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1.
Mol Cell ; 81(21): 4481-4492.e9, 2021 11 04.
Article in English | MEDLINE | ID: mdl-34555356

ABSTRACT

The etiological role of NSD2 enzymatic activity in solid tumors is unclear. Here we show that NSD2, via H3K36me2 catalysis, cooperates with oncogenic KRAS signaling to drive lung adenocarcinoma (LUAD) pathogenesis. In vivo expression of NSD2E1099K, a hyperactive variant detected in individuals with LUAD, rapidly accelerates malignant tumor progression while decreasing survival in KRAS-driven LUAD mouse models. Pathologic H3K36me2 generation by NSD2 amplifies transcriptional output of KRAS and several complementary oncogenic gene expression programs. We establish a versatile in vivo CRISPRi-based system to test gene functions in LUAD and find that NSD2 loss strongly attenuates tumor progression. NSD2 knockdown also blocks neoplastic growth of PDXs (patient-dervived xenografts) from primary LUAD. Finally, a treatment regimen combining NSD2 depletion with MEK1/2 inhibition causes nearly complete regression of LUAD tumors. Our work identifies NSD2 as a bona fide LUAD therapeutic target and suggests a pivotal epigenetic role of the NSD2-H3K36me2 axis in sustaining oncogenic signaling.


Subject(s)
Adenocarcinoma of Lung/metabolism , DNA Methylation , Histone-Lysine N-Methyltransferase/chemistry , Histones/chemistry , Lung Neoplasms/metabolism , Repressor Proteins/chemistry , Adenocarcinoma of Lung/mortality , Animals , Biopsy , CRISPR-Cas Systems , Carcinogenesis/genetics , Disease Progression , Epigenesis, Genetic , Epigenomics , Female , Humans , Lung Neoplasms/mortality , Male , Mice , Mice, Inbred NOD , Mice, SCID , Neoplasm Transplantation , Oncogenes , Prognosis , Signal Transduction , Treatment Outcome
2.
Mol Cancer ; 23(1): 182, 2024 Sep 02.
Article in English | MEDLINE | ID: mdl-39218851

ABSTRACT

BACKGROUND: The cancer genome contains several driver mutations. However, in some cases, no known drivers have been identified; these remaining areas of unmet needs, leading to limited progress in cancer therapy. Whole-genome sequencing (WGS) can identify non-coding alterations associated with the disease. Consequently, exploration of non-coding regions using WGS and other omics data such as ChIP-sequencing (ChIP-seq) to discern novel alterations and mechanisms related to tumorigenesis have been attractive these days. METHODS: Integrated multi-omics analyses, including WGS, ChIP-seq, DNA methylation, and RNA-sequencing (RNA-seq), were conducted on samples from patients with non-clinically actionable genetic alterations (non-CAGAs) in lung adenocarcinoma (LUAD). Second-level cluster analysis was performed to reinforce the correlations associated with patient survival, as identified by RNA-seq. Subsequent differential gene expression analysis was performed to identify potential druggable targets. RESULTS: Differences in H3K27ac marks in non-CAGAs LUAD were found and confirmed by analyzing RNA-seq data, in which mastermind-like transcriptional coactivator 2 (MAML2) was suppressed. The down-regulated genes whose expression was correlated to MAML2 expression were associated with patient prognosis. WGS analysis revealed somatic mutations associated with the H3K27ac marks in the MAML2 region and high levels of DNA methylation in MAML2 were observed in tumor samples. The second-level cluster analysis enabled patient stratification and subsequent analyses identified potential therapeutic target genes and treatment options. CONCLUSIONS: We overcome the persistent challenges of identifying alterations or driver mutations in coding regions related to tumorigenesis through a novel approach combining multi-omics data with clinical information to reveal the molecular mechanisms underlying non-CAGAs LUAD, stratify patients to improve patient prognosis, and identify potential therapeutic targets. This approach may be applicable to studies of other cancers with unmet needs.


Subject(s)
Adenocarcinoma of Lung , DNA Methylation , Gene Expression Regulation, Neoplastic , Lung Neoplasms , Humans , Adenocarcinoma of Lung/genetics , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/mortality , Adenocarcinoma of Lung/drug therapy , Lung Neoplasms/genetics , Lung Neoplasms/pathology , Lung Neoplasms/drug therapy , Lung Neoplasms/mortality , Lung Neoplasms/metabolism , Cluster Analysis , Genomics/methods , Mutation , Biomarkers, Tumor/genetics , Female , Male , Whole Genome Sequencing , Prognosis , Molecular Targeted Therapy , Gene Expression Profiling , Aged , Middle Aged , Multiomics
3.
Mol Cancer ; 23(1): 185, 2024 Sep 04.
Article in English | MEDLINE | ID: mdl-39232758

ABSTRACT

The spatial arrangement of immune cells within the tumor microenvironment (TME) and their interactions play critical roles in the initiation and development of cancer. Several advanced technologies such as imaging mass cytometry (IMC) providing the immunological landscape of the TME with single-cell resolution. In this study, we develop a new method to quantify the spatial proximity between different cell types based on single-cell spatial data. Using this method on IMC data from 416 lung adenocarcinoma patients, we show that the proximity between different cell types is more correlated with patient prognosis compared to the traditional features such immune cell density and fractions. Consistent with previous reports, our results validate that proximity of T helper (Th) and B cells to cancer cells is associated with survival benefits. More importantly, we discover that the proximity of M2 macrophages to multiple immune cells is associated with poor prognosis. When Th/B cells are stratified into M2-distal and M2-proximal, the abundance of the former but not the latter category of Th/B cells is correlated with enhanced patient survival. Additionally, the abundance of M2-distal and M2-proximal cytotoxic T cells (Tc) is respectively associated with good and poor prognosis. Our results indicate that the prognostic effect of Th, Tc, and B cells in the tumor microenvironment is modulated by the nearby M2 macrophages. The proposed new method proposed can be readily applied to all single-cell spatial data for revealing functional impact of immune cell interactions.


Subject(s)
Adenocarcinoma of Lung , Lung Neoplasms , Lymphocytes, Tumor-Infiltrating , Macrophages , Tumor Microenvironment , Humans , Prognosis , Adenocarcinoma of Lung/immunology , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/mortality , Tumor Microenvironment/immunology , Lung Neoplasms/immunology , Lung Neoplasms/pathology , Lung Neoplasms/mortality , Lymphocytes, Tumor-Infiltrating/immunology , Lymphocytes, Tumor-Infiltrating/metabolism , Lymphocytes, Tumor-Infiltrating/pathology , Macrophages/immunology , Macrophages/pathology , Macrophages/metabolism , B-Lymphocytes/immunology , B-Lymphocytes/pathology , B-Lymphocytes/metabolism , Single-Cell Analysis/methods
4.
Cancer Sci ; 115(7): 2184-2195, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38590234

ABSTRACT

Recent studies have highlighted the pivotal roles of T cell transcription factors TCF-1 and TOX in modulating the immune response in cancer, with TCF-1 maintaining CD8+ T cell stemness and TOX promoting T cell exhaustion. The prognostic significance of these factors in lung adenocarcinoma (LUAD) remains a critical area of investigation. The retrospective study included 191 patients with LUAD who underwent surgery, of whom 83% were in stages II and III. These patients were divided into exploratory (n = 135) and validation (n = 56) groups based on the time of diagnosis. Multiplex fluorescence immunohistochemistry was used to examine the infiltration levels of CD8+ T cells, TCF1+ CD8+ T cells, and TOX+ CD8+ T cells. The percentage of CD8+ T cells in tumor was markedly lower than that in stroma (p < 0.05). In tumor-draining lymph nodes (TDLNs) invaded by tumor, the proportion of stem-like TCF1+ CD8+ T cells was significantly decreased (p < 0.01). Importantly, higher infiltration levels of CD8+ T cells and TCF1+ CD8+ T cells were associated with improved disease-free survival (DFS) (p = 0.009 and p = 0.006, respectively) and overall survival (OS) (p = 0.018 and p = 0.010, respectively). This study underscores the potential of TCF1+ CD8+ T cells as prognostic biomarkers in LUAD, providing insights into the tumor immune microenvironment and guiding future therapeutic strategies.


Subject(s)
Adenocarcinoma of Lung , CD8-Positive T-Lymphocytes , Hepatocyte Nuclear Factor 1-alpha , Lung Neoplasms , Lymphocytes, Tumor-Infiltrating , Humans , CD8-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/metabolism , Adenocarcinoma of Lung/immunology , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/mortality , Female , Lung Neoplasms/immunology , Lung Neoplasms/pathology , Lung Neoplasms/mortality , Prognosis , Male , Middle Aged , Hepatocyte Nuclear Factor 1-alpha/metabolism , Hepatocyte Nuclear Factor 1-alpha/genetics , Aged , Lymphocytes, Tumor-Infiltrating/immunology , Lymphocytes, Tumor-Infiltrating/metabolism , Retrospective Studies , Tumor Microenvironment/immunology , Disease-Free Survival , High Mobility Group Proteins/metabolism , Trans-Activators
5.
Mol Genet Genomics ; 299(1): 70, 2024 Jul 17.
Article in English | MEDLINE | ID: mdl-39017768

ABSTRACT

Lung adenocarcinoma (LUAD) is the leading cause of cancer-related death worldwide. Cancer-associated fibroblasts (CAFs) are a special type of fibroblasts, which play an important role in the development and immune escape of tumors. Weighted gene co-expression network analysis (WGCNA) was used to construct the co-expression module. In combination with univariate Cox regression and analysis of least absolute shrinkage operator (LASSO), characteristics associated with CAFs were developed for a prognostic model. The migration and proliferation of lung cancer cells were evaluated in vitro. Finally, the expression levels of proteins were analyzed by Western blot. LASSO Cox regression algorithm was then performed to select hub genes. Finally, a total of 2 Genes (COL5A2, COL6A2) were obtained. We then divided LUAD patients into high- and low-risk groups based on CAFs risk scores. Survival analysis, CAFs score correlation analysis and tumor mutation load analysis showed that COL5A2 and COL6A2 were high-risk genes for LUAD. Human Protein Atlas (HPA), western blot and PCR results showed that COL5A2 and COL6A2 were up-regulated in LUAD tissues. When COL5A2 and COL6A2 were knocked down, the proliferation, invasion and migration of lung cancer cells were significantly decreased. Finally, COL5A2 can affect LUAD progression through the Wnt/ß-Catenin and TGF-ß signaling pathways. Our CAFs risk score model offers a new approach for predicting the prognosis of LUAD patients. Furthermore, the identification of high-risk genes COL5A2 and COL6A2 and drug sensitivity analysis can provide valuable candidate clues for clinical treatment of LUAD.


Subject(s)
Adenocarcinoma of Lung , Cancer-Associated Fibroblasts , Lung Neoplasms , Humans , Adenocarcinoma of Lung/genetics , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/mortality , Lung Neoplasms/genetics , Lung Neoplasms/pathology , Lung Neoplasms/mortality , Cancer-Associated Fibroblasts/metabolism , Cancer-Associated Fibroblasts/pathology , Prognosis , Gene Expression Regulation, Neoplastic , Immunotherapy/methods , Cell Proliferation/genetics , Biomarkers, Tumor/genetics , Collagen Type V/genetics , Cell Movement/genetics , Cell Line, Tumor , Male , Female , Survival Analysis
6.
Mod Pathol ; 37(7): 100520, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38777035

ABSTRACT

The new grading system for lung adenocarcinoma proposed by the International Association for the Study of Lung Cancer (IASLC) defines prognostic subgroups on the basis of histologic patterns observed on surgical specimens. This study sought to provide novel insights into the IASLC grading system, with particular focus on recurrence-specific survival (RSS) and lung cancer-specific survival among patients with stage I adenocarcinoma. Under the IASLC grading system, tumors were classified as grade 1 (lepidic predominant with <20% high-grade patterns [micropapillary, solid, and complex glandular]), grade 2 (acinar or papillary predominant with <20% high-grade patterns), or grade 3 (≥20% high-grade patterns). Kaplan-Meier survival estimates, pathologic features, and genomic profiles were investigated for patients whose disease was reclassified into a higher grade under the IASLC grading system on the basis of the hypothesis that they would strongly resemble patients with predominant high-grade tumors. Overall, 423 (29%) of 1443 patients with grade 1 or 2 tumors classified based on the predominant pattern-based grading system had their tumors upgraded to grade 3 based on the IASLC grading system. The RSS curves for patients with upgraded tumors were significantly different from those for patients with grade 1 or 2 tumors (log-rank P < .001) but not from those for patients with predominant high-grade patterns (P = .3). Patients with upgraded tumors had a similar incidence of visceral pleural invasion and spread of tumor through air spaces as patients with predominant high-grade patterns. In multivariable models, the IASLC grading system remained significantly associated with RSS and lung cancer-specific survival after adjustment for aggressive pathologic features such as visceral pleural invasion and spread of tumor through air spaces. The IASLC grading system outperforms the predominant pattern-based grading system and appropriately reclassifies tumors into higher grades with worse prognosis, even after other pathologic features of aggressiveness are considered.


Subject(s)
Adenocarcinoma of Lung , Lung Neoplasms , Neoplasm Grading , Humans , Lung Neoplasms/pathology , Lung Neoplasms/classification , Lung Neoplasms/mortality , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/mortality , Adenocarcinoma of Lung/classification , Male , Female , Aged , Middle Aged , Prognosis
7.
Histopathology ; 85(1): 51-61, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38485464

ABSTRACT

AIMS: Tumour grading is an essential part of the pathologic assessment that promotes patient management. The International Association for the Study of Lung Cancer (IASLC) proposed a grading system for non-mucinous lung adenocarcinoma in 2020. We aimed to validate the prognostic impact of this novel grading system on overall survival (OS) and recurrence-free survival (RFS) based on literature data. METHODS AND RESULTS: The review protocol was registered in PROSPERO (CRD42023396059). We aimed to identify randomized or non-randomized controlled trials published after 2020 comparing different IASLC grade categories in Medline, Embase, and CENTRAL. Hazard ratios (HRs) with 95% confidence intervals (CIs) of OS and RFS were pooled and the Quality In Prognosis Studies (QUIPS) tool was used to assess the risk of bias in the included studies. Ten articles were eligible for this review. Regarding OS estimates, grade 1 lung adenocarcinomas were better than grade 3 both in univariate and multivariate analyses (HROSuni = 0.19, 95% CI: 0.05-0.66, p = 0.009; HROSmulti = 0.21, 95% CI: 0.12-0.38, p < 0.001). Regarding RFS estimates, grade 3 adenocarcinomas had a worse prognosis than grade 1 in multivariate analysis (HRRFSmulti: 0.22, 95% CI: 0.14-0.35, p < 0.001). CONCLUSION: The literature data and the result of our meta-analysis demonstrate the prognostic relevance of the IASLC grading system. This supports the inclusion of this prognostic parameter in daily routine worldwide.


Subject(s)
Adenocarcinoma of Lung , Lung Neoplasms , Neoplasm Grading , Humans , Lung Neoplasms/pathology , Lung Neoplasms/mortality , Lung Neoplasms/diagnosis , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/mortality , Adenocarcinoma of Lung/diagnosis , Prognosis , Neoplasm Grading/methods
8.
Oncology ; 102(8): 710-719, 2024.
Article in English | MEDLINE | ID: mdl-38232717

ABSTRACT

PURPOSE: We aimed to elucidate the functions and clinical relevance of sodium-glucose cotransporter 2 (SGLT2) in resected lung adenocarcinoma. METHODS: The protein expression of SGLT2 in tumor samples from 199 patients with lung adenocarcinoma was analyzed by immunohistochemistry, and the protein expression, clinical variables, and survival outcomes were compared. RESULTS: The median SGLT2 expression was significantly higher in advanced-stage and more aggressive adenocarcinomas. Age ≥70 (p < 0.01), BI ≥600 (p < 0.01), PRDX4 <25 (p < 0.01), and SGLT2 ≥12% (p = 0.03) were significant factors for RFS in multivariate analysis. Significant differences were observed in the RFS rates of the groups divided using the cutoff value of SGLT2 ≥12% (5-year RFS: 72.6% vs. 90%) (p < 0.01). CONCLUSION: The expression of SGLT2 was more frequently detected in advanced-stage and more aggressive adenocarcinomas with aggressive biological behavior than in their counterparts. The survival analysis revealed that the strong expression of SGLT2 was associated with poorer RFS. The SGLT2 expression predicts postoperative recurrence in lung adenocarcinoma patients.


Subject(s)
Adenocarcinoma of Lung , Lung Neoplasms , Sodium-Glucose Transporter 2 , Humans , Male , Female , Aged , Middle Aged , Lung Neoplasms/pathology , Lung Neoplasms/metabolism , Lung Neoplasms/surgery , Lung Neoplasms/mortality , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/metabolism , Adenocarcinoma of Lung/mortality , Adenocarcinoma of Lung/surgery , Sodium-Glucose Transporter 2/metabolism , Aged, 80 and over , Adenocarcinoma/metabolism , Adenocarcinoma/pathology , Adenocarcinoma/mortality , Adenocarcinoma/surgery , Biomarkers, Tumor/metabolism , Adult , Prognosis , Immunohistochemistry , Neoplasm Staging , Neoplasm Recurrence, Local/metabolism , Neoplasm Recurrence, Local/pathology , Clinical Relevance
9.
BMC Cancer ; 24(1): 925, 2024 Jul 31.
Article in English | MEDLINE | ID: mdl-39085796

ABSTRACT

BACKGROUND: Lung adenocarcinoma is a high-mortality rate cancer. Within this category, Lung mucinous adenocarcinoma (LMAC) is a rare and distinct subtype of lung adenocarcinoma necessitating further investigation. The study was launched to compare the difference of survival features between LMAC and lung non-mucinous adenocarcinoma (LNMAC) and to investigate the significance and demand for developing a new staging system tailored to LMAC. METHODS: This retrospective study assessed the suitableness of the current staging system for LMAC. It compared the overall survival (OS) between LMAC and LNMAC from 2004 to 2020 (LNMAC: 160,387; LMAC: 6,341) and instituted a novel classification framework for LMAC based on US population. Verification group consisting of patients from two Chinese medical centers from 2010 to 2018 (n = 392) was set to ascertain the applicability of this novel system. The primary endpoint was OS. To minimize the bias, propensity score match (PSM) was employed. Survival analysis and Log-rank test were executed to explore the survival features of LMAC. RESULTS: The results indicated that the existed staging system was not suitable for LMAC. Patients diagnosed with LMAC exhibited a superior OS compared to those with LNMAC in stage IA2 (P < 0.0001), IA3 (P < 0.0001), IB (P = 0.0062), IIA (P = 0.0090), IIB (P = 0.0005). In contrast, a worse OS in stage IVA (P = 0.0103) was found in LMAC patients. The novel classification system proposed for LMAC proved to be highly applicable and demonstrated substantial efficacy, as confirmed by the verification group. CONCLUSION: The newly established classification system was more effective for LMAC, but it necessitates large-scale verification to confirm its applicability and reliability.


Subject(s)
Adenocarcinoma of Lung , Adenocarcinoma, Mucinous , Lung Neoplasms , Neoplasm Staging , Humans , Neoplasm Staging/methods , Male , Female , Retrospective Studies , Adenocarcinoma, Mucinous/pathology , Adenocarcinoma, Mucinous/mortality , Middle Aged , Lung Neoplasms/pathology , Lung Neoplasms/mortality , Aged , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/mortality , Adult , Prognosis , Survival Analysis
10.
BMC Cancer ; 24(1): 1138, 2024 Sep 12.
Article in English | MEDLINE | ID: mdl-39267056

ABSTRACT

PURPOSE: Lung adenocarcinoma (LUAD) significantly contributes to cancer-related mortality worldwide. The heterogeneity of the tumor immune microenvironment in LUAD results in varied prognoses and responses to immunotherapy among patients. Consequently, a clinical stratification algorithm is necessary and inevitable to effectively differentiate molecular features and tumor microenvironments, facilitating personalized treatment approaches. METHODS: We constructed a comprehensive single-cell transcriptional atlas using single-cell RNA sequencing data to reveal the cellular diversity of malignant epithelial cells of LUAD and identified a novel signature through a computational framework coupled with 10 machine learning algorithms. Our study further investigates the immunological characteristics and therapeutic responses associated with this prognostic signature and validates the predictive efficacy of the model across multiple independent cohorts. RESULTS: We developed a six-gene prognostic model (MYO1E, FEN1, NMI, ZNF506, ALDOA, and MLLT6) using the TCGA-LUAD dataset, categorizing patients into high- and low-risk groups. This model demonstrates robust performance in predicting survival across various LUAD cohorts. We observed distinct molecular patterns and biological processes in different risk groups. Additionally, analysis of two immunotherapy cohorts (N = 317) showed that patients with a high-risk signature responded more favorably to immunotherapy compared to those in the low-risk group. Experimental validation further confirmed that MYO1E enhances the proliferation and migration of LUAD cells. CONCLUSION: We have identified malignant cell-associated ligand-receptor subtypes in LUAD cells and developed a robust prognostic signature by thoroughly analyzing genomic, transcriptomic, and immunologic data. This study presents a novel method to assess the prognosis of patients with LUAD and provides insights into developing more effective immunotherapies.


Subject(s)
Adenocarcinoma of Lung , Lung Neoplasms , Tumor Microenvironment , Humans , Adenocarcinoma of Lung/genetics , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/mortality , Adenocarcinoma of Lung/immunology , Lung Neoplasms/genetics , Lung Neoplasms/pathology , Lung Neoplasms/mortality , Prognosis , Tumor Microenvironment/genetics , Tumor Microenvironment/immunology , Biomarkers, Tumor/genetics , Immunotherapy , Gene Expression Regulation, Neoplastic , Gene Expression Profiling , Female , Single-Cell Analysis/methods , Male , Transcriptome , Machine Learning , Multiomics
11.
BMC Cancer ; 24(1): 948, 2024 Aug 02.
Article in English | MEDLINE | ID: mdl-39095810

ABSTRACT

BACKGROUND: Hepatoid adenocarcinoma of the lung (HAL) is a distinctly uncommon subtype of lung adenocarcinoma (LAC), characterized by hepatoid features and an alarmingly low 5-year survival rate of approximately 8%. The scarcity of information on this condition has contributed to the absence of standardized treatment protocols, and the molecular underpinnings of its pathogenesis remain largely unexplored. To bridge these gaps, this study compiled data from 191 primary HAL patients to delineate treatment patterns, prognostic factors, and potential pathogenic mechanisms. METHODS: This study was divided into two cohorts: cohort 1, comprising 110 patients extracted from the Surveillance, Epidemiology, and End Results (SEER) database, and cohort 2, consisting of 70 patients identified through a comprehensive literature review via the PubMed, Web of Science, and Scopus databases, in addition to 11 patients from Tongji Hospital. The Cox proportional hazards regression model was employed to identify independent prognostic factors. Kaplan-Meier survival curves were generated to assess the impact of treatment modalities centered around surgery and chemotherapy. Moreover, this study evaluated the efficacy of first-line treatment regimens and conducted Gene Ontology function and Kyoto Encyclopedia of Genes and Genomes pathway enrichment analyses on identified mutated genes. RESULTS: The demographic and clinical profile of HAL patients typically comprises older individuals who are smokers, with a predisposition for diagnosis at advanced disease stages, culminating in a high mortality rate. Key prognostic indicators identified included disease stage, chemotherapy and surgical interventions. The study suggests a treatment strategy that advocates chemotherapy for patients with stage IV HAL and surgery for those with non-stage IV disease. The combination of paclitaxel and platinum-based chemotherapy emerged as an efficacious first-line treatment, with the integration of immunotherapy and targeted therapies showing potential benefits. Genetic analysis underscored similarities between HAL and LAC, particularly highlighting aberrant kinase activity (serine, threonine, and tyrosine) and the activation of PI3K-Akt and MAPK signaling pathways as contributing factors to HAL pathogenesis. CONCLUSION: Despite its relatively rare occurrence, this study underscores the significance of treatment strategies and concludes probable prognostic factors. Due to limited reports, a deeper understanding of the molecular mechanisms driving tumorigenesis and progression in HAL is needed.


Subject(s)
Adenocarcinoma of Lung , Lung Neoplasms , Humans , Male , Female , Adenocarcinoma of Lung/therapy , Adenocarcinoma of Lung/genetics , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/mortality , Middle Aged , Lung Neoplasms/genetics , Lung Neoplasms/therapy , Lung Neoplasms/pathology , Lung Neoplasms/mortality , Lung Neoplasms/drug therapy , Aged , Prognosis , SEER Program , Adult , Kaplan-Meier Estimate , Survival Rate
12.
BMC Cancer ; 24(1): 835, 2024 Jul 12.
Article in English | MEDLINE | ID: mdl-38997622

ABSTRACT

PURPOSE: Extracellular heat shock protein 90 AA1(eHSP90α) is intricately linked to tumor progression and prognosis. This study aimed to investigate the difference in the value of eHSP90α in post-treatment response assessment and prognosis prediction between exon 19 deletion(19DEL) and exon 21 Leu858Arg(L858R) mutation types in lung adenocarcinoma(LUAD). METHODS: We analyzed the relationship between the expression of eHSP90α and clinicopathological features in 89 patients with L858R mutation and 196 patients with 19DEL mutation in LUAD. The Kaplan-Meier survival curve was used to determine their respective cut-off values and analyze the relationship between eHSP90α expression and the survival time of the two mutation types. The area under the curve (AUC) was used to evaluate the diagnostic performance of biomarkers. Then, the prognostic model was developed using the univariate-Cox multivariate-Cox and LASSO-multivariate logistic methods. RESULTS: In LUAD patients, eHSP90α was positively correlated with carcinoembryonic antigen(CEA), carbohydrate antigen 125(CA125), and carbohydrate antigen 153(CA153). The truncated values of eHSP90α in L858R and 19DEL patients were 44.5 ng/mL and 40.8 ng/mL, respectively. Among L858R patients, eHSP90α had the best diagnostic performance (AUC = 0.765), and higher eHSP90α and T helper cells(Th cells) expression were significantly related to shorter overall survival(OS) and worse treatment response. Also, high eHSP90a expression and short progression-free survival(PFS) were significantly correlated. Among 19DEL patients, CEA had the best diagnostic efficacy (AUC = 0.734), and CEA and Th cells were independent prognostic factors that predicted shorter OS. Furthermore, high CA125 was significantly associated with short PFS and poor curative effect. CONCLUSIONS: eHSP90α has a better prognostic value in LUAD L858R patients than 19DEL, which provides a new idea for clinical diagnosis and treatment.


Subject(s)
Adenocarcinoma of Lung , Biomarkers, Tumor , ErbB Receptors , Exons , HSP90 Heat-Shock Proteins , Lung Neoplasms , Mutation , Humans , HSP90 Heat-Shock Proteins/genetics , Female , Adenocarcinoma of Lung/genetics , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/mortality , Male , Lung Neoplasms/genetics , Lung Neoplasms/mortality , Lung Neoplasms/pathology , Middle Aged , Prognosis , ErbB Receptors/genetics , Exons/genetics , Aged , Biomarkers, Tumor/genetics , Sequence Deletion , Adult
13.
Stat Med ; 43(21): 4013-4026, 2024 Sep 20.
Article in English | MEDLINE | ID: mdl-38963094

ABSTRACT

In addition to considering the main effects, understanding gene-environment (G × E) interactions is imperative for determining the etiology of diseases and the factors that affect their prognosis. In the existing statistical framework for censored survival outcomes, there are several challenges in detecting G × E interactions, such as handling high-dimensional omics data, diverse environmental factors, and algorithmic complications in survival analysis. The effect heredity principle has widely been used in studies involving interaction identification because it incorporates the dependence of the main and interaction effects. However, Bayesian survival models that incorporate the assumption of this principle have not been developed. Therefore, we propose Bayesian heredity-constrained accelerated failure time (BHAFT) models for identifying main and interaction (M-I) effects with novel spike-and-slab or regularized horseshoe priors to incorporate the assumption of effect heredity principle. The R package rstan was used to fit the proposed models. Extensive simulations demonstrated that BHAFT models had outperformed other existing models in terms of signal identification, coefficient estimation, and prognosis prediction. Biologically plausible G × E interactions associated with the prognosis of lung adenocarcinoma were identified using our proposed model. Notably, BHAFT models incorporating the effect heredity principle could identify both main and interaction effects, which are highly useful in exploring G × E interactions in high-dimensional survival analysis. The code and data used in our paper are available at https://github.com/SunNa-bayesian/BHAFT.


Subject(s)
Bayes Theorem , Computer Simulation , Gene-Environment Interaction , Lung Neoplasms , Humans , Survival Analysis , Lung Neoplasms/genetics , Lung Neoplasms/mortality , Models, Statistical , Prognosis , Adenocarcinoma of Lung/genetics , Adenocarcinoma of Lung/mortality , Algorithms
14.
Jpn J Clin Oncol ; 54(7): 813-821, 2024 Jul 07.
Article in English | MEDLINE | ID: mdl-38677985

ABSTRACT

BACKGROUND: Although prognosis and treatments differ between small-cell- and nonsmall-cell carcinoma, comparisons of the histological types of NSCLC are uncommon. Thus, we investigated the oncological factors associated with the prognosis of early-stage adenocarcinoma and squamous cell carcinoma. METHODS: We retrospectively compared the clinicopathological backgrounds and postoperative outcomes of patients diagnosed with pathological stage I-IIA adenocarcinoma and squamous cell carcinoma primary lung cancer completely resected at our department from January 2007 to December 2017. Multivariable Cox regression analysis for overall survival and recurrence-free survival was performed. RESULTS: The median follow-up duration was 55.2 months. The cohort consisted of 532 adenocarcinoma and 96 squamous cell carcinoma patients. A significant difference in survival was observed between the two groups, with a 5-year overall survival rate of 90% (95% confidence interval 86-92%) for adenocarcinoma and 77% (95% CI 66-85%) for squamous cell carcinoma (P < 0.01) patients. Squamous cell carcinoma patients had worse outcomes compared to adenocarcinoma patients in stage IA disease, but there were no significant differences between the two groups in stage IB or IIA disease. In multivariate analysis, invasion diameter was associated with overall survival in adenocarcinoma (hazard ratio 1.76, 95% confidence interval 1.36-2.28), but there was no such association in squamous cell carcinoma (hazard ratio 0.73, 95% confidence interval 0.45-1.14). CONCLUSIONS: The importance of tumor invasion diameter in postoperative outcomes was different between adenocarcinoma and squamous cell carcinoma. Thus, it is important to consider that nonsmall-cell carcinoma may have different prognoses depending on the histological type, even for the same stage.


Subject(s)
Adenocarcinoma of Lung , Carcinoma, Squamous Cell , Lung Neoplasms , Neoplasm Staging , Humans , Male , Female , Lung Neoplasms/surgery , Lung Neoplasms/pathology , Lung Neoplasms/mortality , Retrospective Studies , Aged , Middle Aged , Carcinoma, Squamous Cell/surgery , Carcinoma, Squamous Cell/pathology , Carcinoma, Squamous Cell/mortality , Prognosis , Adenocarcinoma of Lung/surgery , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/mortality , Adult , Survival Rate , Aged, 80 and over
15.
World J Surg Oncol ; 22(1): 235, 2024 Sep 05.
Article in English | MEDLINE | ID: mdl-39232762

ABSTRACT

BACKGROUND: Micropapillary (MPP) adenocarcinoma is considered one of the most aggressive pathological types of lung adenocarcinoma (LADC). This retrospective study aimed to evaluate the prognostic significance and benefit of postoperative adjuvant therapy (PAT) in stage IA LADC patients with different proportions of MPP components. MATERIALS AND METHODS: We retrospectively examined clinical stage IA LADC patients who underwent surgical resection between August 2012 and December 2019. In terms of the proportion of MPP components (TPM), the tumors were reclassified into three categories: MPP patterns absent (TPMN); low proportions of MPP components (TPML); and high proportions of MPP components (TPMH). The dates of recurrence and metastasis were identified based on physical examinations and were confirmed by histopathological examination. RESULTS: Overall, 505 (TPMN, n = 375; TPML, n = 92; TPMH, n = 38) patients harboring EGFR mutations were enrolled in the study. Male sex (P = 0.044), high pathological stage (P < 0.001), and MPP pathological subtype (P < 0.001) were more frequent in the TPM-positive (TPMP) group than in the TPM-negative (TPMN) group. Five-year disease-free survival (DFS) rates were significantly lower in the TPMP group than in the TPMN group (84.5% vs. 93.4%, P = 0.006). In addition, patients with high proportions (greater than 10%) of MPP components had worse overall survival (OS) (91.0% vs. 98.9%, P = 0.025) than those with low proportions (5%≤ TPM ≤ 10%). However, postoperative EGFR tyrosine kinase inhibitors (TKIs) or adjuvant chemotherapy (ACT) cannot improve DFS and OS between EGFR-mutated patients with different proportions of MPP components. CONCLUSION: MPP was related to earlier recurrence and shortened survival time, even in stage IA. Further research needs a larger sample size to clarify that EGFR-mutated stage IA patients with MPP components obtain survival benefits from adjuvant therapy.


Subject(s)
Adenocarcinoma of Lung , ErbB Receptors , Lung Neoplasms , Mutation , Neoplasm Staging , Humans , Male , Female , Lung Neoplasms/pathology , Lung Neoplasms/genetics , Lung Neoplasms/drug therapy , Lung Neoplasms/surgery , Lung Neoplasms/mortality , Retrospective Studies , ErbB Receptors/genetics , ErbB Receptors/antagonists & inhibitors , Middle Aged , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/genetics , Adenocarcinoma of Lung/surgery , Adenocarcinoma of Lung/drug therapy , Adenocarcinoma of Lung/mortality , Prognosis , Aged , Survival Rate , Follow-Up Studies , Chemotherapy, Adjuvant/methods , Neoplasm Recurrence, Local/pathology , Neoplasm Recurrence, Local/genetics , Pneumonectomy , Adult
16.
Proc Natl Acad Sci U S A ; 118(3)2021 01 19.
Article in English | MEDLINE | ID: mdl-33408251

ABSTRACT

Cisplatin is a mainstay of systemic therapy for a variety of cancers, such as lung cancer, head and neck cancer, and ovarian cancer. However, resistance to cisplatin represents one of the most significant barriers for patient outcome improvement. Actin-like 6A (ACTL6A) is a component of several chromatin remodeling complexes, including SWI/SNF, NuA4/TIP60 histone acetylase, and INO80. Amplification of ACTL6A gene is often seen in lung squamous cell carcinoma, ovarian cancer, and esophageal cancer, but its significance remains to be fully determined. Here we identify ACTL6A overexpression as a novel cause for platinum resistance. High levels of ACTL6A are associated with chemoresistance in several types of human cancer. We show that overexpression of ACTL6A leads to increased repair of cisplatin-DNA adducts and resistance to cisplatin treatment. In contrast, depletion of ACTL6A inhibits the repair of cisplatin-induced DNA lesions, and increases cisplatin sensitivity in cisplatin-resistant ovarian cancer cells. The regulation of repair by ACTL6A is mediated through the SWI/SNF chromatin remodeling complex. Treatment with a histone deacetylase inhibitor can reverse the effect of ACTL6A overexpression on the repair of cisplatin-induced DNA damage and render cancer cells more sensitive to cisplatin treatment in a xenograft mouse model. Taken together, our study uncovers a novel role for ACTL6A in platinum resistance, and provides evidence supporting the feasibility of using HDAC inhibitors for platinum resistant tumors.


Subject(s)
Actins/genetics , Adenocarcinoma of Lung/genetics , Carcinoma, Squamous Cell/genetics , Chromosomal Proteins, Non-Histone/genetics , DNA Repair/drug effects , DNA-Binding Proteins/genetics , Drug Resistance, Neoplasm/genetics , Lung Neoplasms/genetics , Ovarian Neoplasms/genetics , ATPases Associated with Diverse Cellular Activities/genetics , ATPases Associated with Diverse Cellular Activities/metabolism , Actins/metabolism , Adenocarcinoma of Lung/drug therapy , Adenocarcinoma of Lung/metabolism , Adenocarcinoma of Lung/mortality , Animals , Antineoplastic Agents/therapeutic use , Carcinoma, Squamous Cell/drug therapy , Carcinoma, Squamous Cell/metabolism , Carcinoma, Squamous Cell/mortality , Chromatin/chemistry , Chromatin/drug effects , Chromatin/metabolism , Chromosomal Proteins, Non-Histone/metabolism , Cisplatin/therapeutic use , DNA Adducts , DNA Damage , DNA, Neoplasm/genetics , DNA, Neoplasm/metabolism , DNA-Binding Proteins/metabolism , Drug Resistance, Neoplasm/drug effects , Female , Gene Expression Regulation, Neoplastic , Histone Deacetylase Inhibitors/therapeutic use , Humans , Lung Neoplasms/drug therapy , Lung Neoplasms/metabolism , Lung Neoplasms/mortality , Lysine Acetyltransferase 5/genetics , Lysine Acetyltransferase 5/metabolism , Mice , Ovarian Neoplasms/drug therapy , Ovarian Neoplasms/metabolism , Ovarian Neoplasms/mortality , Panobinostat/therapeutic use , Survival Analysis , Transcription Factors/genetics , Transcription Factors/metabolism , Xenograft Model Antitumor Assays
17.
BMC Surg ; 24(1): 140, 2024 May 08.
Article in English | MEDLINE | ID: mdl-38720305

ABSTRACT

BACKGROUND: We investigated the real-world efficacy of adjuvant therapy for stage I lung adenocarcinoma patients with pathological high-risk factors. METHODS: Study participants were enrolled from November 1, 2016 and December 31, 2020. Clinical bias was balanced by propensity score matching. Disease-free survival (DFS) outcomes were compared by Kaplan-Meier analysis. The Cox proportional hazards regression was used to identify survival-associated factors. p ≤ 0.05 was the threshold for statistical significance. RESULTS: A total of 454 patients, among whom 134 (29.5%) underwent adjuvant therapy, were enrolled in this study. One hundred and eighteen of the patients who underwent adjuvant therapy were well matched with non-treatment patients. Prognostic outcomes of the treatment group were significantly better than those of the non-treatment group, as revealed by Kaplan-Meier analysis after PSM. Differences in prevention of recurrence or metastasis between the targeted therapy and chemotherapy groups were insignificant. Adjuvant therapy was found to be positive prognostic factors, tumor size and solid growth patterns were negative. CONCLUSIONS: Adjuvant therapy significantly improved the DFS for stage I lung adenocarcinoma patients with high-risk factors. Larger prospective clinical trials should be performed to verify our findings.


Subject(s)
Adenocarcinoma of Lung , Lung Neoplasms , Neoplasm Staging , Propensity Score , Humans , Female , Male , Lung Neoplasms/pathology , Lung Neoplasms/surgery , Lung Neoplasms/therapy , Lung Neoplasms/mortality , Middle Aged , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/surgery , Adenocarcinoma of Lung/therapy , Adenocarcinoma of Lung/mortality , Chemotherapy, Adjuvant , Risk Factors , Aged , Retrospective Studies , Treatment Outcome , Pneumonectomy/methods , Disease-Free Survival , Prognosis , Kaplan-Meier Estimate
18.
Int J Mol Sci ; 25(13)2024 Jun 25.
Article in English | MEDLINE | ID: mdl-39000058

ABSTRACT

Despite the widespread application of next-generation sequencing (NGS) in advanced lung adenocarcinoma, its impact on survival and the optimal timing for the examination remain uncertain. This cohort study included advanced lung adenocarcinoma patients who underwent NGS testing. We categorized patients into four groups: Group 1: treatment-naïve, upfront NGS; Group 2: Treatment-naïve, exclusionary EGFR/ALK/ROS1; Group 3: post-treatment, no known EGFR/ALK/ROS1; Group 4: known driver mutation and post-TKI treatment. A total of 424 patients were included. There were 128, 126, 90, and 80 patients in Groups 1, 2, 3, and 4, respectively. In Groups 1, 2, 3, and 4, targetable mutations were identified in 76.6%, 49.2%, 41.1%, and 33.3% of the patients, respectively (p < 0.001). Mutation-targeted treatments were applied in 68.0%, 15.1%, 27.8%, and 22.5% of the patients, respectively (p < 0.001). In the overall population, patients receiving mutation-targeted treatments exhibited significantly longer overall survival (OS) (aHR 0.54 [95% CI 0.37-0.79], p = 0.001). The most profound benefit was seen in the Group 1 patients (not reached vs. 40.4 months, p = 0.028). The median OS of patients with mutation-targeted treatments was also significantly longer among Group 2 patients. The median post-NGS survival of patients receiving mutation-targeted treatments was numerically longer in Group 3 and Group 4 patients. In conclusion, mutation-targeted therapy is associated with a favorable outcome. However, the opportunities of NGS-directed treatment and the survival benefits of mutation-targeted treatment were various among different populations.


Subject(s)
Adenocarcinoma of Lung , High-Throughput Nucleotide Sequencing , Lung Neoplasms , Mutation , Humans , Male , High-Throughput Nucleotide Sequencing/methods , Female , Adenocarcinoma of Lung/genetics , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/mortality , Middle Aged , Aged , Lung Neoplasms/genetics , Lung Neoplasms/mortality , Lung Neoplasms/pathology , Lung Neoplasms/drug therapy , Adult , Aged, 80 and over
19.
Medicina (Kaunas) ; 60(6)2024 May 26.
Article in English | MEDLINE | ID: mdl-38929487

ABSTRACT

Background and Objectives: Lung adenocarcinoma is a leading cause of cancer-related mortality despite recent therapeutic advances. Cancer stem cells have gained increasing attention due to their ability to induce cancer cell proliferation through self-renewal and differentiation into multiple cell lineages. OCT4 and LIN28 (and their homologs A and B) have been identified as key regulators of pluripotency in mammalian embryonic (ES) and induced stem (IS) cells, and they are the crucial regulators of cancer progression. However, their exact role in lung adenocarcinoma has not yet been clarified. Materials and Methods: The aim of this study was to explore the role of the pluripotency factors OCT4 and LIN28 in a cohort of surgically resected human lung adenocarcinomas to reveal possible biomarkers for lung adenocarcinoma prognosis and potential therapeutic targets. The expressions of OCT4, LIN28A and LIN28B were analyzed in formalin-fixed, paraffin-embedded tissue samples from 96 patients with lung adenocarcinoma by immunohistochemistry. The results were analyzed with clinicopathologic parameters and were related to the prognosis of patients. Results: Higher OCT4 expression was related to an improved 5-year overall survival (OS) rate (p < 0.001). Nuclear LIN28B expression was lower in stage I and II tumors (p < 0.05) compared to advanced stage tumors. LIN28B cytoplasmic expression was associated with 5-year OS rates not only in univariate (p < 0.005), but also in multivariate analysis (where age, gender, histopathological subtype and stage were used as cofactors, p < 0.01 HR = 2.592). Patients with lower LIN28B expression showed improved 5-year OS rates compared to patients with increased LIN28B expression. Conclusions: Our findings indicate that OCT4 and LIN28B are implicated in lung adenocarcinoma progression and prognosis outcome; thus, they serve as promising prognostic biomarkers and putative therapeutic targets in lung adenocarcinomas.


Subject(s)
Adenocarcinoma of Lung , Lung Neoplasms , Octamer Transcription Factor-3 , RNA-Binding Proteins , Humans , Octamer Transcription Factor-3/analysis , Octamer Transcription Factor-3/metabolism , Male , Female , RNA-Binding Proteins/analysis , Middle Aged , Lung Neoplasms/mortality , Lung Neoplasms/pathology , Adenocarcinoma of Lung/pathology , Adenocarcinoma of Lung/mortality , Aged , Adenocarcinoma/mortality , Adenocarcinoma/pathology , Adenocarcinoma/metabolism , Prognosis , Biomarkers, Tumor/analysis , Adult , Survival Analysis , Immunohistochemistry , Aged, 80 and over
20.
Brief Bioinform ; 22(6)2021 11 05.
Article in English | MEDLINE | ID: mdl-33971670

ABSTRACT

Gene-expression profiling can be used to classify human tumors into molecular subtypes or risk groups, representing potential future clinical tools for treatment prediction and prognostication. However, it is less well-known how prognostic gene signatures derived in one malignancy perform in a pan-cancer context. In this study, a gene-rule-based single sample predictor (SSP) called classifier for lung adenocarcinoma molecular subtypes (CLAMS) associated with proliferation was tested in almost 15 000 samples from 32 cancer types to classify samples into better or worse prognosis. Of the 14 malignancies that presented both CLAMS classes in sufficient numbers, survival outcomes were significantly different for breast, brain, kidney and liver cancer. Patients with samples classified as better prognosis by CLAMS were generally of lower tumor grade and disease stage, and had improved prognosis according to other type-specific classifications (e.g. PAM50 for breast cancer). In all, 99.1% of non-lung cancer cases classified as better outcome by CLAMS were comprised within the range of proliferation scores of lung adenocarcinoma cases with a predicted better prognosis by CLAMS. This finding demonstrates the potential of tuning SSPs to identify specific levels of for instance tumor proliferation or other transcriptional programs through predictor training. Together, pan-cancer studies such as this may take us one step closer to understanding how gene-expression-based SSPs act, which gene-expression programs might be important in different malignancies, and how to derive tools useful for prognostication that are efficient across organs.


Subject(s)
Adenocarcinoma of Lung/genetics , Adenocarcinoma of Lung/mortality , Biomarkers, Tumor , Computational Biology/methods , Gene Expression Regulation, Neoplastic , Adenocarcinoma of Lung/diagnosis , Adenocarcinoma of Lung/therapy , Databases, Genetic , Disease Management , Female , Gene Expression Profiling/methods , Humans , Kaplan-Meier Estimate , Male , Neoplasm Grading , Neoplasm Staging , Organ Specificity/genetics , Prognosis , Survival Analysis , Transcriptome , Treatment Outcome , Web Browser
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