Digital spatial profiling to predict recurrence in grade 3 stage I lung adenocarcinoma

被引:3
作者
Chang, Stephanie H. [1 ]
Mezzano-Robinson, Valeria [2 ]
Zhou, Hua [3 ]
Moreira, Andre [4 ]
Pillai, Raymond [5 ]
Ramaswami, Sitharam [6 ]
Loomis, Cynthia [2 ]
Heguy, Adriana [6 ]
Tsirigos, Aristotelis [3 ]
Pass, Harvey I. [1 ]
机构
[1] NYU Langone Hlth, Dept Cardiothorac Surg, 530 First Ave,9V, New York, NY 10016 USA
[2] NYU Langone Hlth, Dept Pathol, Expt Pathol Res Lab, New York, NY 10016 USA
[3] NYU Langone Hlth, Dept Pathol, Appl Bioinformat Lab, New York, NY 10016 USA
[4] NYU Langone Hlth, Ctr Biomarker Res & Dev, Dept Pathol, New York, NY 10016 USA
[5] NYU Langone Hlth, Dept Med, Div Pulm Crit Care, New York, NY 10016 USA
[6] NYU Langone Hlth, Genome Technol Ctr, Dept Pathol, New York, NY 10016 USA
关键词
digital spatial profiling; early-stage lung cancer; lung cancer recurrence; predictive modeling; tumor microenvironment; CANCER;
D O I
10.1016/j.jtcvs.2023.10.047
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Objective: Early-stage lung adenocarcinoma is treated with local therapy alone, although patients with grade 3 stage I lung adenocarcinoma have a 50% 5-year recurrence rate. Our objective is to determine if analysis of the tumor microenvironment can create a predictive model for recurrence. Methods: Thirty-four patients with grade 3 stage I lung adenocarcinoma underwent surgical resection. Digital spatial profiling was used to perform genomic (n = 31) and proteomic (n = 34) analyses of pancytokeratin positive and negative tumor cells. K-means clustering was performed on the top 50 differential genes and top 20 differential proteins, with Kaplan-Meier recurrence curves based on patient clustering. External validation of high-expression genes was performed with Kaplan-Meier plotter. Results: There were no significant clinicopathologic differences between patients who did (n = 14) and did not (n = 20) have recurrence. Median time to recurrence was 806 days; median follow-up with no recurrence was 2897 days. K-means clustering of pancytokeratin positive genes resulted in a model with a Kaplan-Meier curve with concordance index of 0.75. K-means clustering for pancytokeratin negative genes was less successful at differentiating recurrence (concordance index 0.6). Genes upregulated or downregulated for recurrence were externally validated using available public databases. Proteomic data did not reach statistical significance but did internally validate the genomic data described. Conclusions: Genomic difference in lung adenocarcinoma may be able to predict risk of recurrence. After further validation, stratifying patients by this risk may help guide who will benefit from adjuvant therapy.
引用
收藏
页数:18
相关论文
共 37 条
  • [1] Reduced Lung-Cancer Mortality with Low-Dose Computed Tomographic Screening
    Aberle, Denise R.
    Adams, Amanda M.
    Berg, Christine D.
    Black, William C.
    Clapp, Jonathan D.
    Fagerstrom, Richard M.
    Gareen, Ilana F.
    Gatsonis, Constantine
    Marcus, Pamela M.
    Sicks, JoRean D.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2011, 365 (05) : 395 - 409
  • [2] Ettinger David S, 2023, J Natl Compr Canc Netw, V21, P340, DOI 10.6004/jnccn.2023.0020
  • [3] Adjuvant atezolizumab after adjuvant chemotherapy in resected stage IB-IIIA non-small-cell lung cancer (IMpower010): a randomised, multicentre, open-label, phase 3 trial
    Felip, Enriqueta
    Altorki, Nasser
    Zhou, Caicun
    Csoszi, Tibor
    Vynnychenko, Ihor
    Goloborodko, Oleksandr
    Luft, Alexander
    Akopov, Andrey
    Martinez-Marti, Alex
    Kenmotsu, Hirotsugu
    Chen, Yuh-Min
    Chella, Antonio
    Sugawara, Shunichi
    Voong, David
    Wu, Fan
    Yi, Jing
    Deng, Yu
    McCleland, Mark
    Bennett, Elizabeth
    Gitlitz, Barbara
    Wakelee, Heather
    [J]. LANCET, 2021, 398 (10308) : 1344 - 1357
  • [4] Neoadjuvant Nivolumab plus Chemotherapy in Resectable Lung Cancer
    Forde, Patrick M.
    Spicer, Jonathan
    Lu, Shun
    Provencio, Mariano
    Mitsudomi, Tetsuya
    Awad, Mark M.
    Felip, Enriqueta
    Broderick, Stephen R.
    Brahmer, Julie R.
    Swanson, Scott J.
    Kerr, Keith
    Wang, Changli
    Ciuleanu, Tudor-Eliade
    Saylors, Gene B.
    Tanaka, Fumihiro
    Ito, Hiroyuki
    Chen, Ke-Neng
    Liberman, Moishe
    Vokes, Everett E.
    Taube, Janis M.
    Dorange, Cecile
    Cai, Junliang
    Fiore, Joseph
    Jarkowski, Anthony
    Balli, David
    Sausen, Mark
    Pandya, Dimple
    Calvet, Christophe Y.
    Girard, Nicolas
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2022, 386 (21) : 1973 - 1985
  • [5] 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
    Goldstraw, Peter
    Chansky, Kari
    Crowley, John
    Rami-Porta, Ramon
    Asamura, Hisao
    Eberhardt, Wilfried E. E.
    Nicholson, Andrew G.
    Groome, Patti
    Mitchell, Alan
    Bolejack, Vanessa
    [J]. JOURNAL OF THORACIC ONCOLOGY, 2016, 11 (01) : 39 - 51
  • [6] Online Survival Analysis Software to Assess the Prognostic Value of Biomarkers Using Transcriptomic Data in Non-Small-Cell Lung Cancer
    Gyorffy, Balazs
    Surowiak, Pawel
    Budczies, Jan
    Lanczky, Andras
    [J]. PLOS ONE, 2013, 8 (12):
  • [7] Identification of carboxypeptidase E and γ-glutamyl hydrolase as biomarkers for pulmonary neuroendocrine tumors by cDNA microarray
    He, P
    Varticovski, L
    Bowman, ED
    Fukuoka, J
    Welsh, JA
    Miura, K
    Jen, J
    Gabrielson, E
    Brambilla, E
    Travis, WD
    Harris, CC
    [J]. HUMAN PATHOLOGY, 2004, 35 (10) : 1196 - 1209
  • [8] Adjuvant Osimertinib for Resected EGFR-Mutated Stage IB-IIIA Non-Small-Cell Lung Cancer: Updated Results From the Phase III Randomized ADAURA Trial
    Herbst, Roy S.
    Wu, Yi-Long
    John, Thomas
    Grohe, Christian
    Majem, Margarita
    Wang, Jie
    Kato, Terufumi
    Goldman, Jonathan W.
    Laktionov, Konstantin
    Kim, Sang-We
    Yu, Chong-Jen
    Vu, Huu Vinh
    Lu, Shun
    Lee, Kye Young
    Mukhametshina, Guzel
    Akewanlop, Charuwan
    de Marinis, Filippo
    Bonanno, Laura
    Domine, Manuel
    Shepherd, Frances A.
    Urban, Damien
    Huang, Xiangning
    Bolanos, Ana
    Stachowiak, Marta
    Tsuboi, Masahiro
    [J]. JOURNAL OF CLINICAL ONCOLOGY, 2023, 41 (10) : 1830 - +
  • [9] Hernandez S, 2023, AACR
  • [10] K-ras oncogene mutation as a prognostic marker in non-small cell lung cancer:: a combined analysis of 881 cases
    Huncharek, M
    Muscat, J
    Geschwind, JF
    [J]. CARCINOGENESIS, 1999, 20 (08) : 1507 - 1510