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Dynamic analysis of acute deterioration in chronic liver disease patients using modified quick sequential organ failure assessment

Clinical and Molecular Hepatology 2024;30(3):388-405.
Published online: April 11, 2024

1Department of Internal Medicine, St. Vincent’s Hospital, The Catholic University of Korea, Seoul, Korea

2Department of Internal Medicine, Uijeongbu St. Mary’s Hospital, The Catholic University of Korea, Seoul, Korea

3Department of Internal Medicine, Korea University Ansan Hospital, Ansan, Korea

4Department of Internal Medicine, Hanyang University College of Medicine, Seoul, Korea

5Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, Korea

6Department of Internal Medicine, Soonchunhyang University Bucheon Hospital, Bucheon, Korea

7Department of Internal Medicine, Yonsei University Wonju College of Medicine, Wonju, Korea

8Department of Internal Medicine, Soonchunhyang University College of Medicine, Seoul, Korea

9Department of Internal Medicine, Yeungnam University College of Medicine, Daegu, Korea

10Department of Internal Medicine, Seoul Metropolitan Government Seoul National University Boramae Medical Center, Seoul, Korea

11Department of Hepatology, Institute of Liver and Biliary Sciences, New Delhi, India

Corresponding author : Dong Joon Kim Department of Internal Medicine, Hallym University College of Medicine, 1 Hallimdaehak-gil, Chuncheon 24252, Korea Tel: +82-33-240-5646, Fax: +82-33-241-8064, E-mail: djkim@hallym.ac.kr

Editor: Salvatore Piano, University of Padova Faculty of Medicine and Surgery, Italy

• Received: December 27, 2023   • Revised: March 23, 2024   • Accepted: April 9, 2024

Copyright © 2024 by The Korean Association for the Study of the Liver

This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/3.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.

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Dynamic analysis of acute deterioration in chronic liver disease patients using modified quick sequential organ failure assessment
Clin Mol Hepatol. 2024;30(3):388-405.   Published online April 11, 2024
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Dynamic analysis of acute deterioration in chronic liver disease patients using modified quick sequential organ failure assessment
Image Image Image Image Image Image
Figure 1. One-month transplant-free survival rate according to m-qSOFA and ACLF. (A) Non-AARC ACLF and (B) AARC ACLF patients in the KACLiF cohort. (C) Non-AARC ACLF and (D) AARC ACLF patients in the AARC cohort. (E) Non-EASL-CLIF ACLF and (F) EASL-CLIF ACLF patients in the KACLiF cohort. m-qSOFA, modified quick sequential organ failure assessment; ACLF, acute-on-chronic liver failure; AARC, Asian Pacific Association for the Study of the Liver ACLF Research Consortium; EASL-CLIF, European Association for the Study of the Liver-Chronic liver failure; KACLiF, Korean acute-on-chronic liver failure; AARC, Asian Pacific Association for the Study of the Liver ACLF Research Consortium.
Figure 2. One-month transplant-free survival rate according to the presence of AARC ACLF and dynamic changes in m-qSOFA. (A) Total patients, (B) AARC ACLF patients, and (C) non-AARC ACLF patients in the KACLiF cohort. (D) Total patients, (E) AARC ACLF patients, and (F) non-AARC ACLF patients in the AARC cohort. m-qSOFA, modified quick sequential organ failure assessment; KACLiF, Korean acute-on-chronic liver failure; ACLF, acute-on-chronic liver failure; AARC, Asian Pacific Association for the Study of the Liver ACLF Research Consortium.
Figure 3. One-month transplant-free survival rate according to the presence of EASL-CLIF ACLF and dynamic changes in m-qSOFA in the KACLiF cohort. (A) EASL-CLIF ACLF patients and (B) non-EASL-CLIF ACLF patients. m-qSOFA, modified quick sequential organ failure assessment; EASL-CLIF, European Association for the Study of the Liver-Chronic liver failure; ACLF, acute-on-chronic liver failure; KACLiF, Korean acute-onchronic liver failure.
Figure 4. New organ failure development in the KACLiF cohort. (A) New organ failure development according to baseline m-qSOFA, (B) new organ failure development according to dynamic changes in m-qSOFA. m-qSOFA, modified quick sequential organ failure assessment; KACLiF, Korean acute-on-chronic liver failure.
Figure 5. Proposed algorithm for m-qSOFA in patients with ACLF. CLD, chronic liver disease; ACLF, acute-on-chronic liver failure; mqSOFA, modified quick sequential organ failure assessment.
Graphical abstract
Dynamic analysis of acute deterioration in chronic liver disease patients using modified quick sequential organ failure assessment
Characteristic KACLiF cohort
AARC cohort
Total (n=1,497) Low m-qSOFA (n=1,376) High m-qSOFA (n=121) P-value Total (n=1,217) Low m-qSOFA (n=982) High m-qSOFA (n=235) P-value
Age, years 54.7±11.5 54.6±11.5 55.5±10.9 0.433 46.4±12.2 46.1±11.9 47.5±13.2 0.137
Gender (male, %) 1,114 (74.4) 1,026 (74.6) 88 (72.7) 0.657 1,056 (86.8) 855 (97.1) 201 (85.5) 0.533
Cirrhosis (%) 1,395 (93.2) 1,277 (92.8) 118 (97.5) 0.057
Etiology (%) 0.041 0.117
 HBV 180 (12.0) 172 (12.5) 8 (6.6) 177 (14.5) 155 (15.8) 22 (9.4)
 HCV 26 (1.7) 23 (1.7) 3 (2.5) 29 (2.4) 23 (2.3) 6 (2.6)
 Alcohol 1,017 (67.9) 924 (67.2) 93 (76.9) 769 (63.2) 617 (62.8) 152 (64.7)
 HBV+Alcohol 108 (7.2) 102 (7.4) 6 (5.0)
 HCV+Alcohol 21 (1.4) 17 (1.2) 4 (3.3)
 Autoimmune 46 (3.8) 35 (3.6) 11 (4.7)
 Others 145 (9.7) 138 (10.0) 7 (5.8) 196 (16.1) 152 (15.5) 44 (18.7)
Decompensation
 Ascites 434 (29.0) 410 (29.8) 24 (19.8) 0.012 1,081 (93.9) 865 (93.1) 216 (97.3) 0.01
 Hepatic encephalopathy 220 (14.7) 169 (12.3) 51 (42.1) <0.001 471 (38.9) 288 (29.3) 186 (79.1) <0.001
 Jaundice 524 (35.0) 498 (36.2) 26 (21.5) 0.001
 GI bleeding 520 (34.7) 468 (34.0) 52 (43.0) 0.031
 Infection 161 (10.8) 137 (10.0) 24 (19.8) 0.001
Prior decompensation
 AARC definition 438 (29.3) 395 (28.7) 43 (35.5) 0.071
 EASL-CLIF definition 583 (38.9) 530 (38.5) 53 (43.8) 0.148
AARC ACLF (%) 188 (12.6) 163 (11.8) 25 (20.7) 0.005 971 (79.8) 767 (78.1) 204 (86.8) 0.003
AARC ACLF grade* 0.026 <0.001
 Grade 1 23 (18.1) 23 (21.9) 0 (0) 102 (13.3) 91 (15.1) 11 (6.6)
 Grade 2 67 (52.8) 55 (52.4) 12 (54.5) 380 (49.4) 324 (53.8) 56 (33.5)
 Grade 3 37 (29.1) 27 (25.7) 10 (45.5) 287 (37.3) 187 (31.1) 100 (59.9)
EASL-CLIF ACLF (%) 248 (16.6) 192 (14.0) 56 (46.3) <0.001
EASL-CLIF ACLF Grade <0.001
 Grade 1 127 (51.2) 109 (56.8) 18 (32.1)
 Grade 2 81 (32.7) 63 (32.8) 18 (32.1)
 Grade 3 40 (16.1) 20 (10.4) 20 (35.7)
SIRS (%) 355 (23.7) 268 (19.5) 87 (71.9) <0.001 513 (43.6) 328 (34.5) 185 (82.2) <0.001
Body temperature (°C) 36.8±0.6 36.8±0.6 36.7±0.9 0.426 36.9±0.7 36.9±0.6 37.0±0.8 0.34
Heart rate (/min) 89.9±19.7 88.8±18.8 102.4±24.8 <0.001 91.2±15.7 89.6±14.6 97.5±18.1 <0.001
Respiratory rate (/min) 19.8±2.5 19.5±2.1 23.3±3.7 <0.001 20.8±4.2 20.1±2.4 23.6±7.5 <0.001
SBP (mmHg) 119.6±22.8 121.7±21.7 96.0±22.2 <0.001 114.1±16.3 115.9±14.3 106.5±21.0 <0.001
DBP (mmHg) 72.2±14.1 73.4±13.5 58.3±13.7 <0.001 68.8±10.6 70.3±9.8 62.6±11.6 <0.001
MBP (mmHg) 88.0±16.1 89.5±15.2 70.9±15.8 <0.001 83.9±11.2 85.5±10.0 77.2±13.3 <0.001
WBC (×109/mm3) 7.62±5.35 7.38±5.03 10.32±7.66 <0.001 14.11±10.65 13.23±9.97 17.75±12.47 <0.001
ANC (×109/mm3) 5.42±4.64 5.21±4.33 7.86±6.83 <0.001 10.62±8.99 9.95±8.53 13.59±10.35 <0.001
Hemoglobin (g/dL) 10.5±2.8 10.6±2.7 9.3±2.9 <0.001 10.5±2.4 10.5±2.3 10.6±2.5 0.442
Platelet count (×109/mm3) 112.6±69.3 113.1±69.8 106.4±63.2 0.305 145.7±94.4 148.2±95.2 135.0±90.4 0.055
Albumin (g/dL) 2.94±0.63 2.96±0.63 2.64±0.57 <0.001 2.33±0.62 2.35±0.62 2.25±0.62 0.039
Bilirubin (mg/dL) 3.54 (1.56–8.18) 3.50 (1.55–8.14) 3.95 (1.55–8.71) 0.456 19.3 (10.7–27.0) 19.0 (10.7–26.7) 20.2 (11.0–27.8) 0.199
ALT (IU/L) 34.0 (20.0–69.0) 33.0 (20.0–69.0) 37.0 (21.5–78.5) 0.305 55.0 (34.0–110.8) 55.0 (34.0–111.3) 52.5 (32.8–106.0) 0.526
AST (IU/L) 84.0 (44.0–188.0) 83.5 (43.0–188.0) 88.0 (51.5–183.5) 0.304 142.0 (97.0–223.8) 142.0 (97.0–219.0) 138.0 (97.0–138.0) 0.755
INR 1.47 (1.27–1.78) 1.45 (1.27–1.75) 1.67 (1.37–2.19) <0.001 2.10 (1.68–2.69) 2.08 (1.65–2.59) 2.30 (1.82–3.11) <0.001
CRP (mg/dL) 0.68 (0.25–2.04) 0.66 (0.24–1.99) 1.16 (0.30–3.19) 0.008
Creatinine (mg/dL) 0.88 (0.70–1.20) 0.85 (0.68–1.15) 1.20 (0.86–1.90) <0.001 0.92 (0.58–1.76) 0.88 (0.56–1.53) 1.28 (0.72–2.61) <0.001
Na (mEq/L) 135.1±6.1 135.2±5.9 133.6±7.9 0.027 130.9±7.4 130.7±7.1 131.5±8.6 0.204
Procalcitonin (ng/mL) 0.24 (0.12–0.56) 0.22 (0.11–0.48) 0.55 (0.21–1.41) <0.001
Lactate (mmol/L)† 2.00 (1.24–3.70) 1.86 (1.20–3.20) 4.44 (2.59–7.66) <0.001 1.80 (1.30–2.60) 1.80 (1.30–2.50) 2.00 (1.40–2.80) 0.007
 Child-Pugh score 9.0±2.1 8.9±2.0 10.4±2.3 <0.001 11.2±1.6 11.0±1.6 12.1±1.3 <0.001
 MELD score 18.1±7.2 17.8±7.0 21.7±9.1 <0.001 28.5±7.9 27.8±7.6 31.4±8.3 <0.001
 MELD-Na score 20.6±7.5 20.3±7.3 24.4±8.3 <0.001 30.7±6.9 28.5±8.0 32.3±7.4 <0.001
 AARC score† 7.7±1.8 7.5±1.7 9.6±1.9 <0.001 9.4±2.1 9.2±2.0 10.6±2.1 <0.001
 CLIF-SOFA 5.6±3.0 5.2±2.6 9.3±4.3 <0.001
 CLIF-OF score 7.4±1.7 7.2±1.7 9.4±2.5 <0.001
Death or LT within 1 month‡ 80 (5.9) 56 (4.5) 24 (21.1) <0.001 421 (34.7) 295 (30.1) 126 (53.6) <0.001
Variable KACLiF
Variable AARC
Univariate
Multivariate*
Univariate
Multivariate*
HR 95% CI P-value HR 95% CI P-value HR 95% CI P-value HR 95% CI P-value
Age 1.002 0.983–1.021 0.853 Age 1.016 1.008–1.023 <0.001 1.024 1.014–1.034 <0.001
Sex (male) 0.98 0.595–1.612 0.936 Sex (male) 0.973 0.733–1.292 0.849
Ascites 0.97 0.598–1.574 0.902 Ascites‡ 2.319 1.306–4.119 0.004 2.661 1.164–6.086 0.02
Hepatic encephalopathy (≥G2) 3.166 1.951–5.138 <0.001 Hepatic encephalopathy (≥G2) 4.732 3.728–6.006 <0.001
GI bleeding 0.582 0.348–0.974 0.039
Infection 2.105 1.217–3.640 0.008
Cirrhosis 0.178 0.025–1.278 0.086
Diabetes mellitus 1.07 0.650–1.761 0.79
Hypertension 0.637 0.345–1.177 0.15
Prior decompensation (AARC definition)
 None Ref Ref Ref
 Within 1 year 1.002 0.574–1.749 0.994
 More than 1 year 1.211 0.598–2.450 0.595
Prior decompensation (EASL-CLIF definition)
 None Ref Ref Ref
 Within 1 year 0.901 0.530–1.533 0.702
 More than 1 year 1.245 0.674–2.297 0.484
SIRS 2.586 1.663–4.023 <0.001 1.931 1.026–3.635 0.041 SIRS‡ 1.55 1.276–1.884 <0.001
WBC (×103 mm3) 1.075 1.045–1.105 <0.001 WBC (×103 mm3) 1.012 1.008–1.017 <0.001 1.015 1.005–1.025 0.004
Hb (g/dL) 0.955 0.883–1.033 0.249 Hb (g/dL) 1.015 0.972–1.060 0.49
PLT (×109/mm3) 0.995 0.991–0.999 0.014 0.994 0.989–0.999 0.015 PLT (×109/mm3) 0.999 0.998–1.000 0.181
Albumin (g/dL) 0.264 0.176–0.396 <0.001 0.364 0.210–0.633 <0.001 Albumin (g/dL) 0.865 0.740–1.013 0.071
Bilirubin (mg/dL) 1.075 1.058–1.095 <0.001 1.075 1.049–1.101 <0.001 Bilirubin (mg/dL) 1.019 1.013–1.025 <0.001 1.031 1.019–1.043 <0.001
AST (IU/L) 1 1.000–1.000 0.004 1 1.000–1.000 <0.001 AST (IU/L) 1 1.000–1.000 0.108
ALT (IU/L) 1 1.000–1.000 0.343 ALT (IU/L) 1 1.000–1.000 0.977
GGT (IU/L) 1 0.999–1.000 0.256 GGT (IU/L) 1 0.999–1.000 0.307
INR† 1.328 1.244–1.417 <0.001 1.333 1.141–1.558 <0.001 INR‡ 1.2 1.154–1.248 <0.001 1.19 1.132–1.250 <0.001
CRP (mg/dL)† 1.054 1.016–1.094 0.005
Creatinine (mg/dL) 1.168 1.087–1.254 <0.001 Creatinine (mg/dL)‡ 1.22 1.168–1.275 <0.001 1.17 1.108–1.235 <0.001
Na (mEq/L)† 0.942 0.916–0.970 <0.001 Na (mEq/L)‡ 0.986 0.973–0.999 0.041
Procalcitonin (ng/mL) 1.029 0.995–1.064 0.094
Lactate (mmol/L)† 1.06 1.034–1.085 <0.001 Lactate (mmol/L)‡ 1.143 1.114–1.173 <0.001 1.159 1.127–1.192 <0.001
High m-qSOFA 5.404 3.350–8.719 <0.001 2.604 1.353–5.013 0.004 High m-qSOFA 2.399 1.947–2.957 <0.001 1.904 1.484–2.442 <0.001
Prognostic score KACLiF cohort
Prognostic score AARC cohort
HR 95% CI P-value HR 95% CI P-value
Child-Pugh score* High m-qSOFA 2.673 1.606–4.451 <0.001 Child-Pugh score† High m-qSOFA 1.394 1.085–1.791 0.009
 Child-Pugh score 1.717 1.529–1.929 <0.001  Child-Pugh score 1.604 1.460–1.764 <0.001
 AST 1 1.000–1.000 0.002  Age 1.026 1.017–1.036 <0.001
 WBC 1.023 1.013–1.032 <0.001
 Creatinine 1.146 1.084–1.211 <0.001
 Lactate† 1.131 1.100–1.163 <0.001
MELD score* High m-qSOFA 3.029 1.839–4.989 <0.001 MELD score† High m-qSOFA 1.659 1.298–2.121 <0.001
 MELD score 1.114 1.087–1.141 <0.001  MELD score 1.089 1.072–1.105 <0.001
 Albumin 0.46 0.298–0.709 <0.001  Age 1.028 1.018–1.038 <0.001
 AST 1 1.000–1.000 0.051  Ascites† 1.965 0.919–4.024 0.082
 WBC 1.015 1.006–1.025 0.002
 Lactate† 1.141 1.111–1.172 <0.001
MELD-Na score* High m-qSOFA 3.101 1.897–5.067 <0.001 MELD-Na score† High m-qSOFA 1.676 1.312–2.142 <0.001
 MELD-Na score 1.141 1.109–1.175 <0.001  MELD-Na score 1.105 1.084–1.127 <0.001
 Platelet count 0.997 0.993–1.001 0.116  Age 1.028 1.018–1.038 <0.001
 Albumin 0.561 0.366–0.861 0.008  WBC 1.015 1.006–1.025 0.002
 Ascites† 1.868 0.873–3.998 0.107
 Lactate† 1.142 1.112–1.173 <0.001
AARC score* High m-qSOFA 2.22 1.200–4.108 0.011 AARC score† High m-qSOFA 1.346 1.047–1.729 0.02
 AARC score 1.524 1.311–1.772 <0.001  AARC score 1.489 1.404–1.579 <0.001
 AST 1 1.000–1.000 <0.001  Age 1.025 1.015–1.035 <0.001
 Albumin 0.443 0.264–0.745 0.002  Ascites† 2.169 1.020–4.613 0.044
 WBC 1.015 1.005–1.026 0.004
Table 1. Baseline characteristics

Values are presented as mean±standard deviation, number (%), or median (interquartile range).

127 patients (67.6%) in KACLiF and 769 patients (79.2%) in AARC cohort were available.

883 patients (59.0%) in KACLiF and 947 patients (75.9%) in AARC cohort were available.

130 patients (8.7%) in KACLiF and 3 patients (0.2%) in AARC cohort were excluded due to follow-up loss.

KACLiF, Korean acute-on-chronic liver failure; AARC, Asian Pacific Association for the Study of the Liver ACLF Research Consortium; GI, gastrointestinal; EASL-CLIF, European Association of the Study for The Liver-Chronic Liver Failure; m-qSOFA, modified quick sequential organ failure assessment; HBV, hepatitis B virus; HCV, hepatitis C virus; ACLF, acute-on-chronic liver failure; SIRS, systemic inflammatory response syndrome; SBP, systolic blood pressure; DBP, diastolic blood pressure; MBP, mean blood pressure; WBC, white blood cells; ANC, absolute neutrophil count; ALT, alanine aminotransferase; AST, aspartate aminotransferase; INR, international normalized ratio; CRP, C-reactive protein; MELD, Model for End-stage Liver Disease; CLIF-SOFA, Chronic LIver Failure-Sequential Organ Failure Assessment; CLIF-C OF, Chronic LIver Failure Consortium Organ Failure.

Table 2. Predictors for 28-day LT-free survival in the KACLiF cohort and 30-day survival in the AARC cohort

Hepatic encephalopathy was excluded to avoid multicollinearity with m-qSOFA.

Missing data in KACLiF cohort: INR 0.13%, CRP 2.7%, Na 0.2%, and lactate 40.9%.

Missing data in AARC cohort: ascites 5.4%, SIRS 3.3%, INR 0.2%, creatinine 0.25%, Na 0.5%, and lactate 22.1%.

HR, hazard ratio; CI, confidence interval; KACLiF, Korean acute-on-chronic liver failure; GI, gastrointestinal; EASL-CLIF, European Association of the Study for The Liver-Chronic Liver Failure; SIRS, systemic inflammatory response syndrome; WBC, white blood cells; ALT, alanine aminotransferase; AST, aspartate aminotransferase; GGT, gamma-glutamyl transferase; INR, international normalized ratio; CRP, C-reactive protein; m-qSOFA, modified quick sequential organ failure assessment.

Table 3. Multivariate analysis of 28-day LT-free survival in the KACLiF cohort and 30-day survival in the AARC cohort including CLD-specific prognostic scores

Missing data in KACLiF cohort: Child-Pugh score 0.1%, MELD score 0.1%, MELD-Na score 0.27%, and AARC score 41%.

Missing data in AARC cohort: lactate 22.1%, creatinine 0.25%, ascites 5.4%, Child-Pugh score 4.5%, MELD score 0.2%, MELD-Na score 0.6%, and AARC score 22.2%.

HR, hazard ratio; CI, confidence interval; KACLiF, Korean acute-on-chronic liver failure; m-qSOFA, modified quick sequential organ failure assessment; MELD, Model for End-stage Liver Disease; AARC, Asian Pacific Association for the Study of the Liver ACLF Research Consortium.