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Huang L, Lou N, Xie T, Tang L, Han X, Shi Y. Identification of an antigen-presenting cells/T/NK cells-related gene signature to predict prognosis and CTSL to predict immunotherapeutic response for lung adenocarcinoma: an integrated analysis of bulk and single-cell RNA sequencing. Cancer Immunol Immunother 2023; 72:3259-3277. [PMID: 37458771 DOI: 10.1007/s00262-023-03485-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Accepted: 06/20/2023] [Indexed: 09/09/2023]
Abstract
BACKGROUND Antigen-presenting cells (APC)/T/NK cells are key immune cells that play crucial roles in fighting against malignancies including lung adenocarcinoma (LUAD). In this study, we aimed to identify an APC/T/NK cells-related gene signature (ATNKGS) and potential immune cell-related genes (IRGs) to realize risk stratification, prognosis, and immunotherapeutic response prediction for LUAD patients. METHODS Based on the univariate Cox regression and the LASSO Cox regression results of 196 APC/T/NK cells-related genes collected from three pathways in the KEGG database, we determined the final genes and established the ATNKGS-related risk model. The single-cell RNA sequencing data were applied for key IRGs identification and investigate their value in immunotherapeutic response prediction. Several GEO datasets and an external immunotherapy cohort from Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, were applied for validation. RESULTS In this study, nine independent public datasets including 1108 patients were enrolled. An ATNKGS containing 16 genes for predicting overall survival of LUAD patients was constructed with robust prognostic capability. The ATNKGS high risk group was related to significantly worse OS outcomes than those in the low-risk group, which were verified in TCGA and four GEO datatsets. A nomogram combining the ATNKGS risk score with clinical TNM stage achieved the optimal prediction performance. The single-cell RNA sequencing analysis revealed CTSL as an IRG of macrophage and monocyte. Moreover, though CTSL was an indicator for poor prognosis of LUAD patients, CTSL high expression group was associated with higher ESTIMATEScore, immune checkpoints expression, and lower TIDE score. Several immunotherapeutic cohorts have confirmed the response-predicting significance of CTSL in patients receiving immune checkpoint inhibitor (ICI) treatment. CONCLUSIONS Our study provided an insight into the significant role of APC/T/NK cells-related genes in survival risk stratification and CTSL in response prediction of immunotherapy in patients with LUAD.
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Affiliation(s)
- Liling Huang
- Department of Medical Oncology, Beijing Key Laboratory of Clinical Study On Anticancer Molecular Targeted Drugs, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100021, China
| | - Ning Lou
- Department of Clinical Laboratory, Beijing Key Laboratory of Clinical Study On Anticancer Molecular Targeted Drugs, Department of Clinical Laboratory, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100021, China
| | - Tongji Xie
- Department of Medical Oncology, Beijing Key Laboratory of Clinical Study On Anticancer Molecular Targeted Drugs, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100021, China
| | - Le Tang
- Department of Medical Oncology, Beijing Key Laboratory of Clinical Study On Anticancer Molecular Targeted Drugs, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100021, China
| | - Xiaohong Han
- Clinical Pharmacology Research Center, Peking Union Medical College Hospital, State Key Laboratory of Complex Severe and Rare Diseases, NMPA Key Laboratory for Clinical Research and Evaluation of Drug, Beijing Key Laboratory of Clinical PK & PD Investigation for Innovative Drugs, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100730, China.
| | - Yuankai Shi
- Department of Medical Oncology, Beijing Key Laboratory of Clinical Study On Anticancer Molecular Targeted Drugs, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100021, China.
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Kong Y, Allison DB, Zhang Q, He D, Li Y, Mao F, Li C, Li Z, Zhang Y, Wang J, Wang C, Brainson CF, Liu X. The kinase PLK1 promotes the development of <i>Kras</i>/<i>Tp53</i>-mutant lung adenocarcinoma through transcriptional activation of the receptor RET. Sci Signal 2022; 15:eabj4009. [PMID: 36194647 PMCID: PMC9737055 DOI: 10.1126/scisignal.abj4009] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Increased abundance of polo-like kinase 1 (PLK1) is observed in various tumor types, particularly in lung adenocarcinoma (LUAD). Here, we found that PLK1 accelerated the progression of LUAD through a mechanism that was independent of its role in mediating mitotic cell division. Analysis of human tumor databases revealed that increased PLK1 abundance in LUAD correlated with mutations in KRAS and p53, with tumor stage, and with reduced survival in patients. In a mouse model of KRAS<sup>G12D</sup>-driven, p53-deficient LUAD, PLK1 overexpression increased tumor burden, decreased tumor cell differentiation, and reduced animal survival. PLK1 overexpression in cultured cells and mice indirectly increased the expression of the gene encoding the receptor tyrosine kinase RET by phosphorylating the transcription factor TTF-1. Signaling by RET and mutant KRAS in these tumors converged to activate the mitogen-activated protein kinase (MAPK) pathway. Pharmacological inhibition of the MAPK pathway kinase MEK combined with inhibition of either RET or PLK1 markedly suppressed tumor growth. Our findings show that PLK1 can amplify MAPK signaling and reveal a potential target for stemming progression in lung cancers with high PLK1 abundance.
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Affiliation(s)
- Yifan Kong
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, Kentucky, 40536, USA,Markey Cancer Center, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Derek B. Allison
- Markey Cancer Center, University of Kentucky, Lexington, Kentucky 40536, USA,Department of Pathology and Laboratory Medicine, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Qiongsi Zhang
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, Kentucky, 40536, USA,Markey Cancer Center, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Daheng He
- Markey Cancer Center, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Yuntong Li
- Markey Cancer Center, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Fengyi Mao
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, Kentucky, 40536, USA,Markey Cancer Center, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Chaohao Li
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, Kentucky, 40536, USA,Markey Cancer Center, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Zhiguo Li
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, Kentucky, 40536, USA,Markey Cancer Center, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Yanquan Zhang
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, Kentucky, 40536, USA,Markey Cancer Center, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Jianlin Wang
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, Kentucky, 40536, USA,Markey Cancer Center, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Chi Wang
- Markey Cancer Center, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Christine F. Brainson
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, Kentucky, 40536, USA,Markey Cancer Center, University of Kentucky, Lexington, Kentucky 40536, USA
| | - Xiaoqi Liu
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, Kentucky, 40536, USA,Markey Cancer Center, University of Kentucky, Lexington, Kentucky 40536, USA,Corresponding author.
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Kubczak M, Michlewska S, Bryszewska M, Aigner A, Ionov M. Nanoparticles for local delivery of siRNA in lung therapy. Adv Drug Deliv Rev 2021; 179:114038. [PMID: 34742826 DOI: 10.1016/j.addr.2021.114038] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Revised: 10/26/2021] [Accepted: 11/01/2021] [Indexed: 02/07/2023]
Abstract
An overview of the application of natural and synthetic, non-viral vectors for oligonucleotide delivery into the lung is presented in this review, with a special focus on lung cancer. Due to the specificity of the respiratory tract, its structure and natural barriers, the administration of drugs (especially those based on nucleic acids) is a particular challenge. Among widely tested non-viral drug and oligonucleotides carriers, synthetic polymers seem to be most promising. Unique properties of these nanoparticles allow for essentially unlimited possibilities regarding their design and modification. This gives hope that optimal nanoparticles with ideal nucleic acid carrier properties for lung cancer therapy will eventually emanate.
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Spindle assembly checkpoint gene BUB1B is essential in breast cancer cell survival. Breast Cancer Res Treat 2020; 185:331-341. [PMID: 33130993 DOI: 10.1007/s10549-020-05962-2] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2020] [Accepted: 09/30/2020] [Indexed: 10/23/2022]
Abstract
PURPOSE The study aimed to investigate the role of spindle assembly checkpoint (SAC) in cancer cells with compromised genomic integrity. Chromosomal instability (CIN) gives cancer cells an adaptive advantage. However, maintaining the balance of this instability is crucial for the survival of cancer cells as it could lead them to the mitotic catastrophe. Therefore, cancer cells adapt to the detrimental effects of CIN. We hypothesized that changes in SAC might be one such adaptation mechanism. The focus of the study was BUB1B, an integral part of the checkpoint. METHODS Clinical datasets were analyzed to compare expression levels of SAC genes in normal tissue vs. breast carcinoma. The effects of the reduction of BUB1B expression was examined utilizing RNA interference method with siRNAs. In vitro viability, clonogenicity, apoptosis, and SAC activity levels of a variety of breast cancer (BrCa) cell lines, as well as in vivo tumorigenicity of the triple-negative breast cancer (TNBC) cell line MDA-MB-468, were tested. Additionally, the chromosomal stability of these cells was tested by immunofluorescence staining and flow cytometry. RESULTS In clinical breast cancer datasets, SAC genes were elevated in BrCa with BUB1B having the highest fold change. BUB1B overexpression was associated with a decreased probability of overall survival. The knockdown of BUB1B resulted in reduced viability and clonogenicity in BrCa cell lines and a significant increase in apoptosis and cell death. However, the viability and apoptosis levels of the normal breast epithelial cell line, MCF12A, were not affected. BUB1B knockdown also impaired chromosome alignment and resulted in acute chromosomal abnormalities. We also showed that BUB1B knockdown on the MDA-MB-468 cell line decreases tumor growth in mice. CONCLUSIONS A functional spindle assembly checkpoint is essential for the survival of BrCa cells. BUB1B is a critical factor in SAC, and therefore breast cancer cell survival. Impairment of BUB1B has damaging effects on cancer cell viability and tumorigenicity, especially on the more aggressive variants of BrCa.
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DrugSniper, a Tool to Exploit Loss-Of-Function Screens, Identifies CREBBP as a Predictive Biomarker of VOLASERTIB in Small Cell Lung Carcinoma (SCLC). Cancers (Basel) 2020; 12:cancers12071824. [PMID: 32645997 PMCID: PMC7408696 DOI: 10.3390/cancers12071824] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Revised: 07/01/2020] [Accepted: 07/01/2020] [Indexed: 12/30/2022] Open
Abstract
The development of predictive biomarkers of response to targeted therapies is an unmet clinical need for many antitumoral agents. Recent genome-wide loss-of-function screens, such as RNA interference (RNAi) and CRISPR-Cas9 libraries, are an unprecedented resource to identify novel drug targets, reposition drugs and associate predictive biomarkers in the context of precision oncology. In this work, we have developed and validated a large-scale bioinformatics tool named DrugSniper, which exploits loss-of-function experiments to model the sensitivity of 6237 inhibitors and predict their corresponding biomarkers of sensitivity in 30 tumor types. Applying DrugSniper to small cell lung cancer (SCLC), we identified genes extensively explored in SCLC, such as Aurora kinases or epigenetic agents. Interestingly, the analysis suggested a remarkable vulnerability to polo-like kinase 1 (PLK1) inhibition in CREBBP-mutant SCLC cells. We validated this association in vitro using four mutated and four wild-type SCLC cell lines and two PLK1 inhibitors (Volasertib and BI2536), confirming that the effect of PLK1 inhibitors depended on the mutational status of CREBBP. Besides, DrugSniper was validated in-silico with several known clinically-used treatments, including the sensitivity of Tyrosine Kinase Inhibitors (TKIs) and Vemurafenib to FLT3 and BRAF mutant cells, respectively. These findings show the potential of genome-wide loss-of-function screens to identify new personalized therapeutic hypotheses in SCLC and potentially in other tumors, which is a valuable starting point for further drug development and drug repositioning projects.
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Radiosensitization of Non-Small Cell Lung Cancer Cells by the Plk1 Inhibitor Volasertib Is Dependent on the p53 Status. Cancers (Basel) 2019; 11:cancers11121893. [PMID: 31795121 PMCID: PMC6966428 DOI: 10.3390/cancers11121893] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2019] [Revised: 11/22/2019] [Accepted: 11/23/2019] [Indexed: 01/10/2023] Open
Abstract
Polo-like kinase 1 (Plk1), a master regulator of mitotic cell division, is highly expressed in non-small cell lung cancer (NSCLC) making it an interesting drug target. We examined the in vitro therapeutic effects of volasertib, a Plk1 inhibitor, in combination with irradiation in a panel of NSCLC cell lines with different p53 backgrounds. Pretreatment with volasertib efficiently sensitized p53 wild type cells to irradiation. Flow cytometric analysis revealed that significantly more cells were arrested in the G2/M phase of the cell cycle after the combination therapy compared to either treatment alone (p < 0.005). No significant synergistic induction of apoptotic cell death was observed, but, importantly, significantly more senescent cells were detected when cells were pretreated with volasertib before irradiation compared to both monotherapies alone (p < 0.001), especially in cells with functional p53. Consequently, while most cells with functional p53 showed permanent growth arrest, more p53 knockdown/mutant cells could re-enter the cell cycle, resulting in colony formation and cell survival. Our findings assign functional p53 as a determining factor for the observed radiosensitizing effect of volasertib in combination with radiotherapy for the treatment of NSCLC.
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