, Soo Han Kim1,2, Mi-Hyun Kim1,2, Ahrong Kim4, Ju Sun Song5, Jung Seop Eom1,2,3
1Department of Internal Medicine, Pusan National University School of Medicine, Busan, Korea
2Department of Internal Medicine, Pusan National University Hospital, Busan, Korea
3Biomedical Research Institute, Pusan National University Hospital, Busan, Korea
4Department of Pathology, Pusan National University Hospital, Busan, Korea
5GC Genome Corporation, Yongin, 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
Approval for the study was obtained from the Institutional Review Board of Pusan National University Hospital (IRB No. 2409-005-142), with the patient consent requirement waived owing to the retrospective and observational nature of the study. The study adhered to the ethical principles outlined in the Declaration of Helsinki (1975) and followed the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) guidelines.
Author Contributions
Conceived and designed the analysis: Seong H, Kim SH, Kim MH, Eom JS.
Collected the data: Seong H, Kim A, Song JS, Eom JS.
Contributed data or analysis tools: Seong H, Kim SH, Kim MH.
Performed the analysis: Seong H, Kim SH, Kim MH, Kim A, Song JS, Eom JS.
Wrote the paper: Seong H, Eom JS.
Conflicts of Interest
Conflict of interest relevant to this article was not reported.
Funding
This research was supported by a clinical research grant from the Pusan National University Hospital 2025.
Acknowledgments
We would like to thank Editage (www.editage.co.kr) for editing and reviewing this manuscript for English language.
| Value | Total (n=160) | Early stage (n=100) | Advanced stage (n=60) | p-value |
|---|---|---|---|---|
| Age at diagnosis (yr) | 68.0 (61-75) | 67.0 (59-73) | 69.5 (63-75) | 0.112 |
| Sex | ||||
| Female | 102 (63.8) | 61 (61.0) | 41 (68.3) | 0.350 |
| Male | 58 (36.2) | 39 (39.0) | 19 (31.7) | |
| Stage | ||||
| IA | 36 (22.5) | 36 (36.0) | - | - |
| IB | 25 (15.6) | 25 (25.0) | - | |
| IIA | 15 (9.4) | 15 (15.0) | - | |
| IIB | 15 (9.4) | 15 (15.0) | - | |
| IIIA | 9 (5.6) | 9 (9.0) | - | |
| IIIB | 7 (4.4) | - | 7 (11.7) | |
| IIIC | 0 | - | 0 | |
| IV | 53 (33.1) | - | 53 (88.3) | |
| Specimen collection | ||||
| Surgical specimen | 108 (67.5) | 94 (94.0) | 14 (23.3) | < 0.001 |
| Small biopsy | 52 (32.5) | 6 (6.0) | 46 (76.7) | |
| Histopathology | ||||
| Adenocarcinoma | 154 (96.3) | 97 (97.0) | 57 (95.0) | 0.197 |
| Adenosquamous cell carcinoma | 2 (1.3) | 2 (2.0) | 0 | |
| Squamous cell carcinoma | 2 (1.3) | 1 (1.0) | 1 (1.7) | |
| NSCLC NOS | 2 (1.3) | 0 | 2 (3.3) | |
| EGFR mutation | ||||
| Common EGFR mutationa) | 145 (90.6) | 91 (91.0) | 54 (90.0) | 0.753 |
| EGFR exon 20 insertion | 11 (6.9) | 6 (6.0) | 5 (8.3) | |
| Uncommon EGFR mutation | 4 (2.5) | 3 (3.0)b) | 1 (1.6)c) | |
| Smoking status | ||||
| Never smoker | 116 (72.5) | 71 (71.0) | 45 (75.0) | 0.583 |
| Ever smoker | 44 (27.5) | 29 (29.0) | 15 (25.0) | |
| Predominant patternd) | ||||
| Lepidic | 5 (4.5) | 5 (5.1) | 0 | 0.653 |
| Acinar or papillary | 99 (90.0) | 89 (89.8) | 10 (90.9) | |
| Micropapillary | 6 (5.5) | 5 (5.1) | 1 (9.1) | |
| Differentiatione) | ||||
| Well-differentiated | 15 (13.5) | 15 (15.2) | 0 | < 0.001 |
| Moderately differentiated | 76 (68.5) | 71 (71.7) | 5 (41.7) | |
| Poorly differentiated | 20 (18.0) | 13 (13.1) | 7 (58.3) |
Values are presented as median (interquartile range) or number (%). EGFR, epidermal growth factor receptor; NSCLC NOS, non-small cell lung cancer not otherwise specified.
a) Concomitant de novo EGFR T790M mutations were found in two patients with early-stage NSCLC and one patient with advanced-stage NSCLC,
b) One patient with L861Q, one with S768I and G724S, and one with G719A,
c) One patient with G719A,
d) Predominant pattern could not be identified in one patient in the early-stage and 49 patients in the advanced-stage,
e) Differentiation could not be identified in one patient in the early-stage and 48 patients in the advanced-stage.
Values are presented as number (%) or median (interquartile range). EGFR, epidermal growth factor receptor; GAs, genetic alterations; MAP, mitogen-activated protein; N/A, not applicable; NSCLC, non–small cell lung cancer; PI3K, phosphoinositide 3-kinase; RTK, receptor tyrosine kinase; SPAs, signaling pathway alterations; TGFβ, transforming growth factor β.
| Value | Total (n=160) | Early stage (n=100) | Advanced stage (n=60) | p-value |
|---|---|---|---|---|
| Age at diagnosis (yr) | 68.0 (61-75) | 67.0 (59-73) | 69.5 (63-75) | 0.112 |
| Sex | ||||
| Female | 102 (63.8) | 61 (61.0) | 41 (68.3) | 0.350 |
| Male | 58 (36.2) | 39 (39.0) | 19 (31.7) | |
| Stage | ||||
| IA | 36 (22.5) | 36 (36.0) | - | - |
| IB | 25 (15.6) | 25 (25.0) | - | |
| IIA | 15 (9.4) | 15 (15.0) | - | |
| IIB | 15 (9.4) | 15 (15.0) | - | |
| IIIA | 9 (5.6) | 9 (9.0) | - | |
| IIIB | 7 (4.4) | - | 7 (11.7) | |
| IIIC | 0 | - | 0 | |
| IV | 53 (33.1) | - | 53 (88.3) | |
| Specimen collection | ||||
| Surgical specimen | 108 (67.5) | 94 (94.0) | 14 (23.3) | < 0.001 |
| Small biopsy | 52 (32.5) | 6 (6.0) | 46 (76.7) | |
| Histopathology | ||||
| Adenocarcinoma | 154 (96.3) | 97 (97.0) | 57 (95.0) | 0.197 |
| Adenosquamous cell carcinoma | 2 (1.3) | 2 (2.0) | 0 | |
| Squamous cell carcinoma | 2 (1.3) | 1 (1.0) | 1 (1.7) | |
| NSCLC NOS | 2 (1.3) | 0 | 2 (3.3) | |
| EGFR mutation | ||||
| Common EGFR mutation |
145 (90.6) | 91 (91.0) | 54 (90.0) | 0.753 |
| EGFR exon 20 insertion | 11 (6.9) | 6 (6.0) | 5 (8.3) | |
| Uncommon EGFR mutation | 4 (2.5) | 3 (3.0) |
1 (1.6) |
|
| Smoking status | ||||
| Never smoker | 116 (72.5) | 71 (71.0) | 45 (75.0) | 0.583 |
| Ever smoker | 44 (27.5) | 29 (29.0) | 15 (25.0) | |
| Predominant pattern |
||||
| Lepidic | 5 (4.5) | 5 (5.1) | 0 | 0.653 |
| Acinar or papillary | 99 (90.0) | 89 (89.8) | 10 (90.9) | |
| Micropapillary | 6 (5.5) | 5 (5.1) | 1 (9.1) | |
| Differentiation |
||||
| Well-differentiated | 15 (13.5) | 15 (15.2) | 0 | < 0.001 |
| Moderately differentiated | 76 (68.5) | 71 (71.7) | 5 (41.7) | |
| Poorly differentiated | 20 (18.0) | 13 (13.1) | 7 (58.3) |
| Value | Early stage (n=100) | Advanced stage (n=60) | p-value |
|---|---|---|---|
| No. of patients with concurrent GAs | 82 (82.0) | 55 (91.7) | 0.092 |
| Median No. of concurrent GAs | 2 (1-4) | 3 (2-9) | 0.002 |
| Concurrent SPAs | |||
| Low (1-2) | 83 (83.0) | 36 (60.0) | 0.001 |
| High (≥ 3) | 17 (17.0) | 24 (40.0) | |
| Type of SPA | |||
| RTK/RAS/MAP-kinase | 100 (100) | 60 (100) | N / A |
| p53 | 42 (42.0) | 33 (55.0) | 0.065 |
| Cell cycle | 12 (12.0) | 19 (31.7) | 0.002 |
| PI3K | 11 (11.0) | 17 (28.3) | 0.005 |
| Myc | 3 (3.0) | 9 (15.0) | 0.005 |
| Wnt | 3 (3.0) | 7 (11.7) | 0.041 |
| Hippo | 0 | 3 (5.0) | 0.051 |
| TGFβ | 0 | 3 (5.0) | 0.051 |
| Notch | 1 (1.0) | 0 | > 0.99 |
| NRF2 | 0 | 0 | N / A |
| EGFR mutation subtypes | Early stage (n=100) | Advanced stage (n=60) | p-value |
|---|---|---|---|
| Total subjects | 3.8 (2.9-4.8) | 3.8 (2.8-5.7) | 0.206 |
| Common EGFR mutation | 3.8 (2.9-4.8) | 4.3 (2.8-5.7) | 0.141 |
| EGFR exon 20 insertion | 3.3 (2.1-5.9) | 2.9 (1.0-2.9) | 0.292 |
| Uncommon EGFR mutation | 4.8 (3.8-5.7) | 7.6 (7.6-7.6) | 0.327 |
| EGFR mutation subtypes | Early stage (n=100) | Advanced stage (n=60) | p-value |
|---|---|---|---|
| Total subjects | 19.3 (12.5-29.4) | 29.6 (18.8-44.8) | 0.002 |
| Common EGFR mutation | 19.0 (12.5-29.7) | 29.9 (19.1-44.9) | < 0.001 |
| EGFR exon 20 insertion | 25.7 (16.4-29.4) | 14.7 (9.9-21.3) | 0.403 |
| Uncommon EGFR mutation | 16.8 (13.2-20.6) | 32.7 (32.7-32.7) | 0.206 |
Values are presented as median (interquartile range) or number (%). Concomitant One patient with L861Q, one with S768I and G724S, and one with G719A, One patient with G719A, Predominant pattern could not be identified in one patient in the early-stage and 49 patients in the advanced-stage, Differentiation could not be identified in one patient in the early-stage and 48 patients in the advanced-stage.
Values are presented as number (%) or median (interquartile range).
Values of the tumor mutational burden (TMB) score are presented as mutations per megabase, with the median (interquartile range).
Values of the variant allele frequency (VAF) are presented as percentages, with the median (interquartile range).
