Prognostic Impact of KRAS-TP53 Co-Mutations in Patients with Early-Stage Non-Small Cell Lung Cancer: A Single-Center Retrospective Study
Abstract
1. Introduction
2. Materials and Methods
2.1. Patient Population and Study Design
2.2. Treatment Characteristics
2.3. Tumor Analysis
2.4. Statistical Analyses
3. Results
3.1. Description of the Entire Cohort
3.2. Impact of KRAS Mutational Status
3.3. Impact of Co-Occurring Mutation
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
AC | Adenocarcinoma |
BMI | Body mass index |
CI | Confidence interval |
ECOG PS | Eastern Cooperative Oncology Group performance status |
EMA | European Medicines Agency |
ESCAT | ESMO Scale for Clinical Actionability of molecular Targets |
ESMO | European society for medical oncology. |
FDA | US Food and drug administration |
FFPE | Formalin-fixed paraffin embedded |
FISH | Fluoresence in situ hybridization |
HR | Hazard ratio |
ICIs | Immune checkpoint inhibitors |
IOSI | Oncology institute of Southern Switzerland |
MTB | Multidisciplinary tumour board |
NGS | Next-generation sequencing |
Non-sq NSCLC | Non-squamous Non-Small Cell Lung Cancer |
NR | Not-reached |
NSCLC | Non-Small Cell Lung Cancer |
OS | Overall survival |
PFS | Progression-free survival |
PS | Performance status |
VAF | Variant allele frequencies |
References
- Hendriks, L.E.; Kerr, K.M.; Menis, J.; Mok, T.S.; Nestle, U.; Passaro, A.; Peters, S.; Planchard, D.; Smit, E.F.; Solomon, B.J.; et al. Oncogene-addicted metastatic non-small-cell lung cancer: ESMO Clinical Practice Guideline for diagnosis, treatment and follow-up. Ann. Oncol. 2023, 34, 339–357. [Google Scholar] [CrossRef] [PubMed]
- Hendriks, L.E.; Kerr, K.M.; Menis, J.; Mok, T.S.; Nestle, U.; Passaro, A.; Peters, S.; Planchard, D.; Smit, E.F.; Solomon, B.J.; et al. Non-oncogene-addicted metastatic non-small-cell lung cancer: ESMO Clinical Practice Guideline for diagnosis, treatment and follow-up. Ann. Oncol. 2023, 34, 358–376. [Google Scholar] [CrossRef] [PubMed]
- Goldstraw, P.; Chansky, K.; Crowley, J.; Rami-Porta, R.; Asamura, H.; Eberhardt, W.E.; Nicholson, A.G.; Groome, P.; Mitchell, A.; Bolejack, V.; et al. The IASLC Lung Cancer Staging Project: Proposals for Revision of the TNM Stage Groupings in the Forthcoming (Eighth) Edition of the TNM Classification for Lung Cancer. J. Thorac. Oncol. 2016, 11, 39–51. [Google Scholar] [CrossRef] [PubMed]
- Mosele, F.; Remon, J.; Mateo, J.; Westphalen, C.B.; Barlesi, F.; Lolkema, M.P.; Normanno, N.; Scarpa, A.; Robson, M.; Meric-Bernstam, F.; et al. Recommendations for the use of next-generation sequencing (NGS) for patients with metastatic cancers: A report from the ESMO Precision Medicine Working Group. Ann. Oncol. 2020, 31, 1491–1505. [Google Scholar] [CrossRef] [PubMed]
- Mosele, M.F.; Westphalen, C.B.; Stenzinger, A.; Barlesi, F.; Bayle, A.; Bièche, I.; Bonastre, J.; Castro, E.; Dienstmann, R.; Krämer, A.; et al. Recommendations for the use of next-generation sequencing (NGS) for patients with advanced cancer in 2024: A report from the ESMO Precision Medicine Working Group. Ann. Oncol. 2024, 35, 588–606. [Google Scholar] [CrossRef] [PubMed]
- Li, B.T.; Smit, E.F.; Goto, Y.; Nakagawa, K.; Udagawa, H.; Mazières, J.; Nagasaka, M.; Bazhenova, L.; Saltos, A.N.; Felip, E.; et al. Trastuzumab Deruxtecan in HER2-Mutant Non-Small-Cell Lung Cancer. N. Engl. J. Med. 2022, 386, 241–251. [Google Scholar] [CrossRef] [PubMed]
- Li, J.; Shi, D.; Li, S.; Shi, X.; Liu, Y.; Zhan, Y.; Wang, G.; Zhang, C.; Xia, T.; Piao, H.L.; et al. KEAP1 promotes anti-tumor immunity by inhibiting PD-L1 expression in NSCLC. Cell Death Dis. 2024, 15, 175. [Google Scholar] [CrossRef] [PubMed]
- Rosellini, P.; Amintas, S.; Caumont, C.; Veillo, R.; Galland-Girodet, S.; Cuguillière, A.; Nguyen, L.; Domblides, C.; Gouverneur, A.; Merlio, J.P.; et al. Clinical impact of STK11 mutation in advanced-stage non-small cell lung cancer. Eur. J. Cancer 2022, 172, 85–95. [Google Scholar] [CrossRef] [PubMed]
- Judd, J.; Abdel Karim, N.; Khan, H.; Naqash, A.R.; Bac, Y.; Xiu, J.; VanderWalde, A.M.; Mamdani, H.; Raez, L.E.; Nagasaka, M.; et al. Characterization of KRAS Mutation Subtypes in Non-small Cell Lung Cancer. Mol. Cancer Ther. 2021, 20, 2577–2584. [Google Scholar] [CrossRef] [PubMed]
- Zhao, J.; Han, Y.; Li, J.; Chai, R.; Bai, C. Prognostic value of KRAS/TP53/PIK3CA in non-small cell lung cancer. Oncol. Lett. 2019, 17, 3233–3240. [Google Scholar] [CrossRef] [PubMed]
- Bange, E.; Marmarelis, M.E.; Hwang, W.T.; Yang, Y.X.; Thompson, J.C.; Rosenbaum, J.; Bauml, J.M.; Ciunci, C.; Alley, E.W.; Cohen, R.B.; et al. Impact of KRAS and TP53 Co-Mutations on Outcomes After First-Line Systemic Therapy Among Patients with STK11-Mutated Advanced Non-Small-Cell Lung Cancer. JCO Precis. Oncol. 2019, 3, PO.18.00326. [Google Scholar] [CrossRef] [PubMed]
- Liu, Y.; Li, H.; Zhu, J.; Zhang, Y.; Liu, X.; Li, R.; Zhang, Q.; Cheng, Y. The Prevalence and Concurrent Pathogenic Mutations of KRAS (G12C) in Northeast Chinese Non-small-cell Lung Cancer Patients. Cancer Manag. Res. 2021, 13, 2447–2454. [Google Scholar] [CrossRef] [PubMed]
- Cancer Genome Atlas Research, N. Comprehensive molecular profiling of lung adenocarcinoma. Nature 2014, 511, 543–550. [Google Scholar] [CrossRef] [PubMed]
- La Fleur, L.; Falk-Sörqvist, E.; Smeds, P.; Berglund, A.; Sundström, M.; Mattsson, J.S.; Brandén, E.; Koyi, H.; Isaksson, J.; Brunnström, H.; et al. Mutation patterns in a population-based non-small cell lung cancer cohort and prognostic impact of concomitant mutations in KRAS and TP53 or STK11. Lung Cancer 2019, 130, 50–58. [Google Scholar] [CrossRef] [PubMed]
- Harris, E.; Thawani, R. Current perspectives of KRAS in non-small cell lung cancer. Curr. Probl. Cancer 2024, 51, 101106. [Google Scholar] [CrossRef] [PubMed]
- Martin, V.; Bernasconi, B.; Merlo, E.; Balzarini, P.; Vermi, W.; Riva, A.; Chiaravalli, A.M.; Frattini, M.; Sahnane, N.; Facchetti, F.; et al. ALK testing in lung adenocarcinoma: Technical aspects to improve FISH evaluation in daily practice. J. Thorac. Oncol. 2015, 10, 595–602. [Google Scholar] [CrossRef] [PubMed]
- Tsuta, K.; Kohno, T.; Yoshida, A.; Shimada, Y.; Asamura, H.; Furuta, K.; Kushima, R. RET-rearranged non-small-cell lung carcinoma: A clinicopathological and molecular analysis. Br. J. Cancer 2014, 110, 1571–1578. [Google Scholar] [CrossRef] [PubMed]
- Bubendorf, L.; Büttner, R.; Al-Dayel, F.; Dietel, M.; Elmberger, G.; Kerr, K.; López-Ríos, F.; Marchetti, A.; Öz, B.; Pauwels, P.; et al. Testing for ROS1 in non-small cell lung cancer: A review with recommendations. Virchows Arch. 2016, 469, 489–503. [Google Scholar] [CrossRef] [PubMed]
- Garon, E.B.; Rizvi, N.A.; Hui, R.; Leighl, N.; Balmanoukian, A.S.; Eder, J.P.; Patnaik, A.; Aggarwal, C.; Gubens, M.; Horn, L.; et al. Pembrolizumab for the treatment of non-small-cell lung cancer. N. Engl. J. Med. 2015, 372, 2018–2028. [Google Scholar] [CrossRef] [PubMed]
- Arbour, K.C.; Jordan, E.; Kim, H.R.; Dienstag, J.; Yu, H.A.; Sanchez-Vega, F.; Lito, P.; Berger, M.; Solit, D.B.; Hellmann, M.; et al. Effects of Co-occurring Genomic Alterations on Outcomes in Patients with KRAS-Mutant Non-Small Cell Lung Cancer. Clin. Cancer Res. 2018, 24, 334–340. [Google Scholar] [CrossRef] [PubMed]
- Forde, P.M.; Spicer, J.; Lu, S.; Provencio, M.; Mitsudomi, T.; Awad, M.M.; Felip, E.; Broderick, S.R.; Brahmer, J.R.; Swanson, S.J.; et al. Neoadjuvant Nivolumab plus Chemotherapy in Resectable Lung Cancer. N. Engl. J. Med. 2022, 386, 1973–1985. [Google Scholar] [CrossRef] [PubMed]
- Felip, E.; Altorki, N.; Zhou, C.; Csőszi, T.; Vynnychenko, I.; Goloborodko, O.; Luft, A.; Akopov, A.; Martinez-Marti, A.; Kenmotsu, H.; et al. Adjuvant atezolizumab after adjuvant chemotherapy in resected stage IB-IIIA non-small-cell lung cancer (IMpower010): A randomised, multicentre, open-label, phase 3 trial. Lancet 2021, 398, 1344–1357. [Google Scholar] [CrossRef] [PubMed]
- O’Brien, M.; Paz-Ares, L.; Marreaud, S.; Dafni, U.; Oselin, K.; Havel, L.; Esteban, E.; Isla, D.; Martinez-Marti, A.; Faehling, M.; et al. Pembrolizumab versus placebo as adjuvant therapy for completely resected stage IB-IIIA non-small-cell lung cancer (PEARLS/KEYNOTE-091): An interim analysis of a randomised, triple-blind, phase 3 trial. Lancet Oncol. 2022, 23, 1274–1286. [Google Scholar] [CrossRef] [PubMed]
- Bironzo, P.; Cani, M.; Jacobs, F.; Napoli, V.M.; Listì, A.; Passiglia, F.; Righi, L.; Di Maio, M.; Novello, S.; Scagliotti, G.V. Real-world retrospective study of KRAS mutations in advanced non-small cell lung cancer in the era of immunotherapy. Cancer 2023, 129, 1662–1671. [Google Scholar] [CrossRef] [PubMed]
- Gu, M.; Xu, T.; Chang, P. KRAS/LKB1 and KRAS/TP53 co-mutations create divergent immune signatures in lung adenocarcinomas. Ther. Adv. Med. Oncol. 2021, 13, 17588359211006950. [Google Scholar] [CrossRef] [PubMed]
- Lupini, L.; Roncarati, R.; Belluomini, L.; Lancia, F.; Bassi, C.; D’Abundo, L.; Michilli, A.; Guerriero, P.; Fasano, A.; Tiberi, E.; et al. Monitoring Somatic Genetic Alterations in Circulating Cell-Free DNA/RNA of Patients with “Oncogene-Addicted” Advanced Lung Adenocarcinoma: A Real-World Clinical Study. Int. J. Mol. Sci. 2022, 23, 8546. [Google Scholar] [CrossRef] [PubMed]
- Boiarsky, D.; Lydon, C.A.; Chambers, E.S.; Sholl, L.M.; Nishino, M.; Skoulidis, F.; Heymach, J.V.; Luo, J.; Awad, M.M.; Janne, P.A.; et al. Molecular markers of metastatic disease in KRAS-mutant lung adenocarcinoma. Ann. Oncol. 2023, 34, 589–604. [Google Scholar] [CrossRef] [PubMed]
- Sakamoto, T.; Matsubara, T.; Takahama, T.; Yokoyama, T.; Nakamura, A.; Tokito, T.; Okamoto, T.; Akamatsu, H.; Oki, M.; Sato, Y.; et al. Biomarker Testing in Patients with Unresectable Advanced or Recurrent Non-Small Cell Lung Cancer. JAMA Netw. Open 2023, 6, e2347700. [Google Scholar] [CrossRef] [PubMed]
- Kim, J.W.; Na, H.Y.; Lee, S.; Kim, J.W.; Suh, K.J.; Kim, S.H.; Kim, Y.J.; Lee, K.W.; Lee, J.S.; Kim, J.; et al. Clinical implementation of next-generation sequencing testing and genomically-matched therapy: A real-world data in a tertiary hospital. Sci. Rep. 2025, 15, 2171. [Google Scholar] [CrossRef] [PubMed]
- Rao, W.; Yang, L.; Dai, N.; Zhang, L.; Liu, J.; Yang, B.; Li, M.; Shan, J.; Wang, Q.; Wang, D. Frequently mutated genes in predicting the relapse of stage I lung adenocarcinoma. Clin. Transl. Oncol. 2023, 25, 1767–1778. [Google Scholar] [CrossRef] [PubMed]
- Detterbeck, F.C.; Boffa, D.J.; Kim, A.W.; Tanoue, L.T. The Eighth Edition Lung Cancer Stage Classification. Chest 2017, 151, 193–203. [Google Scholar] [CrossRef] [PubMed]
- Postmus, P.E.; Kerr, K.M.; Oudkerk, M.; Senan, S.; Waller, D.A.; Vansteenkiste, J.; Escriu, C.; Peters, S. Early and locally advanced non-small-cell lung cancer (NSCLC): ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up. Ann. Oncol. 2017, 28 (Suppl. S4), iv1–iv21. [Google Scholar] [CrossRef] [PubMed]
- Planchard, D.; Popat, S.; Kerr, K.; Novello, S.; Smit, E.F.; Faivre-Finn, C.; Mok, T.S.; Reck, M.; Van Schil, P.E.; Hellmann, M.D.; et al. Metastatic non-small cell lung cancer: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up. Ann. Oncol. 2018, 29 (Suppl. S4), iv192–iv237. [Google Scholar] [CrossRef] [PubMed]
- Zehir, A.; Benayed, R.; Shah, R.H.; Syed, A.; Middha, S.; Kim, H.R.; Srinivasan, P.; Gao, J.; Chakravarty, D.; Devlin, S.M.; et al. Mutational landscape of metastatic cancer revealed from prospective clinical sequencing of 10,000 patients. Nat. Med. 2017, 23, 703–713. [Google Scholar] [CrossRef] [PubMed]
- Heymach, J.V.; Harpole, D.; Mitsudomi, T.; Taube, J.M.; Galffy, G.; Hochmair, M.; Winder, T.; Zukov, R.; Garbaos, G.; Gao, S.; et al. Perioperative Durvalumab for Resectable Non-Small-Cell Lung Cancer. N. Engl. J. Med. 2023, 389, 1672–1684. [Google Scholar] [CrossRef] [PubMed]
- Cascone, T.; Leung, C.H.; Weissferdt, A.; Pataer, A.; Carter, B.W.; Godoy, M.C.B.; Feldman, H.; William, W.N., Jr.; Xi, Y.; Basu, S.; et al. Neoadjuvant chemotherapy plus nivolumab with or without ipilimumab in operable non-small cell lung cancer: The phase 2 platform NEOSTAR trial. Nat. Med. 2023, 29, 593–604. [Google Scholar] [CrossRef] [PubMed]
- Peters, S.; Kim, A.W.; Solomon, B.; Gandara, D.R.; Dziadziuszko, R.; Brunelli, A.; Garassino, M.; Reck, M.; Wang, L.; To, I.; et al. IMpower030: Phase III study evaluating neoadjuvant treatment of resectable stage II-IIIB non-small cell lung cancer (NSCLC) with atezolizumab (atezo) + chemotherapy. Ann. Oncol. 2019, 30, ii30. [Google Scholar] [CrossRef]
- Cascone, T.; Award, M.M.; Spicer, J.D.; He, J.; Lu, S.; Sepesi, B.; Tanaka, F.; Taube, J.M.; Cornelissen, R.; Havel, L.; et al. Perioperative Nivolumab in Resectable Lung Cancer. N. Engl. J. Med. 2024, 390, 1756–1769. [Google Scholar] [CrossRef] [PubMed]
- Wakelee, H.; Liberman, N.; Kato, T.; Tsuboi, M.; Lee, S.; Gao, S.; Chen, K.N.; Dooms, C.; Majem, M.; Eigendorff, E.; et al. Perioperative Pembrolizumab for Early-Stage Non-Small-Cell Lung Cancer. N. Engl. J. Med. 2023, 389, 491–503. [Google Scholar] [CrossRef] [PubMed]
- Wislez, M.; Mazieres, J.; Lavole, A.; Zalcman, G.; Carre, O.; Egenod, T.; Caliandro, R.; Dubos-Arvis, C.; Jeannin, G.; Molinier, O.; et al. Neoadjuvant durvalumab for resectable non-small-cell lung cancer (NSCLC): Results from a multicenter study (IFCT-1601 IONESCO). J. Immunother. Cancer 2022, 10, e005636. [Google Scholar] [CrossRef] [PubMed]
- West, H.J.; McCleland, M.; Cappuzzo, F.; Reck, M.; Mok, T.S.; Jotte, R.M.; Nishio, M.; Kim, E.; Morris, S.; Zou, W.; et al. Clinical efficacy of atezolizumab plus bevacizumab and chemotherapy in KRAS-mutated non-small cell lung cancer with STK11, KEAP1, or TP53 comutations: Subgroup results from the phase III IMpower150 trial. J. Immunother. Cancer 2022, 10, e003027. [Google Scholar] [CrossRef] [PubMed]
All Population (n= 464) | |
---|---|
n (%) | |
Sex | |
Male | 257 (55.4%) |
Female | 207 (44.6%) |
Age at diagnosis [range], years | |
73 [30–99] | |
Smoking habit | |
Current | 220 (47.4%) |
Former | 147 (31.7%) |
Never | 80 (17.2%) |
Unknown | 17 (3.7%) |
Histology | |
Adenocarcinoma | 456 (98.3%) |
Adeno-squamous carcinoma | 8 (1.7%) |
Stage at diagnosis | |
I | 100 (21.6%) |
II | 41 (8.8%) |
III | 62 (13.4%) |
IV | 259 (55.8%) |
Brain metastases in stage IV patients | |
No | 388 (83.6%) |
Yes | 75 (16.2%) |
Unknown | 1 (0.2%) |
PD-L1 (TPS) expression | |
Negative | 168 (36.2%) |
1–49% | 166 (35.8%) |
≥50% | 114 (24.6%) |
Unknown | 16 (3.4%) |
Gene Alterations | |
No | 68 (14.66%) |
KRAS | 179 (38.6%) |
MET | 15 (3.2%) |
EGFR | 65 (14%) |
ALK | 10 (2.2%) |
ROS | 1 (0.2%) |
RET | 1 (0.2%) |
TP53 | 199 (42.9%) |
STK11 | 17 (3.7%) |
HER2 | 2 (0.4%) |
BRAF | 17 (3.7%) |
NTRK | 1 (0.2%) |
Other * | 33 (7.1%) |
KRAS Positive Population (n = 179) | |
---|---|
n (%) | |
Sex | |
Male | 98 (54.7%) |
Female | 81 (45.3%) |
Age at diagnosis [range], years | |
70 [45–86] | |
Smoking habit | |
Current | 106 (59.2%) |
Former | 54 (30.2%) |
Never | 12 (6.7%) |
Unknown | 7 (3.9%) |
Histology | |
Adenocarcinoma | 177 (98.9%) |
Adeno-squamous carcinoma | 2 (1.1%) |
Stage at diagnosis | |
I | 35 (19.6%) |
II | 20 (11.2%) |
III | 22 (12.3%) |
IV | 100 (55.9%) |
Brain metastases in stage IV patients | |
No | 153 (85.5%) |
Yes | 25 (14%) |
Unknown | 1 (0.5%) |
PD-L1 (TPS) expression | |
Negative | 59 (33%) |
1–49% | 61 (34.1%) |
≥50% | 55 (30.7%) |
Unknown | 4 (2.2%) |
Mutation type | |
p.G12C | 85 (47.5%) |
p.G12V | 34 (19%) |
p.G12D | 21 (11.7%) |
p.G12A | 9 (5%) |
Other * | 30 (16.8%) |
KRAS concomitant alterations | |
No | 102 (57%) |
Yes | 77 (43%) |
MET | 5 (6.5%) |
EGFR | 1 (1.3%) |
ALK | 0 (0%) |
ROS | 0 (0%) |
RET | 0 (0%) |
TP53 | 55 (74%) |
STK11 | 11 (14.3%) |
Other ** | 14 (18.2%) |
KRAS WT | KRAS-Only | KRAS+TP53 Mut | |
---|---|---|---|
Stage I | 65/285 (22.8%) | 23/102 (22.6%) | 3/55 (5.4%) |
Stage II | 21/285 (7.4%) | 13/102 (12.7%) | 5/55 (9.1%) |
Stage III | 40/285 (14%) | 14/102 (13.7%) | 6/55 (10.9%) |
Stage IV | 159/285 (55.8%) | 52/102 (51%) | 41/55 (74.6%) |
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Motta, L.; Molinari, F.; Pankovics, J.; Pedrazzini, B.; Valera, A.; Epistolio, S.; Giudici, L.; Freguia, S.; Patella, M.; Imbimbo, M.; et al. Prognostic Impact of KRAS-TP53 Co-Mutations in Patients with Early-Stage Non-Small Cell Lung Cancer: A Single-Center Retrospective Study. J. Clin. Med. 2025, 14, 5135. https://doi.org/10.3390/jcm14145135
Motta L, Molinari F, Pankovics J, Pedrazzini B, Valera A, Epistolio S, Giudici L, Freguia S, Patella M, Imbimbo M, et al. Prognostic Impact of KRAS-TP53 Co-Mutations in Patients with Early-Stage Non-Small Cell Lung Cancer: A Single-Center Retrospective Study. Journal of Clinical Medicine. 2025; 14(14):5135. https://doi.org/10.3390/jcm14145135
Chicago/Turabian StyleMotta, Lucia, Francesca Molinari, Jana Pankovics, Benjamin Pedrazzini, Alexandra Valera, Samantha Epistolio, Luca Giudici, Stefania Freguia, Miriam Patella, Martina Imbimbo, and et al. 2025. "Prognostic Impact of KRAS-TP53 Co-Mutations in Patients with Early-Stage Non-Small Cell Lung Cancer: A Single-Center Retrospective Study" Journal of Clinical Medicine 14, no. 14: 5135. https://doi.org/10.3390/jcm14145135
APA StyleMotta, L., Molinari, F., Pankovics, J., Pedrazzini, B., Valera, A., Epistolio, S., Giudici, L., Freguia, S., Patella, M., Imbimbo, M., Schiavone, G., Frattini, M., & Froesch, P. (2025). Prognostic Impact of KRAS-TP53 Co-Mutations in Patients with Early-Stage Non-Small Cell Lung Cancer: A Single-Center Retrospective Study. Journal of Clinical Medicine, 14(14), 5135. https://doi.org/10.3390/jcm14145135