ, Sch Publ Hlth, Dept Prevent Serv, Yoshida Konoecho,Sakyo Ku, Kyoto 6068501, Japan
[2] Osaka Police Hosp, Emergency & Crit Care Med Ctr, Osaka, Japan
[3] Osaka Univ, Grad Sch Med, Dept Traumatol & Acute Crit Med, Suita, Japan
[4] Kansai Med Univ, Takii Hosp, Dept Emergency & Crit Care Med, Moriguchi, Japan
[5] Tane Gen Hosp, Dept Emergency Med, Osaka, Japan
[6] Osaka Metropolitan Univ, Dept Traumatol & Crit Care Med, Osaka, Japan
[7] Kindai Univ, Sch Med, Dept Emergency & Crit Care Med, Sayama, Osaka, Japan
[8] Osaka Med & Pharmaceut Univ, Dept Emergency & Crit Care Med, Takatsuki, Japan
[9] Crit Care & Trauma Ctr, Osaka Gen Med Ctr, Osaka, Japan
[10] Osaka Prefectural Nakakawachi Med Ctr Acute Med, Osaka, Japan
[11] Senshu Trauma & Crit Care Ctr, Osaka, Japan
[12] Saiseikai Senri Hosp, Senri Crit Care Med Ctr, Suita, Japan
[13] Natl Hosp Org Osaka Natl Hosp, Traumatol & Crit Care Med Ctr, Osaka, Japan
[14] Osaka City Gen Hosp, Emergency & Crit Care Med Ctr, Osaka, Japan
[15] Osaka Red Cross Hosp, Dept Pediat, Osaka, Japan
[16] Kishiwada Tokushukai Hosp, Emergency & Crit Care Med Ctr, Osaka, Japan
[17] Kansai Med Univ, Dept Emergency & Crit Care Med, Osaka, Japan
[18] Kyoto Prefectural Univ Med, Dept Emergency Med, Kyoto, Japan
[19] Duke NUS Med Sch, Hlth Serv & Syst Res, Singapore, Singapore
[20] Osaka Univ, Grad Sch Med, Dept Social & Environm Med, Div Environm Med & Populat Sci, Osaka, Japan
[21] Otsuma Womens Univ, Dept Food Sci, Tokyo, Japan
来源
JOURNAL OF THE AMERICAN HEART ASSOCIATION | 2024年 / 13卷 / 09期
关键词
least absolute shrinkage and selection operator; life support; neurological outcomes; out-of-hospital cardiac arrest; prediction model; validation; EUROPEAN-RESUSCITATION-COUNCIL; PUBLIC-ACCESS DEFIBRILLATION; AMERICAN-HEART-ASSOCIATION; MISSING DATA; SPONTANEOUS CIRCULATION; STROKE-FOUNDATION; PROLOGUE SCORE; TASK-FORCE; REGRESSION; PROFESSIONALS;
D O I
10.1161/JAHA.123.033824
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Few prediction models for individuals with early-stage out-of-hospital cardiac arrest (OHCA) have undergone external validation. This study aimed to externally validate updated prediction models for OHCA outcomes using a large nationwide dataset. Methods and Results: We performed a secondary analysis of the JAAM-OHCA (Comprehensive Registry of In-Hospital Intensive Care for Out-of-Hospital Cardiac Arrest Survival and the Japanese Association for Acute Medicine Out-of-Hospital Cardiac Arrest) registry. Previously developed prediction models for patients with cardiac arrest who achieved the return of spontaneous circulation were updated. External validation was conducted using data from 56 institutions from the JAAM-OHCA registry. The primary outcome was a dichotomized 90-day cerebral performance category score. Two models were updated using the derivation set (n=3337). Model 1 included patient demographics, prehospital information, and the initial rhythm upon hospital admission; Model 2 included information obtained in the hospital immediately after the return of spontaneous circulation. In the validation set (n=4250), Models 1 and 2 exhibited a C-statistic of 0.945 (95% CI, 0.935-0.955) and 0.958 (95% CI, 0.951-0.960), respectively. Both models were well-calibrated to the observed outcomes. The decision curve analysis showed that Model 2 demonstrated higher net benefits at all risk thresholds than Model 1. A web-based calculator was developed to estimate the probability of poor outcomes (https://pcas-prediction.shinyapps.io/90d_lasso/). Conclusions: The updated models offer valuable information to medical professionals in the prediction of long-term neurological outcomes for patients with OHCA, potentially playing a vital role in clinical decision-making processes.
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页数:10
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