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1.
Cell ; 179(4): 964-983.e31, 2019 10 31.
Article in English | MEDLINE | ID: mdl-31675502

ABSTRACT

To elucidate the deregulated functional modules that drive clear cell renal cell carcinoma (ccRCC), we performed comprehensive genomic, epigenomic, transcriptomic, proteomic, and phosphoproteomic characterization of treatment-naive ccRCC and paired normal adjacent tissue samples. Genomic analyses identified a distinct molecular subgroup associated with genomic instability. Integration of proteogenomic measurements uniquely identified protein dysregulation of cellular mechanisms impacted by genomic alterations, including oxidative phosphorylation-related metabolism, protein translation processes, and phospho-signaling modules. To assess the degree of immune infiltration in individual tumors, we identified microenvironment cell signatures that delineated four immune-based ccRCC subtypes characterized by distinct cellular pathways. This study reports a large-scale proteogenomic analysis of ccRCC to discern the functional impact of genomic alterations and provides evidence for rational treatment selection stemming from ccRCC pathobiology.


Subject(s)
Carcinoma, Renal Cell/genetics , Neoplasm Proteins/genetics , Proteogenomics , Transcriptome/genetics , Adult , Aged , Aged, 80 and over , Biomarkers, Tumor/genetics , Biomarkers, Tumor/immunology , Carcinoma, Renal Cell/immunology , Carcinoma, Renal Cell/pathology , Disease-Free Survival , Exome/genetics , Female , Gene Expression Regulation, Neoplastic/genetics , Genome, Human/genetics , Humans , Male , Middle Aged , Neoplasm Proteins/immunology , Oxidative Phosphorylation , Phosphorylation/genetics , Signal Transduction/genetics , Transcriptome/immunology , Tumor Microenvironment/genetics , Tumor Microenvironment/immunology , Exome Sequencing
3.
Mol Cell Proteomics ; 20: 100123, 2021.
Article in English | MEDLINE | ID: mdl-34298159

ABSTRACT

The mitogen-activated protein kinase pathway is one of the most frequently altered pathways in cancer. It is involved in the control of cell proliferation, invasion, and metabolism, and can cause resistance to therapy. A number of aggressive malignancies, including melanoma, colon cancer, and glioma, are driven by a constitutively activating missense mutation (V600E) in the v-Raf murine sarcoma viral oncogene homolog B (BRAF) component of the pathway. Mitogen-activated protein kinase kinase (MEK) inhibition is initially effective in targeting these cancers, but reflexive activation of mammalian target of rapamycin (mTOR) signaling contributes to frequent therapy resistance. We have previously demonstrated that combination treatment with the MEK inhibitor trametinib and the dual mammalian target of rapamycin complex 1/2 inhibitor TAK228 improves survival and decreases vascularization in a BRAFV600E mutant glioma model. To elucidate the mechanism of action of this combination therapy and understand the ensuing tumor response, we performed comprehensive unbiased proteomic and phosphoproteomic characterization of BRAFV600E mutant glioma xenografts after short-course treatment with trametinib and TAK228. We identified 13,313 proteins and 30,928 localized phosphosites, of which 12,526 proteins and 17,444 phosphosites were quantified across all samples (data available via ProteomeXchange; identifier PXD022329). We identified distinct response signatures for each monotherapy and combination therapy and validated that combination treatment inhibited activation of the mitogen-activated protein kinase and mTOR pathways. Combination therapy also increased apoptotic signaling, suppressed angiogenesis signaling, and broadly suppressed the activity of the cyclin-dependent kinases. In response to combination therapy, both epidermal growth factor receptor and class 1 histone deacetylase proteins were activated. This study reports a detailed (phospho)proteomic analysis of the response of BRAFV600E mutant glioma to combined MEK and mTOR pathway inhibition and identifies new targets for the development of rational combination therapies for BRAF-driven tumors.


Subject(s)
Benzoxazoles/therapeutic use , Brain Neoplasms/drug therapy , Glioma/drug therapy , Mitogen-Activated Protein Kinase Kinases/antagonists & inhibitors , Phosphoproteins/metabolism , Protein Kinase Inhibitors/therapeutic use , Pyridones/therapeutic use , Pyrimidines/therapeutic use , Pyrimidinones/therapeutic use , TOR Serine-Threonine Kinases/antagonists & inhibitors , Animals , Antineoplastic Combined Chemotherapy Protocols/pharmacology , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Benzoxazoles/pharmacology , Brain Neoplasms/genetics , Brain Neoplasms/metabolism , Cell Line, Tumor , Female , Glioma/genetics , Glioma/metabolism , Humans , Mice, Nude , Protein Kinase Inhibitors/pharmacology , Proteomics , Proto-Oncogene Proteins B-raf/genetics , Pyridones/pharmacology , Pyrimidines/pharmacology , Pyrimidinones/pharmacology
4.
Cancer Cell ; 42(7): 1217-1238.e19, 2024 Jul 08.
Article in English | MEDLINE | ID: mdl-38981438

ABSTRACT

Although genomic anomalies in glioblastoma (GBM) have been well studied for over a decade, its 5-year survival rate remains lower than 5%. We seek to expand the molecular landscape of high-grade glioma, composed of IDH-wildtype GBM and IDH-mutant grade 4 astrocytoma, by integrating proteomic, metabolomic, lipidomic, and post-translational modifications (PTMs) with genomic and transcriptomic measurements to uncover multi-scale regulatory interactions governing tumor development and evolution. Applying 14 proteogenomic and metabolomic platforms to 228 tumors (212 GBM and 16 grade 4 IDH-mutant astrocytoma), including 28 at recurrence, plus 18 normal brain samples and 14 brain metastases as comparators, reveals heterogeneous upstream alterations converging on common downstream events at the proteomic and metabolomic levels and changes in protein-protein interactions and glycosylation site occupancy at recurrence. Recurrent genetic alterations and phosphorylation events on PTPN11 map to important regulatory domains in three dimensions, suggesting a central role for PTPN11 signaling across high-grade gliomas.


Subject(s)
Brain Neoplasms , Glioma , Protein Tyrosine Phosphatase, Non-Receptor Type 11 , Signal Transduction , Humans , Brain Neoplasms/genetics , Brain Neoplasms/pathology , Brain Neoplasms/metabolism , Protein Tyrosine Phosphatase, Non-Receptor Type 11/genetics , Protein Tyrosine Phosphatase, Non-Receptor Type 11/metabolism , Glioma/genetics , Glioma/pathology , Glioma/metabolism , Mutation , Proteomics/methods , Protein Processing, Post-Translational , Gene Expression Regulation, Neoplastic , Glioblastoma/genetics , Glioblastoma/pathology , Glioblastoma/metabolism , Phosphorylation , Neoplasm Grading , Isocitrate Dehydrogenase/genetics , Isocitrate Dehydrogenase/metabolism
5.
Cancer Cell ; 41(9): 1586-1605.e15, 2023 09 11.
Article in English | MEDLINE | ID: mdl-37567170

ABSTRACT

We characterized a prospective endometrial carcinoma (EC) cohort containing 138 tumors and 20 enriched normal tissues using 10 different omics platforms. Targeted quantitation of two peptides can predict antigen processing and presentation machinery activity, and may inform patient selection for immunotherapy. Association analysis between MYC activity and metformin treatment in both patients and cell lines suggests a potential role for metformin treatment in non-diabetic patients with elevated MYC activity. PIK3R1 in-frame indels are associated with elevated AKT phosphorylation and increased sensitivity to AKT inhibitors. CTNNB1 hotspot mutations are concentrated near phosphorylation sites mediating pS45-induced degradation of ß-catenin, which may render Wnt-FZD antagonists ineffective. Deep learning accurately predicts EC subtypes and mutations from histopathology images, which may be useful for rapid diagnosis. Overall, this study identified molecular and imaging markers that can be further investigated to guide patient stratification for more precise treatment of EC.


Subject(s)
Endometrial Neoplasms , Metformin , Proteogenomics , Female , Humans , Proto-Oncogene Proteins c-akt/genetics , Prospective Studies , Endometrial Neoplasms/drug therapy , Endometrial Neoplasms/genetics , Endometrial Neoplasms/metabolism , beta Catenin/genetics , beta Catenin/metabolism , Metformin/pharmacology
6.
Cancer Cell ; 41(1): 139-163.e17, 2023 01 09.
Article in English | MEDLINE | ID: mdl-36563681

ABSTRACT

Clear cell renal cell carcinomas (ccRCCs) represent ∼75% of RCC cases and account for most RCC-associated deaths. Inter- and intratumoral heterogeneity (ITH) results in varying prognosis and treatment outcomes. To obtain the most comprehensive profile of ccRCC, we perform integrative histopathologic, proteogenomic, and metabolomic analyses on 305 ccRCC tumor segments and 166 paired adjacent normal tissues from 213 cases. Combining histologic and molecular profiles reveals ITH in 90% of ccRCCs, with 50% demonstrating immune signature heterogeneity. High tumor grade, along with BAP1 mutation, genome instability, increased hypermethylation, and a specific protein glycosylation signature define a high-risk disease subset, where UCHL1 expression displays prognostic value. Single-nuclei RNA sequencing of the adverse sarcomatoid and rhabdoid phenotypes uncover gene signatures and potential insights into tumor evolution. In vitro cell line studies confirm the potential of inhibiting identified phosphoproteome targets. This study molecularly stratifies aggressive histopathologic subtypes that may inform more effective treatment strategies.


Subject(s)
Carcinoma, Renal Cell , Kidney Neoplasms , Proteogenomics , Humans , Carcinoma, Renal Cell/genetics , Carcinoma, Renal Cell/pathology , Kidney Neoplasms/genetics , Kidney Neoplasms/pathology , Treatment Outcome , Prognosis , Biomarkers, Tumor/genetics
7.
Med Oncol ; 38(9): 105, 2021 Jul 31.
Article in English | MEDLINE | ID: mdl-34331598

ABSTRACT

Renal cell carcinoma (RCC) accounts for over 400,000 new cases and 175,000 deaths annually. Diagnostic RCC biomarkers may prevent overtreatment in patients with early disease. Extracellular vesicles (EVs) are a promising source of RCC biomarkers because EVs carry proteins and messenger RNA (mRNA) among other biomolecules. We aimed to identify biomarkers and assess biological functions of EV cargo from clear cell RCC (ccRCC), papillary RCC (pRCC), and benign kidney cell lines. EVs were enriched from conditioned cell media by size exclusion chromatography. The EV proteome was assessed using Tandem Mass Tag mass spectrometry (TMT-MS) and NanoString nCounter technology was used to profile 770 cancer-related mRNA present in EVs. The heterogeneity of protein and mRNA abundance and identification highlighted the heterogeneity of EV cargo, even between cell lines of a similar pathological group (e.g., ccRCC or pRCC). Overall, 1726 proteins were quantified across all EV samples, including 181 proteins that were detected in all samples. In the targeted profiling of mRNA by NanoString, 461 mRNAs were detected in EVs from at least one cell line, including 159 that were present in EVs from all cell lines. In addition to a shared EV cargo signature, pRCC, ccRCC, and/or benign renal cell lines also showed unique signatures. Using this multi-omics approach, we identified 34 protein candidate pRCC EV biomarkers and 20 protein and 8 mRNA candidate ccRCC EV biomarkers for clinical validation.


Subject(s)
Carcinoma, Papillary/diagnosis , Carcinoma, Renal Cell/diagnosis , Extracellular Vesicles/metabolism , Kidney Neoplasms/diagnosis , Kidney/pathology , Proteome/metabolism , Transcriptome , Apoptosis , Biomarkers, Tumor/genetics , Biomarkers, Tumor/metabolism , Carcinoma, Papillary/genetics , Carcinoma, Papillary/metabolism , Carcinoma, Renal Cell/genetics , Carcinoma, Renal Cell/metabolism , Cell Proliferation , Diagnosis, Differential , Extracellular Vesicles/genetics , Gene Expression Regulation, Neoplastic , Humans , In Vitro Techniques , Kidney/metabolism , Kidney Neoplasms/genetics , Kidney Neoplasms/metabolism , Proteome/analysis , RNA, Messenger/genetics , RNA, Messenger/metabolism , Tumor Cells, Cultured
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