Integrating bulk and single-cell sequencing reveals cellular heterogeneity between lung adenocarcinoma in smokers and never-smokers
Zihuan Zhao , Pan Yang , Yuhan Liu , Kai Wang , Xianfeng Xu , Yuzhuo Wang , Meng Zhu , Na Qin , Cheng Wang , Weimin Li , Hongxia Ma , Zhoufeng Wang , Hongbing Shen
Journal of Biomedical Research ›› 2026, Vol. 40 ›› Issue (3) : 247 -265.
Lung cancer in smokers (LCIS) and lung cancer in never-smokers (LCINS) are different entities with distinct molecular features. However, their cellular heterogeneity still requires further investigation. Through an integrated analysis of single-cell RNA sequencing and bulk sequencing data, we identified cell subpopulations associated with smoking and non-smoking patients. Subsequent transcriptomic analyses were performed to elucidate differences in cellular functions and the tumor microenvironment. We observed that smoking-associated cancer cells exhibited a higher degree of aggressiveness, which may correlate with an adverse prognosis in smoking patients. Additionally, immunosuppressive CXCL10+ macrophages may contribute to tumorigenesis in smokers, and the immunoregulatory LGALS9-HAVCR2 axis could be a potential immunotherapeutic target. In non-smokers, the inflammatory microenvironment may be involved in tumor development. Moreover, the reduced anti-tumor cytotoxicity may be associated with their suboptimal immunotherapeutic response. Our study uncovered differences in oncogenic and immune escape mechanisms between LCIS and LCINS patients and suggests potential immunotherapeutic strategies.
lung cancer in smokers / lung cancer in never-smokers / single-cell RNA sequencing / cellular heterogeneity
| [1] |
|
| [2] |
|
| [3] |
|
| [4] |
|
| [5] |
|
| [6] |
|
| [7] |
|
| [8] |
|
| [9] |
|
| [10] |
|
| [11] |
|
| [12] |
|
| [13] |
|
| [14] |
|
| [15] |
|
| [16] |
|
| [17] |
|
| [18] |
|
| [19] |
|
| [20] |
|
| [21] |
|
| [22] |
|
| [23] |
|
| [24] |
|
| [25] |
|
| [26] |
|
| [27] |
|
| [28] |
|
| [29] |
|
| [30] |
|
| [31] |
|
| [32] |
|
| [33] |
|
| [34] |
|
| [35] |
|
| [36] |
|
| [37] |
|
| [38] |
|
| [39] |
|
| [40] |
|
| [41] |
|
| [42] |
|
| [43] |
|
| [44] |
|
| [45] |
|
| [46] |
|
| [47] |
|
| [48] |
|
| [49] |
|
| [50] |
|
| [51] |
|
| [52] |
|
| [53] |
|
| [54] |
|
| [55] |
|
| [56] |
|
| [57] |
|
| [58] |
|
| [59] |
|
| [60] |
A phase 1, open-label, multicenter trial investigating the safety, tolerability, and preliminary antineoplastic activity of Sym023 (anti-TIM-3) in patients with advanced solid tumor malignancies or lymphomas[EB/OL]. [2018-04-05]. https://clinicaltrials.gov/study/NCT03489343. |
| [61] |
TIM3 inhibition with MBG453 for patients with lower risk MDS: An adaptive two-stage phase Ⅱ clinical trial[EB/OL]. [2025-04-01]. https://www.dana-farber.org/clinical-trials/20-637. |
| [62] |
|
| [63] |
|
| [64] |
|
/
| 〈 |
|
〉 |