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Latent class analysis for identification of sub-phenotypes predicting prognosis in hospitalized out-of-hospital cardiac arrest Cover

Latent class analysis for identification of sub-phenotypes predicting prognosis in hospitalized out-of-hospital cardiac arrest

Open Access
|Apr 2025

Figures & Tables

Fig. 1.

Flowchart detailing the screening and enrolment process for this study. Abbreviations: CPR, cardiopulmonary resuscitation; EMS, emergency medical service; LCA, latent class analysis; OHCA, out-of-hospital cardiac arrest.
Flowchart detailing the screening and enrolment process for this study. Abbreviations: CPR, cardiopulmonary resuscitation; EMS, emergency medical service; LCA, latent class analysis; OHCA, out-of-hospital cardiac arrest.

Fig. 2.

The five factors with high discriminative power in the LCA. Abbreviations: BE, base excess; Lac, lactic acid; LCA, latent class analysis. All of these variables were blood gas findings.
The five factors with high discriminative power in the LCA. Abbreviations: BE, base excess; Lac, lactic acid; LCA, latent class analysis. All of these variables were blood gas findings.

Outcomes distribution in each sub-phenotype

Overall (n=2,162)Sub-phenotypes
p value
Group 1 (n=528)Group 2 (n=843)Group 3 (n=228)Group 4 (n=563)
30-day favorable neurological outcome, n (%)526 (24.3)284 (53.8)179 (21.2)26 (11.4)37 (6.6)< .01
30-day survival, n (%)974 (45.1)395 (74.8)407 (48.3)76 (33.3)96 (17.1)< .01

Logistic regression analysis for the correlation between sub-phenotypes and outcomes

Sub-phenotypesCrude OR95% CI (lower)95% CI (upper)p value
30-day favorable neurological outcome
  Group 116.511.424.1< .01
  Group 23.832.645.56< .01
  Group 31.831.083.100.02
  Group 4refrefref-

30-day survival
  Group 114.410.819.4< .01
  Group 24.543.515.88< .01
  Group 32.431.713.46< .01
  Group 4refrefref-

Demographics and characteristics of analyzed patients with stratified by sub-phenotypes

VariablesOverall (n=2,162)Sub-phenotypes
p value
Group 1 (n=528)Group 2 (n=843)Group 3 (n=228)Group 4 (n=563)
Age, years, median (IQR)68 (56–77)68 (57–77)64 (52–74)75 (64–83)69 (58–80)< .01

Male, n (%)1,553 (71.8)389 (73.7)649 (77.0)138 (70.5)377 (67.0)< .01

Time of emergency call, n (%) 0.19
7:00–14:59999 (46.2)252 (47.7)385 (45.7)97 (42.5)265 (47.1)
15:00–22:59758 (35.1)195 (36.9)290 (34.4)77 (33.8)196 (34.8)
23:00–6:59405 (18.7)81 (15.3)168 (19.9)54 (23.7)102 (18.1)

Tertiles of prefecture performance rates of out-of-hospital advanced airway management, n (%)
< 37.0521 (24.1)114 (21.6)204 (24.2)63 (27.6)140 (24.9)
37.0–63.6981 (45.4)253 (47.9)386 (45.8)92 (40.4)250 (44.4)0.53
> 63.6660 (30.5)161 (30.5)253 (30.0)73 (32.0)173 (30.7)

Witness status, n (%) < .01
None569 (26.3)113 (21.4)204 (24.2)70 (30.7)182 (32.3)
Others1327 (61.4)369 (69.9)552 (65.5)121 (53.1)285 (50.6)
EMS personnel266 (12.3)46 (8.7)87 (10.3)37 (16.2)96 (17.1)

Bystander CPR, n (%) < .01
Absence1109 (51.3)237 (44.9)401 (47.6)142 (62.3)329 (58.4)
Presence795 (36.8)227 (43.0)331 (39.3)68 (29.8)169 (30.0)
Presence including rescue breathing258 (11.9)64 (12.1)111 (13.2)18 (7.9)65 (11.5)

Initial monitored cardiac rhythm, n (%) < .01
VF868 (40.1)332 (62.9)409 (48.5)34 (14.9)93 (16.5)
Pulseless VT12 (0.6)3 (0.6)5 (0.6)1 (0.4)3 (0.5)
PEA607 (28.1)105 (19.9)231 (27.4)82 (36.0)189 (33.6)
Asystole517 (23.9)37 (7.0)157 (18.6)87 (38.2)236 (41.9)
Other158 (7.3)51 (9.7)41 (4.9)24 (10.5)42 (7.5)

Cause of cardiac arrest, n (%) < .01
Cardiogenic1541 (71.3)449 (85.0)649 (77.0)121 (53.1)322 (57.2)
Respiratory188 (8.7)16 (3.0)46 (5.5)50 (21.9)76 (13.5)
Other intrinsic disease433 (20.0)63 (11.9)148 (17.6)57 (25.0)165 (29.3)

Time from call to I-CPR, min, median (IQR)9 (7–11)8 (6–10)8 (7–11)9 (8–11.3)9 (8–12)< .01

Prehospital adrenaline administration, n (%)767 (35.5)111 (21.0)282 (33.5)120 (52.6)254 (45.1)< .01

Prehospital shock delivery, n (%)1027 (47.5)371 (70.3)478 (56.7)48 (21.1)130 (23.1)< .01

Prehospital AAM, n (%)1251 (57.9)220 (41.7)486 (57.7)161 (70.6)384 (68.2)< .01

Physician during emergency transport, n (%)1860 (86.0)437 (82.8)715 (84.8)201 (88.2)507 (90.1)0.01

Time from EMS contact to HA, min, median (IQR)23 (18–29)23 (17–28)21 (16–27)27 (21–35)25 (19–30)< .01

Prehospital ROSC, n (%)1,009 (46.7)379 (81.8)340 (40.3)115 (50.4)175 (31.1)< .01

GCS on HA, median (IQR)3 (3–3)3 (3–6)3 (3–3)3 (3–3)3 (3–3)< .01

pH on HA, median (IQR)7.07 (6.90–7.24)7.30 (7.25–7.36)7.06 (6.95–7.17)7.04 (6.93–7.19)6.83 (6.73–6.93)< .01

PaCO2 on HA, mmHg, median (IQR)53.3 (38.8–76.9)39.1 (33.8–46.3)55.6 (40.2–74.0)76.9 (59.2–101.6)69.1 (49.6–93.1)< .01

HCO3 on HA, mmol/l, median (IQR)15.6 (12.0–19.2)19.3 (17.0–21.6)14.8 (12.6–17.4)21.6 (16.7–25.7)10.8 (8.0–13.8)< .01

BE on HA, median (IQR)−14.2 (−20.2 –−8.4)−6.3 (−9.0 –−3.8)−15.0 (−17.7 –−11.9)−8.4 (−14.7 –−2.1)−22.7 (−26.0 –−19.7)< .01

Lac on HA, mg/dl, median (IQR)93.6 (63.0–127.6)57.0 (38.0–73.0)96.0 (73.8–117.9)100.9 (70.4–144.0)133.0 (108.9–162.0)< .01

ECMO, n (%)1656 (76.6)445 (84.3)567 (67.3)202 (88.6)442 (78.5)< .01

IABP, n (%)1601 (74.1)391 (74.1)561 (66.5)201 (88.2)448 (79.6)< .01

PCI, n (%)1610 (74.5)343 (65.0)587 (69.6)205 (89.9)475 (84.4)< .01

TTM, n (%)1246 (57.6)239 (45.3)427 (50.7)166 (72.8)414 (73.5)< .01

pH on admission, median (IQR)7.30 (7.19–7.37)7.37 (7.33–7.42)7.30 (7.24–7.37)7.33 (7.21–7.41)7.11 (6.99–7.20)< .01

PaO2 on admission, mmHg, median (IQR)148.0 (95.0–252.0)145.1 (101.0–230.4)150.0 (93.6–255.5)124.2 (82.8–198.0)155.0 (95.8–272.5)0.01

PaCO2 on admission, mmHg, median (IQR)41.0 (34.4–49.2)39.9 (35.3–43.9)39.6 (33.1–46.9)48.5 (38.7–62.0)44.4 (34.1–59.0)< .01

HCO3 on admission, mmol/l, median (IQR)19.6 (15.6–22.9)22.4 (20.6–24.2)19.3 (16.6–22.1)26.0 (20.6–29.4)13.9 (10.8–16.6)< .01

BE on admission, median (IQR)−6.0 (−11.4 –−2.1)−2.3 (−4.1 –−0.5)−6.5 (−9.4 –−3.5)−0.3 (−5.3 – 4.0)−15.0 (−18.6 –−11.1)< .01

Lac on admission, mg/dl, median (IQR)48.0 (21.6–84.6)21.0 (13.5–32.6)45.0 (26.0–68.0)52.6 (21.5–115.2)95.2 (64.8–130.5)< .01
DOI: https://doi.org/10.2478/jccm-2025-0016 | Journal eISSN: 2393-1817 | Journal ISSN: 2393-1809
Language: English
Page range: 183 - 191
Submitted on: Oct 23, 2024
Accepted on: Mar 8, 2025
Published on: Apr 30, 2025
Published by: University of Medicine, Pharmacy, Science and Technology of Targu Mures
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2025 Yuki Kishihara, Hideto Yasuda, Masahiro Kashiura, Shunsuke Amagasa, Hiroyuki Tamura, Yutaro Shinzato, Takashi Moriya, published by University of Medicine, Pharmacy, Science and Technology of Targu Mures
This work is licensed under the Creative Commons Attribution 4.0 License.