, Jeesun Yoon1
, Dae-Won Lee1,2, Yoonjin Kwak3, Hye Seung Lee3, Do-Youn Oh1,2,4
1Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea
2Cancer Research Institute, Seoul National University College of Medicine, Seoul, Korea
3Department of Pathology, Seoul National University Hospital, Seoul, Korea
4Integrated Major in Innovative Medical Science, Seoul National University Graduate School, Seoul, 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 protocol was reviewed and approved by the Institutional Review Board of Seoul National University Hospital (IRB No. H-1809-010-970). The recommendations of the Declaration of Helsinki for biomedical research involving human subjects were also followed. The requirement for informed consent was waived by the Institutional Review Board due to the retrospective nature of the study and the use of de-identified data.
Author Contributions
Conceived and designed the analysis: Kim TY, Oh DY.
Collected the data: Kim TY, Yoon J, Lee DW, Kwak Y, Lee HS, Oh DY.
Contributed data or analysis tools: Kim TY, Yoon J, Lee DW, Kwak Y, Lee HS, Oh DY.
Performed the analysis: Kim TY, Yoon J, Kwak Y, Lee HS, Oh DY.
Wrote the paper: Kim TY, Yoon J, Lee DW, Kwak Y, Lee HS, Oh DY.
Conflicts of Interest
TYK has served in consultant/advisory board roles for Samsung Bioepis, Eisai, Novartis. HSL received research grant from Astellas, Ono-pharma. DYO has served in consultant/advisory board roles for AstraZeneca, Novartis, Genentech/Roche, Merck Serono, Bayer, Taiho, ASLAN, Halozyme, Zymeworks, BMS/Celgene, BeiGene, Basilea, Turning Point, Yuhan, Arcus Biosciences, IQVIA, MSD, LG Chem, Astellas, Abbvie, J-Pharma, Mirati Therapeutics, Eutilex, Moderna, Idience, Alligator Bioscience AB, Hana pharm, Revolution Medicine, Tallac Therapeutics, and received research grant from AstraZeneca, Novartis, Array, Eli Lilly, Servier, BeiGene, MSD, Handok. All remaining authors have declared no conflicts of interest.
Funding
This work was supported by the Institute of Smart Healthcare Innovative Medical Sciences, a Brain Korea 21 four program, Seoul National University.
Values are presented as number (%) or median (range). CPS, combined positive score; CTLA4, cytotoxic T-lymphocyte-associated antigen 4; EBV, Epstein-Barr virus; HER2, human epidermal growth factor receptor 2; ICBs, immune checkpoint blockades; MSI-H, microsatellite instability–high; NMNE, non-MSI/non-EBV; PD-1, programmed cell death-1; PD-L1, programmed cell death-ligand 1.
Values are presented as number (%). CPS, combined positive score; CR, complete remission; EBV, Epstein-Barr virus; ICIs, immune check-point inhibitors; MSI-H, microsatellite instability-high; NMNE, non-MSI/non-EBV; PD, progressive disease; PD-1, programmed cell death-1; PR, partial remission; SD, stable disease; Tcyto, cytotoxic T cells; Thelp, helper T cells; TIM-3, T-cell immunoglobulin and mucin domain-3; Tmem, memory T cells; Treg, regulatory T cells; Ttotal, total T cells.
| MSI-H | EBV | NMNE | Total | p-value | |
|---|---|---|---|---|---|
| Total | 7 (8.3) | 3 (3.6) | 74 (88.1) | 84 (100) | |
| Age (yr) | 59 (55-82) | 47 (46-66) | 62 (28-88) | 62 (28-88) | - |
| Sex | |||||
| Male | 3 (42.9) | 3 (100) | 51 (68.9) | 57 (67.9) | 0.177 |
| Female | 4 (57.1) | 0 | 23 (31.1) | 27 (32.1) | |
| Lauren classification | |||||
| Diffuse | 0 | 1 (33.3) | 29 (39.2) | 30 (35.7) | 0.030 |
| Intestinal | 7 (100) | 1 (33.3) | 42 (56.8) | 50 (59.5) | |
| Mixed | 0 | 1 (33.3) | 3 (4.1) | 4 (4.8) | |
| HER2 | |||||
| Negative | 5 (71.4) | 3 (100) | 57 (77.0) | 65 (77.4) | 0.003 |
| Positive | 0 | 0 | 16 (21.6) | 16 (19.0) | |
| Unknown | 2 (28.6) | 0 | 1 (1.4) | 3 (3.6) | |
| CPS | |||||
| < 1 | 1 (14.3) | 0 | 44 (59.4) | 45 (53.6) | 0.012 |
| ≥ 1 | 6 (85.7) | 3 (100) | 30 (40.5) | 39 (46.4) | |
| Gastric surgery | |||||
| Yes | 6 (85.7) | 1 (33.3) | 36 (48.6) | 43 (51.2) | 0.380 |
| No | 1 (14.3) | 2 (66.7) | 38 (51.4) | 41 (48.8) | |
| Line of ICBs | |||||
| 1st- or 2nd-line | 4 (57.1) | 2 (66.7) | 34 (45.9) | 40 (47.6) | 0.679 |
| 3rd- or later lines | 3 (42.9) | 1 (33.3) | 40 (54.1) | 44 (52.4) | |
| Treatments | |||||
| PD-1 | 5 (71.4) | 2 (66.7) | 37 (50.0) | 44 (52.4) | 0.665 |
| PD-L1 | 2 (28.6) | 0 | 4 (5.4) | 6 (7.1) | |
| CTLA4 | 0 | 0 | 3 (4.1) | 3 (3.6) | |
| PD-1+targeted agents | 0 | 0 | 11 (14.9) | 11 (13.1) | |
| PD-L1+targeted agents | 0 | 1 (33.3) | 8 (10.8) | 9 (10.7) | |
| PD-L1+CTLA4 | 0 | 0 | 4 (5.4) | 4 (4.8) | |
| PD-L1+other kinds of ICIs | 0 | 0 | 1 (1.4) | 1 (1.2) | |
| PD-1+ other kinds of ICIs | 0 | 0 | 6 (8.1) | 6 (7.1) |
| Overall survival |
Progression-free survival |
|||||
|---|---|---|---|---|---|---|
| Survival (mo) | 95% CI | p-value | Survival (mo) | 95% CI | p-value | |
| Total | 8.1 | 5.231-11.035 | - | 4.0 | 2.511-5.489 | - |
| Molecular subtypes | ||||||
| MSI-H | - | - | - | 0.001 | ||
| EBV | 27.3 | - | 11.1 | 0-22.462 | ||
| Non-MSI/Non-EBV | 7.0 | 5.273-8.794 | 2.7 | 0.908-4.492 | ||
| CPS | ||||||
| < 1 | 5.9 | 3.430-8.370 | 0.010 | 2.8 | 0.564-5.036 | 0.014 |
| ≥ 1 | 17.7 | 7.113-28.287 | 4.7 | 1.947-7.453 | ||
| Line of ICIs | ||||||
| 1st- or 2nd-line | 17.7 | 5.154-7.631 | 0.010 | 5.5 | 2.501-8.499 | 0.033 |
| 3rd- or later lines | 4.1 | 0.888-2.392 | 2.2 | 1.179-3.221 | ||
| Combination | ||||||
| Mono | 5.9 | 3.244-8.489 | 0.022 | 3.7 | 2.143-5.257 | 0.179 |
| Combo | 17.9 | 7.48-28.253 | 5.5 | 1.561-9.439 | ||
| CR/PR | SD | PD | p-value | |
|---|---|---|---|---|
| Total | 16 (22.2) | 28 (38.9) | 28 (38.9) | |
| Molecular subtypes | ||||
| MSI-H | 6 (85.7) | 1 (14.3) | 0 | < 0.001 |
| EBV | 2 (66.7) | 1 (33.3) | 0 | |
| NMNE | 8 (12.9) | 26 (41.9) | 28 (45.2) | |
| CPS | ||||
| < 1 | 5 (13.5) | 14 (37.8) | 18 (48.6) | 0.106 |
| ≥ 1 | 11 (31.4) | 14 (40.0) | 10 (28.6) | |
| Line of ICIs | ||||
| 1st- or 2nd-line | 12 (30.8) | 16 (41.0) | 11 (28.2) | 0.067 |
| 3rd-or later | 4 (12.1) | 12 (36.4) | 17 (51.5) | |
| Tcyto | ||||
| High | 11 (28.2) | 14 (35.9) | 14 (35.9) | 0.414 |
| Low | 5 (15.2) | 14 (42.4) | 14 (42.4) | |
| PD-1–expressing Tcyto density | ||||
| High | 10 (27.0) | 14 (37.8) | 13 (35.1) | 0.580 |
| Low | 6 (17.1) | 14 (40.0) | 15 (42.9) | |
| TIM-3–expressing | ||||
| Tcyto density | ||||
| High | 11 (28.2) | 11 (28.2) | 17 (43.6) | 0.114 |
| Low | 5 (15.2) | 17 (51.5) | 11 (33.3) | |
| Tcyto/Ttotal ratio | ||||
| High | 13 (34.2) | 13 (34.2) | 12 (31.6) | 0.034 |
| Low | 3 (8.8) | 15 (44.1) | 16 (47.1) | |
| Treg/Thelp ratio | ||||
| High | 11 (30.6) | 12 (33.3) | 13 (36.1) | 0.227 |
| Low | 5 (13.9) | 16 (44.4) | 15 (41.7) | |
| Memory Tcyto/Tmem | ||||
| High | 13 (34.2) | 14 (36.8) | 11 (28.9) | 0.026 |
| Low | 3 (8.8) | 14 (41.2) | 17 (50.0) | |
| Memory Thelp/Tmem | ||||
| High | 3 (8.8) | 13 (38.2) | 18 (52.9) | 0.014 |
| Low | 13 (34.2) | 15 (39.5) | 10 (26.3) |
| Overall survival |
Progression-free survival |
|||||
|---|---|---|---|---|---|---|
| Survival (mo) | 95% CI | p-value | Survival (mo) | 95% CI | p-value | |
| Tcyto | ||||||
| Density | ||||||
| High | 18.2 | 0.371-36.029 | 0.001 | 4.7 | 1.003-8.397 | 0.030 |
| Low | 6.5 | 3.76-9.24 | 2.5 | 0-5.184 | ||
| PD-1–expressing Tcyto density | ||||||
| High | 17.9 | 6.693-29.107 | 0.024 | 4.7 | 3.097-6.303 | 0.047 |
| Low | 7.0 | 4.785-9.215 | 2.2 | 0.99-3.41 | ||
| TIM-3–expressing Tcyto density | ||||||
| High | 18.2 | 1.468-34.932 | 0.003 | 4.4 | 2.485-6.315 | 0.033 |
| Low | 7.0 | 4.818-9.182 | 2.5 | 0.26-4.74 | ||
| Tcyto/Ttotal ratio | ||||||
| High | 24.3 | 6.912-41.688 | < 0.001 | 5.4 | 0.704-10.096 | 0.003 |
| Low | 5.9 | 2.619-9.181 | 1.9 | 0.569-3.231 | ||
| Thelp | ||||||
| Density | ||||||
| High | 6.3 | 4.554-8.046 | 0.234 | 3.8 | 1.634-5.966 | 0.248 |
| Low | 10.8 | 0-22.304 | 4.4 | 1.687-7.113 | ||
| Thelp/Ttotal ratio | ||||||
| High | 6.3 | 4.395-8.205 | 0.001 | 2.4 | 0-5.422 | 0.005 |
| Low | 24.3 | 6.439-42.161 | 4.7 | 0-9.73 | ||
| Treg/Ttotal ratio | ||||||
| High | 5.9 | 2.334-9.466 | 0.034 | 4.2 | 1.593-6.807 | 0.648 |
| Low | 17.9 | 2.196-33.604 | 4.0 | 2.379-5.621 | ||
| Treg/Thelp ratio | ||||||
| High | 9.0 | 4.11-13.89 | 0.963 | 4.4 | 2.254-6.546 | 0.391 |
| Low | 8.1 | 5.673-10.527 | 3.7 | 2.279-5.121 | ||
| Tmem | ||||||
| Density | ||||||
| High | 7.1 | 3.552-10.648 | 0.146 | 4.2 | 1.711-6.689 | 0.152 |
| Low | 10.4 | 6.133-14.667 | 4.0 | 1.705-6.295 | ||
| Memory Treg density | ||||||
| High | 5.9 | 4.091-7.709 | 0.025 | 3.8 | 1.328-6.272 | 0.349 |
| Low | 10.8 | 0-22.929 | 4.0 | 2.278-5.722 | ||
| Tmem/Ttotal ratio | ||||||
| High | 5.9 | 3.713-8.087 | 0.027 | 3.8 | 0.652-6.948 | 0.049 |
| Low | 10.4 | 6.643-14.157 | 4.0 | 2.218-5.782 | ||
| Memory Tcyto/Tmem ratio | ||||||
| High | 18.1 | 2.563-33.637 | < 0.001 | 5.5 | 0-11.043 | 0.004 |
| Low | 5.9 | 2.724-9.076 | 1.9 | 1.157-2.643 | ||
| Memory Thelp/Tmem ratio | ||||||
| High | 6.3 | 4.712-7.888 | < 0.001 | 1.9 | 0.946-2.854 | 0.002 |
| Low | 24.3 | 8.862-39.738 | 5.5 | 0-11.126 | ||
| Memory Treg/Tmem ratio | ||||||
| High | 5.9 | 3.963-7.837 | 0.001 | 3.1 | 0.873-5.327 | 0.069 |
| Low | 19.6 | 1.458-37.742 | 4.2 | 1.169-7.231 | ||
Values are presented as number (%) or median (range). CPS, combined positive score; CTLA4, cytotoxic T-lymphocyte-associated antigen 4; EBV, Epstein-Barr virus; HER2, human epidermal growth factor receptor 2; ICBs, immune checkpoint blockades; MSI-H, microsatellite instability–high; NMNE, non-MSI/non-EBV; PD-1, programmed cell death-1; PD-L1, programmed cell death-ligand 1.
CI, confidence interval; CPS, combined positive score; EBV, Epstein-Barr virus; ICIs, immune checkpoint inhibitors; MSI-H, microsatellite instability–high.
Values are presented as number (%). CPS, combined positive score; CR, complete remission; EBV, Epstein-Barr virus; ICIs, immune check-point inhibitors; MSI-H, microsatellite instability-high; NMNE, non-MSI/non-EBV; PD, progressive disease; PD-1, programmed cell death-1; PR, partial remission; SD, stable disease; Tcyto, cytotoxic T cells; Thelp, helper T cells; TIM-3, T-cell immunoglobulin and mucin domain-3; Tmem, memory T cells; Treg, regulatory T cells; Ttotal, total T cells.
CI, confidence interval; OS, overall survival; PD-1, programmed cell death-1; PFS, progression-free survival; Tcyto, cytotoxic T cells; Thelp, helper T cells; TIM-3, T-cell immunoglobulin and mucin domain-3; Tmem, memory T cells; Treg, regulatory T cells; Ttotal, total T cells.
