Spatiotemporal transcriptional atlas of lung adenocarcinoma from adenocarcinoma in situ to invasive carcinoma [scRNA-seq]
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ABSTRACT:
ORGANISM(S): Homo sapiens
PROVIDER: GSE189357 | GEO | 2021/11/30
REPOSITORIES: GEO
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Project description:To illuminate the evolutionary trajectory of LUAD from AIS to IAC, high-throughput scRNA-seq and ST data were generated and integrated to create a large-scale, single-cell spatiotemporal atlas of LUAD. We compiled a multi-omics atlas of the early-stage LUAD invasion process that reflects the heterogeneity of cancer cells, the competitive polyclonal origin of LUAD, signalling interactions between cancer cells and the TME, and the pseudo-chronological nature of LUAD invasion. The spatial distribution characteristics of LUAD cells revealed the spatial heterogeneity of LUAD and the mechanism of spatial immune escape in LUAD, which provides strong evidence supporting clinical diagnosis and surgical intervention at the single-cell level. The seurat object of ST data are available on https://drive.google.com/drive/folders/1dkGF4kKMbHSm04DKHg6P_y_iTD1pXCH8?usp=sharing.
2021-11-30 | GSE189487 | GEO
Project description:The cell ecology and spatial niche implicated in the dynamic and sequential process of lung adenocarcinoma (LUAD) from adenocarcinoma in situ (AIS) to minimally invasive adenocarcinoma (MIA) and subsequent invasive adenocarcinoma (IAC) have not yet been elucidated. Here, we performed an integrative analysis of single-cell RNA sequencing (scRNA-seq) and spatial transcriptomics (ST) to characterize the cell atlas of the invasion trajectory of LUAD. We found that the UBE2C + cancer cell subpopulation constantly increased during the invasive process of LUAD with remarkable elevation in IAC, and its spatial distribution was in the peripheral cancer region of the IAC, representing a more malignant phenotype. Furthermore, analysis of the TME cell type subpopulation showed a constant decrease in mast cells, monocytes, and lymphatic endothelial cells, which were implicated in the whole process of invasive LUAD, accompanied by an increase in NK cells and MALT B cells from AIS to MIA and an increase in Tregs and secretory B cells from MIA to IAC. Notably, for AIS, cancer cells, NK cells, and mast cells were colocalized in the cancer region; however, for IAC, Tregs colocalized with cancer cells. Finally, communication and interaction between cancer cells and TME cell-induced constitutive activation of TGF-β signaling were involved in the invasion of IAC. Therefore, our results reveal the specific cellular information and spatial architecture of cancer cells and TME subpopulations, as well as the cellular interaction between them, which will facilitate the identification and development of precision medicine in the invasive process of LUAD from AIS to IAC.
2024-11-26 | GSE282617 | GEO
Project description:The prevalence of lung adenocarcinoma (LUAD) has increased sharply in East Asia. Early diagnosis leads to better survival rates, but this requires an improved understanding of the molecular changes during early tumorigenesis, particularly in non-smokers. We performed whole exome-sequencing and RNA-sequencing of samples from 94 East Asian patients with precancerous lesions (25 with atypical adenomatous hyperplasia [AAH]; 69 with adenocarcinoma in situ [AIS]) and 73 patients with early invasive lesions (minimally invasive adenocarcinoma [MIA]). Cellular analysis revealed that the activities of endothelial and stromal cells could be used to categorize tumors into molecular subtypes within pathology-defined types of lesions. These subtypes were linked with the advanced radiology-defined type of lesions and corresponded to immune cell infiltration throughout the early progression of LUAD. Characterization of these lesion types identified positively selected mutation patterns and suggested that angiogenesis of the late-stage AIS type potentially contributes to tissue invasion of the MIA type. Our findings offer a novel resource that may help to improve early diagnosis and patient prognosis, and also suggest possible approaches for early disease interception.
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Project description:Lung adenocarcinoma (LUAD) is the most common subtype of lung cancer and arises in the distal lung. LUAD encompasses several pathologic subtypes, including solid, lepidic, papillary, micropapillary, acinar and mixed subtypes, each with differing clinical outcomes or biological behavior. Specifically, lepidic histology is associated with improved survival relative to other LUAD histologies. Yet, the molecular and cellular underpinnings of these subtypes are largely unknown. Understanding which cell populations in the distal lung contribute to LUAD could provide insights for the marked heterogeneity in LUAD pathologic features, clinical presentation and responses to therapy.Recent studies have seen tumor-derived epithelial cells with an AT1 transcriptomic cell signature, suggesting AT1 cells may contribute to a subset of LUAD cases. We tested the ability of AT1 cells to give rise to LUAD by inducing KrasG12D, a known oncogenic driver in human LUAD. Activation of KrasG12D in Gram-domain containing 2 (Gramd2)+ AT1 cells gave rise to multiple LUAD lesions, primarily of papillary histology. In contrast, activation of KrasG12D in Sftpc+ AT2 cells resulted in LUAD lesions of lepidic histology. Immunohistochemistry established Gramd2:KrasG12D lesions were of primary lung origin and not metastatic events. Spatial transcriptomic profiling revealed distinct pathway alterations occurring within Gramd2- and Sftpc-derived LUAD. Immunofluorescence confirmed differences observed in the Spatial transcriptomic analysis in expression patterns and distribution of cell-specific markers between cell of origin, while universal upregulation of the Krt8 intermediate cell state marker was observed. Our results are consistent with Gramd2+ AT1 cells serving as a putative cell of origin for LUAD and suggest that LUAD may be a collection of adenocarcinomas that share a common location within the distal lung, but which arise from different cells of origin.
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Project description:Lung adenocarcinoma (LUAD) with pathological ipsilateral mediastinal lymph node (LN) involvement (pN2) exhibits strong biological and clinical heterogeneity. Thus, it is necessary to classify the biomolecular characteristics that lead to the prognostic heterogeneity of pN2-LUAD. The clinical characteristics and bulk RNA sequencing (RNA-seq) data of 75 patients with pN2-LUAD obtained from The Cancer Genome Atlas (TCGA) database were collected as the training set. The disease-free survival (DFS) and overall survival (OS) of patients with different molecular classifications were evaluated. Next, differentially expressed genes (DEGs), biology, and immune cell infiltration in the microenvironment were analysed. Finally, DEGs in the pN2-A and pN2-B groups were included using a least absolute shrinkage and selection operator (LASSO) model, and gene signatures were selected for pN2-A/B type classification. The RNA-seq and single-nucleus RNA sequencing (snRNA-seq) data from our center (n=58) and the GSE68465 dataset (n=53) were used as the validation data sets.
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Project description:Mammalian SWI/SNF complexes are ATP-dependent chromatin remodelers composed of varying combinations of subunits that, together, fine-tune transcriptional regulation and genome integrity. SWI/SNF complex subunits have been identified as major targets of mutations in several tumor types suggesting a relevant role in tumorigenesis. However, there is a lack of comprehensive studies of the whole SWI/SNF complex in lung adenocarcinoma (LUAD). Here, we combined genomic, transcriptomic, and proteomic approaches to identify which SWI/SNF subunits are present in lung cells, as well as their mutational status, mRNA levels, and protein levels in LUAD. For these purposes, we combined data from LUAD primary tumors, normal lung and LUAD cell lines, and external LUAD data from The Cancer Genome Atlas. Importantly, we found that mutations in the SWI/SNF complex in LUAD not only present a high incidence but we also observed that only the mutational status of the SWI/SNF complex and not the mutations in any of the top ten LUAD driver genes is associated with poorer overall survival in LUAD patients. Furthermore, we showed that the expression of the SWI/SNF complex in LUAD suffers an overall repression that cannot be explained exclusively by genetic alterations. Based on our findings, we propose that SWI/SNF-mutant LUAD tumors should be considered as a distinct subgroup with practical applications in the prognosis and follow-up of LUAD patients.
2022-04-01 | PXD017397 | Pride
Project description:We found lncRNA RP3-340N1.2 is highly expressed in LUAD and relatived with the progression of LUAD through high-throughput sequencing. Our results showed that the expression level of RP3-340N1.2 was upregulated significantly in three LUAD cell lines (A549, NCI_x001E_H1299, and NCI-H1975) and lentivirus-mediated knockdown of RP3-340N1.2 inhibited the differentiation, proliferation, migration, invasion, cell cycle, and other biological processes of tumor cells significantly. Bioinformatic software predicted the downstream target of RP3-340N1.2, which was verified using dual luciferase assays and other methods. We found that RP3-340N1.2 can competitively bind miR-134-5p in LUAD, and this microRNA has a significant regulatory effect on the expression of epidermal growth factor receptor (EGFR), which leads to increased migration and invasion of LUAD cells. This discovery provided a possible mechanism by which RP3-340N1.2 participates in the development of LUAD. In conclusion, our results showed that lncRNA RP3_x001E_340N1.2 regulates the expression of EGFR indirectly by targeting miR-134-5p and promotes the progression of LUAD. Therefore, RP3-340N1.2 may become a valuable biomarker and therapeutic target in LUAD.
2023-12-01 | GSE190461 | GEO
Project description:Invasive subtypes of lung adenocarcinoma (LUAD) show MDM2 amplification that is associated with poor survival. Mouse double minute 2 (MDM2) is frequently amplified in lung adenocarcinoma (LUAD) and is a negative regulator of p53, which binds to p53 and regulates its activity and stability. Genomic amplification and overexpression of MDM2 together with genetic alterations in p53 leads to genomic and genetic heterogeneity in LUAD that represents a therapeutic target. In vitro assays in a panel of LUAD cell lines showed that tumor cell response to MDM2 targeted therapy is associated with MDM2 amplification.
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Project description:Lung adenocarcinoma (LUAD), commonly driven by KRAS mutations, is responsible for 7% of all cancer mortality. The first allele-specific KRAS inhibitors were recently approved in LUAD, but clinical benefit is limited by intrinsic and acquired resistance. LUAD predominantly arises from alveolar type 2 (AT2) cells, which function as facultative alveolar stem cells by self-renewing and replacing alveolar type 1 (AT1) cells. Using genetically engineered mouse models, patient-derived xenografts, and patient samples we found inhibition of KRAS promotes transition to a quiescent AT1-like cancer cell state in LUAD tumors. Similarly, suppressing Kras induced AT1 differentiation of wild-type AT2 cells upon lung injury. The AT1-like LUAD cells exhibited high growth and differentiation potential upon treatment cessation, whereas ablation of the AT1-like cells robustly improved treatment response to KRAS inhibitors. Our results uncover an unexpected role for KRAS in promoting intra-tumoral heterogeneity and suggest targeting alveolar differentiation may augment KRAS-targeted therapies in LUAD.
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Project description:Lung adenocarcinoma (LUAD), commonly driven by KRAS mutations, is responsible for 7% of all cancer mortality. The first allele-specific KRAS inhibitors were recently approved in LUAD, but clinical benefit is limited by intrinsic and acquired resistance. LUAD predominantly arises from alveolar type 2 (AT2) cells, which function as facultative alveolar stem cells by self-renewing and replacing alveolar type 1 (AT1) cells. Using genetically engineered mouse models, patient-derived xenografts, and patient samples we found inhibition of KRAS promotes transition to a quiescent AT1-like cancer cell state in LUAD tumors. Similarly, suppressing Kras induced AT1 differentiation of wild-type AT2 cells upon lung injury. The AT1-like LUAD cells exhibited high growth and differentiation potential upon treatment cessation, whereas ablation of the AT1-like cells robustly improved treatment response to KRAS inhibitors. Our results uncover an unexpected role for KRAS in promoting intra-tumoral heterogeneity and suggest targeting alveolar differentiation may augment KRAS-targeted therapies in LUAD.
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