Dissecting the clinicopathologic, genomic, and immunophenotypic correlates of KRASG12D-mutated non-small-cell lung cancer
Open accessAbstract
Background Allele-specific KRAS inhibitors are an emerging class of cancer therapies. KRAS-mutant (KRAS MUT) non-small-cell lung cancers (NSCLCs) exhibit heterogeneous outcomes, driven by differences in underlying biology shaped by co-mutations. In contrast to KRAS G12C NSCLC, KRAS G12D NSCLC is associated with low/never-smoking status and is largely uncharacterized.Patients and methods Clinicopathologic and genomic information were collected from patients with NSCLCs harboring a KRAS mutation at the Dana-Farber Cancer Institute (DFCI), Memorial Sloan Kettering Cancer Center, MD Anderson Cancer Center, and Imperial College of London. Multiplexed immunofluorescence for CK7, programmed cell death protein 1 (PD-1), programmed death-ligand 1 (PD-L1), Foxp3, and CD8 was carried out on a subset of samples with available tissue at the DFCI. Clinical outcomes to PD-(L)1 inhibition ± chemotherapy were analyzed according to KRAS mutation subtype.Results Of 2327 patients with KRAS-mutated (KRAS MUT) NSCLC, 15% (n = 354) harbored KRAS G12D. Compared to KRAS non-G12D NSCLC, KRAS G12D NSCLC had a lower pack-year (py) smoking history (median 22.5 py versus 30.0 py, P < 0.0001) and was enriched in never smokers (22% versus 5%, P < 0.0001). KRAS G12D had lower PD-L1 tumor proportion score (TPS) (median 1% versus 5%, P < 0.01) and lower tumor mutation burden (TMB) compared to KRAS non-G12D (median 8.4 versus 9.9 mt/Mb, P < 0.0001). Of the samples which underwent multiplexed immunofluorescence, KRAS G12D had lower intratumoral and total CD8+PD1+ T cells (P < 0.05). Among 850 patients with advanced KRAS MUT NSCLC who received PD-(L)1-based therapies, KRAS G12D was associated with a worse objective response rate (ORR) (15.8% versus 28.4%, P = 0.03), progression-free survival (PFS) [hazard ratio (HR) 1.51, 95% confidence interval (CI) 1.45-2.00, P = 0.003], and overall survival (OS; HR 1.45, 1.05-1.99, P = 0.02) to PD-(L)1 inhibition alone but not to chemo-immunotherapy combinations [ORR 30.6% versus 35.7%, P = 0.51; PFS HR 1.28 (95%CI 0.92-1.77), P = 0.13; OS HR 1.36 (95%CI 0.95-1.96), P = 0.09] compared to KRAS non-G12D.Conclusions KRAS G12D lung cancers harbor distinct clinical, genomic, and immunologic features compared to other KRAS-mutated lung cancers and worse outcomes to PD-(L)1 blockade. Drug development for KRAS G12D lung cancers will have to take these differences into account.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The KRASG12D mutation was reported to be more immune suppressive with shorter survival in lung cancer and pancreatic cancer.
“The KRASG12D mutation was reported to be more immune suppressive with shorter survival in lung cancer and pancreatic cancer31,32.”
From Impact of KRAS mutations and co-mutations on clinical outcomes in pancreatic ductal adenocarcinoma (2024) · cites this paper as [31]
In NSCLC, KRAS G12D mutation is associated with lower tumour-mutation burden, decreased PDL1 expression, and reduced CD8+ T cell infiltration in the TME.
“In NSCLC, KRAS G12D mutation has been associated with a lower tumour-mutation burden, decreased PDL1 expression, and reduced CD8 + T cell infiltration in the TME [49].”
From Drugging KRAS: Current perspectives and state-of-art review (2022) · cites this paper as [49]
Compared to non-G12D mutations, KRAS G12D mutations are associated with poorer overall survival with immune checkpoint inhibition (HR 1.45, 95% CI 1.05-1.99; p = 0.02).
“Compared to non-G12D mutations, KRAS G12D mutations are also associated with poorer overall survival with immune checkpoint inhibition (HR 1.45, 95% CI 1.05–1.99; p = 0.02).”
From Drugging KRAS: Current perspectives and state-of-art review (2022) · cites this paper as [49]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
New response evaluation criteria in solid tumours: revised RECIST guideline (version 1.1)
Eisenhauer, E. A., Therasse, P., Bogaerts, J., Schwartz, L. H., Sargent, D., Ford, R., Dancey, J., Arbuck, S., Gwyther, S., Mooney, M., et al. (2009) · European Journal of Cancer · doi:10.1016/j.ejca.2008.10.026 · Cited by 29,534 · see citing works
Comprehensive molecular profiling of lung adenocarcinoma
The Cancer Genome Atlas Research Network (2014) · Nature · doi:10.1038/nature13385 · Cited by 5,732 · see citing works
Memorial Sloan Kettering-Integrated Mutation Profiling of Actionable Cancer Targets (MSK-IMPACT)
Cheng, D. T., Mitchell, T. N., Zehir, A., Shah, R. H., Benayed, R., Syed, A., Chandramohan, R., Liu, Z. Y., Won, H. H., Scott, S. N., et al. (2015) · The Journal of Molecular Diagnostics · doi:10.1016/j.jmoldx.2014.12.006 · Cited by 2,119 · see citing works
Sotorasib for Lung Cancers with <i>KRAS</i> p.G12C Mutation
Skoulidis, F., Li, B. T., Dy, G. K., Price, T. J., Falchook, G. S., Wolf, J., Italiano, A., Schuler, M., Borghaei, H., Barlesi, F., et al. (2021) · New England Journal of Medicine · doi:10.1056/nejmoa2103695 · Cited by 1,849 · see citing works
Self-citation<i>STK11/LKB1</i> Mutations and PD-1 Inhibitor Resistance in <i>KRAS</i> -Mutant Lung Adenocarcinoma
Skoulidis, F., Goldberg, M. E., Greenawalt, D. M., Hellmann, M. D., Awad, M. M., Gainor, J. F., Schrock, A. B., Hartmaier, R. J., Trabucco, S. E., Gay, L., et al. (2018) · Cancer Discovery · doi:10.1158/2159-8290.cd-18-0099 · Cited by 1,641 · see citing works
Self-citationMutational signatures associated with tobacco smoking in human cancer
Alexandrov, L. B., Ju, Y. S., Haase, K., Van Loo, P., Martincorena, I., Nik-Zainal, S., Totoki, Y., Fujimoto, A., Nakagawa, H., Shibata, T., et al. (2016) · Science · doi:10.1126/science.aag0299 · Cited by 1,100 · see citing works
Skoulidis, F., Byers, L. A., Diao, L., Papadimitrakopoulou, V. A., Tong, P., Izzo, J., Behrens, C., Kadara, H., Parra, E. R., Canales, J. R., et al. (2015) · Cancer Discovery · doi:10.1158/2159-8290.cd-14-1236 · Cited by 936 · see citing works
Self-citationIdentification of MRTX1133, a Noncovalent, Potent, and Selective KRAS <sup>G12D</sup> Inhibitor
Wang, X., Allen, S., Blake, J. F., Bowcut, V., Briere, D. M., Calinisan, A., Dahlke, J. R., Fell, J. B., Fischer, J. P., Gunn, R. J., et al. (2022) · Journal of Medicinal Chemistry · doi:10.1021/acs.jmedchem.1c01688 · Cited by 769 · see citing works
Self-citationDogan, S., Shen, R., Ang, D. C., Johnson, M. L., D'Angelo, S. P., Paik, P. K., Brzostowski, E. B., Riely, G. J., Kris, M. G., Zakowski, M. F., et al. (2012) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-11-3265 · Cited by 639 · see citing works
Haigis, K. M., Kendall, K. R., Wang, Y., Cheung, A., Haigis, M. C., Glickman, J. N., Niwa-Kawakita, M., Sweet-Cordero, A., Sebolt-Leopold, J., Shannon, K. M., et al. (2008) · Nature Genetics · doi:10.1038/ng.115 · Cited by 610 · see citing works
Riely, G. J., Kris, M. G., Rosenbaum, D., Marks, J., Li, A., Chitale, D. A., Nafa, K., Riedel, E. R., Hsu, M., Pao, W., et al. (2008) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-08-0646 · Cited by 578 · see citing works
Ihle, N. T., Byers, L. A., Kim, E. S., Saintigny, P., Lee, J. J., Blumenschein, G. R., Tsao, A., Liu, S., Larsen, J. E., Wang, J., et al. (2012) · JNCI: Journal of the National Cancer Institute · doi:10.1093/jnci/djr523 · Cited by 532 · see citing works
Self-citationGarcia, E. P., Minkovsky, A., Jia, Y., Ducar, M. D., Shivdasani, P., Gong, X., Ligon, A. H., Sholl, L. M., Kuo, F. C., MacConaill, L. E., et al. (2017) · Archives of Pathology & Laboratory Medicine · doi:10.5858/arpa.2016-0527-oa · Cited by 521 · see citing works
Self-citationSuppression of lung adenocarcinoma progression by Nkx2-1
Winslow, M. M., Dayton, T. L., Verhaak, R. G. W., Kim-Kiselak, C., Snyder, E. L., Feldser, D. M., Hubbard, D. D., DuPage, M. J., Whittaker, C. A., Hoersch, S., et al. (2011) · Nature · doi:10.1038/nature09881 · Cited by 467 · see citing works
Self-citationArbour, 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. (2018) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-17-1841 · Cited by 466 · see citing works
Self-citationSelective killing of K-ras mutant cancer cells by small molecule inducers of oxidative stress
Shaw, A. T., Winslow, M. M., Magendantz, M., Ouyang, C., Dowdle, J. A., Subramanian, A., Lewis, T. A., Maglathin, R. L., Tolliday, N. J., & Jacks, T. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1105941108 · Cited by 229 · see citing works
Osta, B. E. E., Behera, M., Kim, S., Berry, L. D., Sica, G., Pillai, R. N., Owonikoko, T. K., Kris, M. G., Johnson, B. E., Kwiatkowski, D. J., et al. (2019) · Journal of Thoracic Oncology · doi:10.1016/j.jtho.2019.01.020 · Cited by 229 · see citing works
Self-citationThe origins and genetic interactions of KRAS mutations are allele- and tissue-specific
Cook, J. H., Melloni, G. E. M., Gulhan, D. C., Park, P. J., & Haigis, K. M. (2021) · Nature Communications · doi:10.1038/s41467-021-22125-z · Cited by 208 · see citing works
KrasG12D and Nkx2-1 haploinsufficiency induce mucinous adenocarcinoma of the lung
Maeda, Y., Tsuchiya, T., Hao, H., Tompkins, D. H., Xu, Y., Mucenski, M. L., Du, L., Keiser, A. R., Fukazawa, T., Naomoto, Y., et al. (2012) · Journal of Clinical Investigation · doi:10.1172/jci64048 · Cited by 163 · see citing works
The improbable targeted therapy: KRAS as an emerging target in non-small cell lung cancer (NSCLC)
Salgia, R., Pharaon, R. R., Mambetsariev, I., Nam, A., & Sattler, M. (2021) · Cell Reports Medicine · doi:10.1016/j.xcrm.2020.100186 · Cited by 163 · see citing works
Kukhareva, P., Caverly, T. J., Li, H., Katki, H. A., Cheung, L. C., Reese, T. J., Fiol, G. D., Hess, R., Wetter, D. W., Zhang, Y., et al. (2022) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocac020 · Cited by 96 · see citing works
Riely, G. J., Ou, S.-H. I., Rybkin, I., Spira, A., Papadopoulos, K., Sabari, J. K., Johnson, M., Heist, R. S., Bazhenova, L., Barve, M., et al. (2021) · Journal of Thoracic Oncology · doi:10.1016/s1556-0864(21)01941-9 · Cited by 77 · see citing works
Self-citationKRAS G12D mutation predicts lower TMB and drives immune suppression in lung adenocarcinoma
Gao, G., Liao, W., Ma, Q., Zhang, B., Chen, Y., & Wang, Y. (2020) · Lung Cancer · doi:10.1016/j.lungcan.2020.09.004 · Cited by 71 · see citing works
Bogusz, A. M., Baxter, R. H. G., Currie, T., Sinha, P., Sohani, A. R., Kutok, J. L., & Rodig, S. J. (2012) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-12-0397 · Cited by 47 · see citing works
Self-citationRicciuti, B., Son, J., Okoro, J. J., Mira, A., Patrucco, E., Eum, Y., Wang, X., Paranal, R., Wang, H., Lin, M., et al. (2022) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-21-2719 · Cited by 42 · see citing works
Self-citationIsoform-specific Ras signaling is growth factor dependent
Hood, F. E., Klinger, B., Newlaczyl, A. U., Sieber, A., Dorel, M., Oliver, S. P., Coulson, J. M., Blüthgen, N., & Prior, I. A. (2019) · Molecular Biology of the Cell · doi:10.1091/mbc.e18-10-0676 · Cited by 34 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Drugging KRAS: Current perspectives and state-of-art review
Parikh, K., Banna, G., Liu, S. V., Friedlaender, A., Desai, A., Subbiah, V., & Addeo, A. (2022) · Journal of Hematology & Oncology · doi:10.1186/s13045-022-01375-4 · Cited by 164 · see citing works
Impact of KRAS mutations and co-mutations on clinical outcomes in pancreatic ductal adenocarcinoma
Yousef, A., Yousef, M., Chowdhury, S., Abdilleh, K., Knafl, M., Edelkamp, P., Alfaro-Munoz, K., Chacko, R., Peterson, J., Smaglo, B. G., et al. (2024) · npj Precision Oncology · doi:10.1038/s41698-024-00505-0 · Cited by 93 · see citing works
KRAS in NSCLC: State of the Art and Future Perspectives
Cascetta, P., Marinello, A., Lazzari, C., Gregorc, V., Planchard, D., Bianco, R., Normanno, N., & Morabito, A. (2022) · Cancers · doi:10.3390/cancers14215430 · Cited by 76 · see citing works
- Authors
- Ricciuti, B., Alessi, J. V., Elkrief, A., Wang, X., Cortellini, A., Li, Y. Y., Vaz, V. R., Gupta, H., Pecci, F., Barrichello, A., Lamberti, G., Nguyen, T., Lindsay, J., Sharma, B., Felt, K., Rodig, S. J., Nishino, M., Sholl, L. M., Barbie, D. A., Negrao, M. V., Zhang, J., Cherniack, A. D., Heymach, J. V., Meyerson, M., Ambrogio, C., Jänne, P. A., Arbour, K. C., Pinato, D. J., Skoulidis, F., Schoenfeld, A. J., Awad, M. M., & Luo, J.
- Affiliations
- Dana-Farber Cancer Institute (US)
- Memorial Sloan Kettering Cancer Center (US)
- Harvard University (US)
- Hammersmith Hospital (GB)
- Broad Institute (US)
- Brigham and Women's Hospital (US)
- The University of Texas MD Anderson Cancer Center (US)
- University of Turin (IT)
- Corresponding author
- Luo, J.
- ORCID
- Ricciuti, B.
- Alessi, J.V.
- Elkrief, A.
- Wang, X.
- Cortellini, A.
- Li, Y.Y.
- Vaz, V.R.
- Gupta, H.
- Pecci, F.
- Barrichello, A.
- Lamberti, G.
- Nguyen, T.
- Lindsay, J.
- Sharma, B.
- Felt, K.
- Rodig, S.J.
- Nishino, M.
- Sholl, L.M.
- Barbie, D.A.
- Negrao, M.V.
- Zhang, J.
- Cherniack, A.D.
- Heymach, J.V.
- Meyerson, M.
- Ambrogio, C.
- Arbour, K.C.
- Pinato, D.J.
- Skoulidis, F.
- Schoenfeld, A.J.
- Awad, M.M.
- Venue
- Annals of Oncology
- Publisher
- Elsevier BV
- Published
- 2022-10
- Volume
- 33
- Issue
- 10
- Pages
- 1029-1040
- ISSN
- 0923-7534 (ISSN-L)
- PMC
- PMC11006449
- OpenAlex
- W4286435223
- Cited by
- 112
- References
- 26
- Citations by year
- 2026: 28 · 2025: 28 · 2024: 34 · 2023: 19 · 2022: 3
- FWCI
- 13.55
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Annals of Oncology (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Archivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna) (submittedVersion)
- Institutional Research Information System University of Turin (University of Turin) (submittedVersion)
- Funders
- Society for Immunotherapy of Cancer
- AstraZeneca
- Topics
- Health Sciences › Medicine › Pulmonary and Respiratory Medicine › Lung Cancer Treatments and Mutations
- Health Sciences › Medicine › Oncology › Lung Cancer Research Studies
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer Genomics and Diagnostics
- Keywords
- KRAS G12D mutation, non-small cell lung cancer, KRAS mutation, never smokers, PD-L1 expression, tumor mutational burden, tumor-infiltrating T cells, PD-1, PD-L1 inhibitors, immunotherapy response, co-occurring mutations, smoking history, tumor immune microenvironment, multiplex immunofluorescence
- MeSH terms
- Carcinoma, Non-Small-Cell Lung, Humans, Lung Neoplasms, Mutation, Proto-Oncogene Proteins p21(ras), Genomics, Forkhead Transcription Factors, B7-H1 Antigen, Programmed Cell Death 1 Receptor
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review