, Eun-Jung Jo2, Ye-Jee Kim3, Mihyun Park1, Eunji Kim4, Yu-Seon Jung5, Sook Ryun Park6, Ji Seon Oh7, So-Hui Kim8, Jeongbin Park8, Sun-Young Jung4
, Nakyung Jeon1
1College of Pharmacy and Research Institute for Drug Development, Pusan National University, Busan, Korea
2Department of Internal Medicine, School of Medicine, Pusan National University, Busan, Korea
3Department of Clinical Epidemiology and Biostatistics, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
4College of Pharmacy and Department of Global Innovative Drugs, Chung-Ang University, Seoul, Korea
5College of Pharmacy, Chung-Ang University, Seoul, Korea
6Department of Oncology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
7Department of Information Medicine, Big Data Research Center, Asan Medical Center, Seoul, Korea
8School of Biomedical Convergence Engineering, Pusan National University, Yangsan, Korea
Copyright © 2026 by the Korean Cancer Association
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Ethical Statement
This study was reviewed and exempted by the Institutional Review Board (IRB) of Pusan National University Hospital (IRB No. 2023-0266). The need for informed consent was waived by the IRB due to the retrospective nature of the study.
Author Contributions
Conceived and designed the analysis: Jung WJ, Jo EJ, Kim YJ, Park M, Kim E, Jung YS, Park SR, Oh JS, Jung SY, Jeon N.
Collected the data: Jeon N.
Contributed data or analysis tools: Jo EJ, Kim YJ, Jung YS, Park SR, Oh JS, Kim SH, Park J, Jung SY, Jeon N.
Performed the analysis: Jung WJ, Park M, Kim E, Kim SH, Park J.
Wrote the paper: Jung WJ, Jeon N.
Conflicts of Interest
Conflict of interest relevant to this article was not reported. N Jeon, WJ Jung, J Park and S-H Kim are co-inventors on the pending patent related to this study.
Funding
This research was supported by a grant from the Korean Institute of Drug Safety & Risk Management (Grant Number: 20230303716-00) awarded to SYJ and utilized the Pusan National University Hospital (PNUH) Common Data Model, which was established with support from the Medical Data-Driven Hospital Support Project, funded by the Ministry of Health and Welfare of the Republic of Korea and administered through the Korea Health Information Service (KHIS).
| Characteristic | Total (n=803) | Normala) (n=524) | Abnormalb) (n=279) | p-value |
|---|---|---|---|---|
| At index date | ||||
| Sex | ||||
| Male | 563 (70.1) | 354 (67.6) | 209 (74.9) | 0.030 |
| Female | 240 (29.9) | 170 (32.4) | 70 (25.1) | |
| Age (yr) | 67.1±10.1 | 68.3±9.5 | 64.8±10.7 | < 0.001 |
| Type of ICI at initiation | ||||
| Atezolizumab | 275 (34.2) | 170 (32.4) | 105 (37.6) | 0.140 |
| Pembrolizumab | 264 (32.9) | 188 (35.9) | 76 (27.2) | 0.013 |
| Nivolumab | 215 (26.8) | 129 (24.6) | 86 (30.8) | 0.059 |
| Durvalumab | 29 (3.6) | 21 (4.0) | 8 (2.9) | 0.410 |
| Ipilimumab+nivolumab | 20 (2.5) | 16 (3.1) | 4 (1.4) | 0.161 |
| Baseline period | ||||
| Liver function test | ||||
| ALT | 25.5±36.7 | 14.4±6.6 | 46.3±55.9 | < 0.001 |
| AST | 33.8±42.7 | 19.7±5.8 | 60.4±64.1 | < 0.001 |
| Total bilirubin | 0.5±0.7 | 0.4±0.2 | 0.9±1.1 | < 0.001 |
| Cancer type | ||||
| Lung | 445 (55.4) | 320 (61.1) | 125 (44.8) | < 0.001 |
| Liver | 77 (9.6) | - | 77 (27.6) | < 0.001 |
| Stomach | 42 (5.2) | 23 (4.4) | 19 (6.8) | 0.142 |
| Gallbladder and bile duct | 18 (2.2) | 10 (1.9) | 8 (2.9) | 0.382 |
| Colon | 16 (2.0) | 9 (1.7) | 7 (2.5) | 0.445 |
| Lymphoma | 13 (1.6) | 7 (1.3) | 6 (2.2) | 0.391 |
| Prostate | 10 (1.2) | 7 (1.3) | 3 (1.1) | 1.000 |
| Breast | 6 (0.7) | 5 (1.0) | 1 (0.4) | 0.671 |
| Leukemia | 3 (0.4) | 1 (0.2) | 2 (0.7) | 0.278 |
| Pancreas | 3 (0.4) | 1 (0.2) | 2 (0.7) | 0.278 |
| Other cancersc) | 206 (25.7) | 158 (30.2) | 48 (17.2) | < 0.001 |
| Chronic liver disease | ||||
| Hepatitis | 64 (8.0) | 7 (1.3) | 57 (20.4) | < 0.001 |
| Other liver diseasesd) | 91 (11.3) | 15 (2.9) | 76 (27.2) | < 0.001 |
| Follow-up period | ||||
| No. of ICI cycles | ||||
| 1 | 138 (17.2) | 70 (13.4) | 68 (24.4) | < 0.001 |
| 2 | 121 (15.1) | 56 (10.7) | 65 (23.3) | |
| 3 | 130 (16.2) | 94 (17.9) | 36 (12.9) | |
| 4 | 90 (11.2) | 67 (12.8) | 23 (8.2) | |
| 5 or more | 324 (40.3) | 237 (45.2) | 87 (31.2) | |
| Chemotherapy | ||||
| No | 544 (67.7) | 340 (64.9) | 204 (73.1) | < 0.001 |
| Yes | 259 (32.3) | 184 (35.1) | 75 (26.9) | |
| Carboplatin | 141 (17.6) | 99 (18.9) | 42 (15.1) | 0.173 |
| Cisplatin | 41 (5.1) | 30 (5.7) | 11 (3.9) | 0.275 |
| Etoposide | 57 (7.1) | 44 (8.4) | 13 (4.7) | 0.050 |
| Gemcitabine | 45 (5.6) | 30 (5.7) | 15 (5.4) | 0.838 |
| Pemetrexed | 43 (5.4) | 31 (5.9) | 12 (4.3) | 0.333 |
| Otherse) | 144 (17.9) | 103 (19.7) | 41(14.7) | 0.081 |
Values are presented as number (%) or mean±SD. ALT, alanine aminotransferase; AST, aspartate aminotransferase; ICI, immune checkpoint inhibitor; SD, standard deviation.
a) Normal: defined by AST and ALT levels ≤ 40 IU/L and total bilirubin ≤ 1.2 mg/dL,
b) Abnormal: defined by AST or ALT > 40 IU/L or total bilirubin > 1.2 mg/dL,
c) Other cancers: all other types of cancer not listed in the table including but not limited to Malignant melanoma of skin (C43), Malignant neoplasm of cervix uteri (C53), Malignant neoplasm of ovary (C56), Malignant neoplasm of kidney, except renal pelvis (C64), Malignant neoplasm of bladder (C67),
d) Other liver diseases: Alcoholic liver disease (K70); Toxic liver disease (K71); Hepatic failure, not elsewhere classified (K72); Chronic hepatitis, not elsewhere classified (K73); Fibrosis and cirrhosis of liver (K74); Other inflammatory liver diseases (K75); Other diseases of liver (K76); Liver disorders in disease classified elsewhere (K77),
e) Others: docetaxel, irinotecan, paclitaxel, dacarbazine, oxaliplatin, capecitabine, 5-fluorouracil, doxorubicin, topotecan, ifosfamide, methotrexate, cyclophosphamide, vinorelbine, cytarabine, mitomycin, tegafur, mitoxantrone, vinblastine, vincristine, gefitinib, eribulin.
| Variable |
Normal |
Abnormal |
||
|---|---|---|---|---|
| Crude HR | aHRa) (95% CI) | Crude HR | aHRa) (95% CI) | |
| Characteristic | ||||
| Age | 1.01 (0.96-1.05) | 1.02 (0.97-1.06) | 1.01 (0.98-1.04) | 1.01 (0.98-1.04) |
| Sex | ||||
| Male | Reference | |||
| Female | 2.48 (1.05-5.86) | 2.66 (1.05-6.72) | 1.09 (0.53-2.25) | 1.06 (0.50-2.23) |
| Type of ICI at initiation | ||||
| Anti-PD-L1 | Reference | |||
| Anti-PD-1 | 2.54 (0.86-7.56) | 2.21(0.73-6.65) | 1.09 (0.57-2.07) | 1.95(0.96-3.98) |
| Cancer type | ||||
| Other cancersb) | Reference | |||
| Liver cancer | N/A | N/A | 3.25 (1.23-8.64) | 3.67 (1.16-11.64) |
| Other major cancerc) | 1.1 (0.42-2.83) | 1.42 (0.53-3.83) | 0.78 (0.28-2.18) | 0.78 (0.27-2.26) |
| Chronic liver diseased) | ||||
| No | Reference | |||
| Yes | 1.49 (0.20-11.19) | 1.42 (0.19-10.71) | 2.68 (1.42-5.03) | 1.18 (0.48-2.92) |
CI, confidence interval; HR, hazard ratio; ICI, immune checkpoint inhibitor; N/A, not available; PD-1, programmed death-1; PD-L1, programmed death-ligand 1.
a) aHR: adjusted hazard ratio; all variables were mutually adjusted in a Cox regression model,
b) Other cancers: bladder, cervix uteri, kidney, ovary, skin, etc.,
c) Other major cancer: lung, stomach, gallbladder and bile duct, colon, lymphoma, prostate, breast, leukemia, pancreas,
d) Chronic liver disease: Alcoholic liver disease (K70); Toxic liver disease (K71); Hepatic failure, not elsewhere classified (K72); Chronic hepatitis, not elsewhere classified (K73); Fibrosis and cirrhosis of liver (K74); Other inflammatory liver diseases (K75); Other diseases of liver (K76); Liver disorders in disease classified elsewhere (K77); Acute hepatitis A (B15); Acute hepatitis B (B16); Other acute viral hepatitis (B17); Chronic viral hepatitis (B18); Unspecified viral hepatitis (B19).
| Characteristic | Total (n=60) | Normala) (n=21) | Abnormala) (n=39) | p-value |
|---|---|---|---|---|
| Days from the first ICI dose | 41.5 (15-101.5) | 57 (38-105) | 32 (13-98) | 0.092 |
| Days from the last ICI dose | 13 (8-20.5) | 15 (10-24) | 13 (5-16) | 0.210 |
| No. of ICI administration | 2 (1.5-4) | 3 (2-4) | 2 (1-4) | 0.308 |
| Causality assessment | ||||
| Probable | 5 (8.3) | 1 (4.8) | 4 (10.3) | 0.649 |
| Possible | 55 (91.7) | 20 (95.2) | 35 (89.7) | |
| Hepatotoxicity severity | ||||
| Grade 3 | 54 (90.0) | 18 (85.7) | 36 (92.3) | 0.655 |
| Grade 4 or higher | 6 (10.0) | 3 (14.3) | 3 (7.7) | |
| Results of hepatotoxicity | ||||
| ICI continuedb) | 21 (35.0) | 7 (33.3) | 14 (35.9) | 0.843 |
| Death | 2 (3.3) | 1 (4.7) | 1 (2.5) | > 0.99 |
| ICI discontinuedc) | 37 (61.7) | 14 (66.7) | 23 (59.0) | 0.559 |
| Death | 18 (30.0) | 5 (23.8) | 13 (33.3) | 0.443 |
| ICI resumedc) | 1 (1.7) | 1 (4.7) | 0 | 0.350 |
| Lost to follow-up | 2 (3.3) | 0 | 2 (5.1) | 0.537 |
Values are presented as median (IQR) or number (%). ALT, alanine aminotransferase; AST, aspartate aminotransferase; ICI, immune checkpoint inhibitor; IQR, interquartile range.
a) Normal was defined by AST and ALT levels ≤ 40 IU/L and total bilirubin ≤ 1.2 mg/dL; and abnormal was defined by AST or ALT > 40 IU/L or total bilirubin > 1.2 mg/dL,
b) ICI continued was defined as the presence of an ICI administration record within 60 days after the onset of hepatotoxicity,
c) ICI discontinued was defined as the absence of an ICI administration record within 60 days after the onset of hepatotoxicity. Among these patients, those who subsequently restarted ICI therapy beyond the 60-day window were classified as having resumed treatment.
| Characteristic | Total (n=803) | Normal |
Abnormal |
p-value |
|---|---|---|---|---|
| At index date | ||||
| Sex | ||||
| Male | 563 (70.1) | 354 (67.6) | 209 (74.9) | 0.030 |
| Female | 240 (29.9) | 170 (32.4) | 70 (25.1) | |
| Age (yr) | 67.1±10.1 | 68.3±9.5 | 64.8±10.7 | < 0.001 |
| Type of ICI at initiation | ||||
| Atezolizumab | 275 (34.2) | 170 (32.4) | 105 (37.6) | 0.140 |
| Pembrolizumab | 264 (32.9) | 188 (35.9) | 76 (27.2) | 0.013 |
| Nivolumab | 215 (26.8) | 129 (24.6) | 86 (30.8) | 0.059 |
| Durvalumab | 29 (3.6) | 21 (4.0) | 8 (2.9) | 0.410 |
| Ipilimumab+nivolumab | 20 (2.5) | 16 (3.1) | 4 (1.4) | 0.161 |
| Baseline period | ||||
| Liver function test | ||||
| ALT | 25.5±36.7 | 14.4±6.6 | 46.3±55.9 | < 0.001 |
| AST | 33.8±42.7 | 19.7±5.8 | 60.4±64.1 | < 0.001 |
| Total bilirubin | 0.5±0.7 | 0.4±0.2 | 0.9±1.1 | < 0.001 |
| Cancer type | ||||
| Lung | 445 (55.4) | 320 (61.1) | 125 (44.8) | < 0.001 |
| Liver | 77 (9.6) | - | 77 (27.6) | < 0.001 |
| Stomach | 42 (5.2) | 23 (4.4) | 19 (6.8) | 0.142 |
| Gallbladder and bile duct | 18 (2.2) | 10 (1.9) | 8 (2.9) | 0.382 |
| Colon | 16 (2.0) | 9 (1.7) | 7 (2.5) | 0.445 |
| Lymphoma | 13 (1.6) | 7 (1.3) | 6 (2.2) | 0.391 |
| Prostate | 10 (1.2) | 7 (1.3) | 3 (1.1) | 1.000 |
| Breast | 6 (0.7) | 5 (1.0) | 1 (0.4) | 0.671 |
| Leukemia | 3 (0.4) | 1 (0.2) | 2 (0.7) | 0.278 |
| Pancreas | 3 (0.4) | 1 (0.2) | 2 (0.7) | 0.278 |
| Other cancers |
206 (25.7) | 158 (30.2) | 48 (17.2) | < 0.001 |
| Chronic liver disease | ||||
| Hepatitis | 64 (8.0) | 7 (1.3) | 57 (20.4) | < 0.001 |
| Other liver diseases |
91 (11.3) | 15 (2.9) | 76 (27.2) | < 0.001 |
| Follow-up period | ||||
| No. of ICI cycles | ||||
| 1 | 138 (17.2) | 70 (13.4) | 68 (24.4) | < 0.001 |
| 2 | 121 (15.1) | 56 (10.7) | 65 (23.3) | |
| 3 | 130 (16.2) | 94 (17.9) | 36 (12.9) | |
| 4 | 90 (11.2) | 67 (12.8) | 23 (8.2) | |
| 5 or more | 324 (40.3) | 237 (45.2) | 87 (31.2) | |
| Chemotherapy | ||||
| No | 544 (67.7) | 340 (64.9) | 204 (73.1) | < 0.001 |
| Yes | 259 (32.3) | 184 (35.1) | 75 (26.9) | |
| Carboplatin | 141 (17.6) | 99 (18.9) | 42 (15.1) | 0.173 |
| Cisplatin | 41 (5.1) | 30 (5.7) | 11 (3.9) | 0.275 |
| Etoposide | 57 (7.1) | 44 (8.4) | 13 (4.7) | 0.050 |
| Gemcitabine | 45 (5.6) | 30 (5.7) | 15 (5.4) | 0.838 |
| Pemetrexed | 43 (5.4) | 31 (5.9) | 12 (4.3) | 0.333 |
| Others |
144 (17.9) | 103 (19.7) | 41(14.7) | 0.081 |
| Total |
Normal group |
Abnormal group |
||||
|---|---|---|---|---|---|---|
| Incidence (%) (event/at risk) | Incidence (event/100 py) | Incidence (%) (event/at risk) | Incidence (event/100 py) | Incidence (%) (event/at risk) | Incidence (event/100 py) | |
| Total | 7.5 (60/803) | 19.5 | 4.0 (21/524) | 9.3 | 14.0 (39/279) | 47.3 |
| Concomitant chemotherapy during follow-up | ||||||
| No | 9.2 (50/544) | 23.5 | 4.4 (15/340) | 9.8 | 17.2 (35/204) | 57.9 |
| Yes | 3.9 (10/259) | 10.6 | 3.3 (6/184) | 8.3 | 5.3 (4/75) | 18.1 |
| Variable | Normal |
Abnormal |
||
|---|---|---|---|---|
| Crude HR | aHR |
Crude HR | aHR |
|
| Characteristic | ||||
| Age | 1.01 (0.96-1.05) | 1.02 (0.97-1.06) | 1.01 (0.98-1.04) | 1.01 (0.98-1.04) |
| Sex | ||||
| Male | Reference | |||
| Female | 2.48 (1.05-5.86) | 2.66 (1.05-6.72) | 1.09 (0.53-2.25) | 1.06 (0.50-2.23) |
| Type of ICI at initiation | ||||
| Anti-PD-L1 | Reference | |||
| Anti-PD-1 | 2.54 (0.86-7.56) | 2.21(0.73-6.65) | 1.09 (0.57-2.07) | 1.95(0.96-3.98) |
| Cancer type | ||||
| Other cancers |
Reference | |||
| Liver cancer | N/A | N/A | 3.25 (1.23-8.64) | 3.67 (1.16-11.64) |
| Other major cancer |
1.1 (0.42-2.83) | 1.42 (0.53-3.83) | 0.78 (0.28-2.18) | 0.78 (0.27-2.26) |
| Chronic liver disease |
||||
| No | Reference | |||
| Yes | 1.49 (0.20-11.19) | 1.42 (0.19-10.71) | 2.68 (1.42-5.03) | 1.18 (0.48-2.92) |
| Characteristic | Total (n=60) | Normal |
Abnormal |
p-value |
|---|---|---|---|---|
| Days from the first ICI dose | 41.5 (15-101.5) | 57 (38-105) | 32 (13-98) | 0.092 |
| Days from the last ICI dose | 13 (8-20.5) | 15 (10-24) | 13 (5-16) | 0.210 |
| No. of ICI administration | 2 (1.5-4) | 3 (2-4) | 2 (1-4) | 0.308 |
| Causality assessment | ||||
| Probable | 5 (8.3) | 1 (4.8) | 4 (10.3) | 0.649 |
| Possible | 55 (91.7) | 20 (95.2) | 35 (89.7) | |
| Hepatotoxicity severity | ||||
| Grade 3 | 54 (90.0) | 18 (85.7) | 36 (92.3) | 0.655 |
| Grade 4 or higher | 6 (10.0) | 3 (14.3) | 3 (7.7) | |
| Results of hepatotoxicity | ||||
| ICI continued |
21 (35.0) | 7 (33.3) | 14 (35.9) | 0.843 |
| Death | 2 (3.3) | 1 (4.7) | 1 (2.5) | > 0.99 |
| ICI discontinued |
37 (61.7) | 14 (66.7) | 23 (59.0) | 0.559 |
| Death | 18 (30.0) | 5 (23.8) | 13 (33.3) | 0.443 |
| ICI resumed |
1 (1.7) | 1 (4.7) | 0 | 0.350 |
| Lost to follow-up | 2 (3.3) | 0 | 2 (5.1) | 0.537 |
Values are presented as number (%) or mean±SD. ALT, alanine aminotransferase; AST, aspartate aminotransferase; ICI, immune checkpoint inhibitor; SD, standard deviation. Normal: defined by AST and ALT levels ≤ 40 IU/L and total bilirubin ≤ 1.2 mg/dL, Abnormal: defined by AST or ALT > 40 IU/L or total bilirubin > 1.2 mg/dL, Other cancers: all other types of cancer not listed in the table including but not limited to Malignant melanoma of skin (C43), Malignant neoplasm of cervix uteri (C53), Malignant neoplasm of ovary (C56), Malignant neoplasm of kidney, except renal pelvis (C64), Malignant neoplasm of bladder (C67), Other liver diseases: Alcoholic liver disease (K70); Toxic liver disease (K71); Hepatic failure, not elsewhere classified (K72); Chronic hepatitis, not elsewhere classified (K73); Fibrosis and cirrhosis of liver (K74); Other inflammatory liver diseases (K75); Other diseases of liver (K76); Liver disorders in disease classified elsewhere (K77), Others: docetaxel, irinotecan, paclitaxel, dacarbazine, oxaliplatin, capecitabine, 5-fluorouracil, doxorubicin, topotecan, ifosfamide, methotrexate, cyclophosphamide, vinorelbine, cytarabine, mitomycin, tegafur, mitoxantrone, vinblastine, vincristine, gefitinib, eribulin.
ICI, immune checkpoint inhibitor; py, person-years.
CI, confidence interval; HR, hazard ratio; ICI, immune checkpoint inhibitor; N/A, not available; PD-1, programmed death-1; PD-L1, programmed death-ligand 1. aHR: adjusted hazard ratio; all variables were mutually adjusted in a Cox regression model, Other cancers: bladder, cervix uteri, kidney, ovary, skin, etc., Other major cancer: lung, stomach, gallbladder and bile duct, colon, lymphoma, prostate, breast, leukemia, pancreas, Chronic liver disease: Alcoholic liver disease (K70); Toxic liver disease (K71); Hepatic failure, not elsewhere classified (K72); Chronic hepatitis, not elsewhere classified (K73); Fibrosis and cirrhosis of liver (K74); Other inflammatory liver diseases (K75); Other diseases of liver (K76); Liver disorders in disease classified elsewhere (K77); Acute hepatitis A (B15); Acute hepatitis B (B16); Other acute viral hepatitis (B17); Chronic viral hepatitis (B18); Unspecified viral hepatitis (B19).
Values are presented as median (IQR) or number (%). ALT, alanine aminotransferase; AST, aspartate aminotransferase; ICI, immune checkpoint inhibitor; IQR, interquartile range. Normal was defined by AST and ALT levels ≤ 40 IU/L and total bilirubin ≤ 1.2 mg/dL; and abnormal was defined by AST or ALT > 40 IU/L or total bilirubin > 1.2 mg/dL, ICI continued was defined as the presence of an ICI administration record within 60 days after the onset of hepatotoxicity, ICI discontinued was defined as the absence of an ICI administration record within 60 days after the onset of hepatotoxicity. Among these patients, those who subsequently restarted ICI therapy beyond the 60-day window were classified as having resumed treatment.
