Q (haiku): Which studies have RNA expression for renal cancer? ▶ list_studies { "search": "renal", "limit": "100", "verbose": "true" } ✗ error Error: No such tool available: mcp__navigator__list_studies ▶ list_studies { "search": "renal", "limit": 100, "verbose": true } ◀ result {"result":[{"cancer_study_identifier":"ccrcc_sjuh_2023","name":"Renal Cell Carcinoma (St. James, Clin Cancer Res 2023)","description":"Targeted sequencing of 943 renal clear cell carcinoma samples and their matched normals.","type_of_cancer_id":"ccrcc","sample_count":943,"has_guide":false,"url":"https://www.cbioportal.org/study/summary?id=ccrcc_sjuh_2023"},{"cancer_study_identifier":"kirc_tcga","name":"Kidney Renal Clear Cell Carcinoma (TCGA, Firehose Legacy)","description":"TCGA Kidney Renal Clear Cell Carcinoma. Source data from GDAC Firehose. Previously known as TCGA Provisional.","type_of_cancer_id":"ccrcc","sample_count":538,"has_guide":false,"url":"https://www.cbioportal.org/study/summary?id=kirc_tcga"},{"cancer_study_identifier":"ccrcc_tcga_gdc","name":"Renal Clear Cell Carcinoma (TCGA GDC, 2025)","description":"TCGA Renal Clear Cell Carcinoma. Source data from NCI GDC and generated in Aug 2025 using Cancer Data Aggregator.","type_of_cancer_id":"ccrcc","sample_count":537,"has_guide":false,"url":"https://www.cbioportal.org/study/summary?id=ccrcc_tcga_gdc"},{"cancer_study_identifier":"kirc_tcga_pan_can_atlas_2018","name":"Kidney Renal Clear Cell Carcinoma (TCGA, PanCancer Atlas)","description":"Kidney Renal Clear Cell Carcinoma TCGA PanCancer data. The original data is here. The publications are here.","type_of_cancer_id":"ccrcc","sample_count":512,"has_guide":false,"url":"https://www.cbioportal.org/study/summary?id=kirc_tcga_pan_can_atlas_2018"},{"cancer_study_identifier":"kirc_tcga_pub","name":"Kidney Renal Clear Cell Carcinoma (TCGA, Nature 2013)","description":"Whole-exome sequencing in 417 of 446 clear cell renal cell carcinoma tumor/normal pairs.","type_of_cancer_id":"ccrcc","sample_count":446,"has_guide":false,"url":"https://www.cbioportal.org/study/summary?id=kirc_tcga_pub"},{"cancer_study_identifier":"rcc_cptac_gdc","name":"Renal Cell Carcinoma (CPTAC GDC, 2025)","description":"CPTAC Renal Cell Carcinoma. Source data from NCI GDC and generated in Aug 2025 using Cancer Data Aggregator.","type_of_cancer_id":"rcc","sample_count":354,"has_guide":false,"url":"https://www.cbioportal.org/study/summary?id=rcc_cptac_gdc"},{"cancer_study_identifier":"kirp_tcga","name":"Kidney Renal Papillary Cell Carcinoma (TCGA, Firehose Legacy)","description":"TCGA Kidney Renal Papillary Cell Carcinoma. Source data from GDAC Firehose. Previously known as TCGA Provisional.","type_of_cancer_id":"prcc","sample_count":293,"has_guide" … (5485 more chars) ▶ clickhouse_run_select_query { "query": " SELECT DISTINCT cs.cancer_study_identifier, cs.name, mp.genetic_alteration_type, mp.datatype, mp.show_profile_in_analysis_tab FROM cancer_study cs JOIN genetic_profile mp ON cs.cancer_study_id = mp.cancer_study_id WHERE cs.type_of_cancer_id IN ('ccrcc', 'prcc', 'rcc', 'nccrcc', 'chrcc', 'urcc') AND mp.genetic_alteration_type LIKE '%expression%' ORDER BY cs.cancer_study_identifier, mp.genetic_alteration_type ", "max_rows": 200 } ◀ result {"rows":[]} ▶ clickhouse_list_table_columns { "table": "genetic_profile" } ◀ result {"columns":[{"name":"genetic_profile_id","type":"Int64"},{"name":"stable_id","type":"String"},{"name":"cancer_study_id","type":"Int64"},{"name":"genetic_alteration_type","type":"String"},{"name":"generic_assay_type","type":"Nullable(String)"},{"name":"datatype","type":"String"},{"name":"name","type":"String"},{"name":"description","type":"Nullable(String)"},{"name":"show_profile_in_analysis_tab","type":"Int32"},{"name":"pivot_threshold","type":"Nullable(Float64)"},{"name":"sort_order","type":"Nullable(String)"},{"name":"patient_level","type":"Nullable(Int32)"}]} ▶ clickhouse_run_select_query { "query": " SELECT DISTINCT cs.cancer_study_identifier, cs.name, gp.genetic_alteration_type, gp.datatype, gp.name as profile_name FROM cancer_study cs JOIN genetic_profile gp ON cs.cancer_study_id = gp.cancer_study_id WHERE cs.type_of_cancer_id IN ('ccrcc', 'prcc', 'rcc', 'nccrcc', 'chrcc', 'urcc') AND (gp.genetic_alteration_type = 'MRNA_EXPRESSION' OR gp.genetic_alteration_type = 'PROTEIN_LEVEL' OR gp.datatype = 'CONTINUOUS') ORDER BY cs.cancer_study_identifier, gp.name ", "max_rows": 200 } ◀ result {"rows":[{"cancer_study_identifier":"ccrcc_iatlas_choueiri_2016","name":"Metastatic Renal Clear Cell Carcinoma (Phase 1 Biomarker Trial, Clin Cancer Res. 2016) - iAtlas Harmonized","genetic_alteration_type":"MRNA_EXPRESSION","datatype":"CONTINUOUS","profile_name":"mRNA expression (log2 upper quartile normalized counts)"},{"cancer_study_identifier":"ccrcc_iatlas_choueiri_2016","name":"Metastatic Renal Clear Cell Carcinoma (Phase 1 Biomarker Trial, Clin Cancer Res. 2016) - iAtlas Harmonized","genetic_alteration_type":"MRNA_EXPRESSION","datatype":"Z-SCORE","profile_name":"mRNA expression z-scores (log2 upper quartile normalized counts)"},{"cancer_study_identifier":"ccrcc_tcga_gdc","name":"Renal Clear Cell Carcinoma (TCGA GDC, 2025)","genetic_alteration_type":"MRNA_EXPRESSION","datatype":"CONTINUOUS","profile_name":"mRNA Expression"},{"cancer_study_identifier":"ccrcc_tcga_gdc","name":"Renal Clear Cell Carcinoma (TCGA GDC, 2025)","genetic_alteration_type":"MRNA_EXPRESSION","datatype":"CONTINUOUS","profile_name":"mRNA Expression (FPKM)"},{"cancer_study_identifier":"ccrcc_tcga_gdc","name":"Renal Clear Cell Carcinoma (TCGA GDC, 2025)","genetic_alteration_type":"MRNA_EXPRESSION","datatype":"CONTINUOUS","profile_name":"mRNA Expression (TPM)"},{"cancer_study_identifier":"ccrcc_tcga_gdc","name":"Renal Clear Cell Carcinoma (TCGA GDC, 2025)","genetic_alteration_type":"MRNA_EXPRESSION","datatype":"Z-SCORE","profile_name":"mRNA Expression FPKM z-scores"},{"cancer_study_identifier":"ccrcc_tcga_gdc","name":"Renal Clear Cell Carcinoma (TCGA GDC, 2025)","genetic_alteration_type":"MRNA_EXPRESSION","datatype":"Z-SCORE","profile_name":"mRNA Expression TPM z-scores"},{"cancer_study_identifier":"ccrcc_tcga_gdc","name":"Renal Clear Cell Carcinoma (TCGA GDC, 2025)","genetic_alteration_type":"MRNA_EXPRESSION","datatype":"Z-SCORE","profile_name":"mRNA Expression z-scores"},{"cancer_study_identifier":"chrcc_tcga_gdc","name":"Chromophobe Renal Cell Carcinoma (TCGA GDC, 2025)","genetic_alteration_type":"MRNA_EXPRESSION","datatype":"CONTINUOUS","profile_name":"mRNA Expression"},{"cancer_study_identifier":"chrcc_tcga_gdc","name":"Chromophobe Renal Cell Carcinoma (TCGA GDC, 2025)","genetic_alteration_type":"MRNA_EXPRESSION","datatype":"CONTINUOUS","profile_name":"mRNA Expression (FPKM)"},{"cancer_study_identifier":"chrcc_tcga_gdc","name":"Chromophobe Renal Cell Carcinoma (TCGA GDC, 2025)","genetic_alteration_type":"MRNA_EXPRESSION","datatype":"CONTINUOUS","profile_name":"mRNA Expression (TPM)"},{"cancer_study_identifier":"chrcc_tcga_gdc","name":"Chromophobe Renal Cell Carcinoma (TCGA GDC, 2025)","genetic_alteration_type":"MRNA_EXPRESSION","datatype":"Z-SCORE","profile_name":"mRNA Expression FPKM z-scores"},{"cancer_study_identifier":"chrcc_tcga_gdc","name":"Chromophobe Renal Cell Carcinoma (TCGA GDC, 2025)","genetic_alteration_type":"MRNA_EXPRESSION","datatype":"Z-SCORE","profile_name":"mRNA Expression TPM z-scores"},{"cancer_study_identifier":"chrcc_tcga_gdc","name":"Chromophobe … (18735 more chars) ═ answer (success) ## Renal Cancer Studies with RNA Expression Data The following **8 renal cancer studies** have RNA expression (mRNA) data available: ### Clear Cell RCC 1. **[Renal Clear Cell Carcinoma (TCGA GDC, 2025)](https://www.cbioportal.org/study/summary?id=ccrcc_tcga_gdc)** — 537 samples - mRNA Expression (FPKM, TPM, counts) with z-scores 2. **[Kidney Renal Clear Cell Carcinoma (TCGA, PanCancer Atlas)](https://www.cbioportal.org/study/summary?id=kirc_tcga_pan_can_atlas_2018)** — 512 samples - mRNA Expression RSEM with z-scores 3. **[Kidney Renal Clear Cell Carcinoma (TCGA, Firehose Legacy)](https://www.cbioportal.org/study/summary?id=kirc_tcga)** — 538 samples - mRNA Expression (RNA-Seq V2 RSEM + microarray) with z-scores 4. **[Kidney Renal Clear Cell Carcinoma (TCGA, Nature 2013)](https://www.cbioportal.org/study/summary?id=kirc_tcga_pub)** — 446 samples - mRNA Expression (RNA-Seq V2 RSEM + microarray) plus miRNA expression 5. **[Metastatic Renal Clear Cell Carcinoma (Phase 1 Biomarker Trial, Clin Cancer Res. 2016) - iAtlas Harmonized](https://www.cbioportal.org/study/summary?id=ccrcc_iatlas_choueiri_2016)** — 16 samples - mRNA Expression (log2 upper quartile normalized) with z-scores ### Papillary RCC 6. **[Papillary Renal Cell Carcinoma (TCGA GDC, 2025)](https://www.cbioportal.org/study/summary?id=prcc_tcga_gdc)** — 292 samples - mRNA Expression (FPKM, TPM, counts) with z-scores 7. **[Kidney Renal Papillary Cell Carcinoma (TCGA, PanCancer Atlas)](https://www.cbioportal.org/study/summary?id=kirp_tcga_pan_can_atlas_2018)** — 283 samples - mRNA Expression RSEM with z-scores 8. **[Kidney Renal Papillary Cell Carcinoma (TCGA, Firehose Legacy)](https://www.cbioportal.org/study/summary?id=kirp_tcga)** — 293 samples - mRNA Expression (RNA-Seq V2 RSEM + microarray) with z-scores ### Chromophobe RCC 9. **[Chromophobe Renal Cell Carcinoma (TCGA GDC, 2025)](https://www.cbioportal.org/study/summary?id=chrcc_tcga_gdc)** — 66 samples - mRNA Expression (FPKM, TPM, counts) with z-scores 10. **[Kidney Chromophobe (TCGA, PanCancer Atlas)](https://www.cbioportal.org/study/summary?id=kich_tcga_pan_can_atlas_2018)** — 283 samples - mRNA Expression RSEM with z-scores 11. **[Kidney Chromophobe (TCGA, Firehose Legacy)](https://www.cbioportal.org/study/summary?id=kich_tcga)** — 293 samples - mRNA Expression (RNA-Seq V2 RSEM) with z-scores ### Clinical Trial RCC 12. **[Renal Cell Carcinoma (IMmotion150 Clinical Trial, Nat Med. 2018) - iAtlas Harmonized](https://www.cbioportal.org/study/summary?id=rcc_iatlas_immotion150_2018)** — 263 samples - mRNA Expression (TPM) with z-scores 13. **[Renal Cell Carcinoma (CPTAC GDC, 2025)](https://www.cbioportal.org/study/summary?id=rcc_cptac_gdc)** — 354 samples - mRNA Expression (FPKM, TPM, counts) with z-scores **Note:** The TCGA 2025 GDC updates (ccrcc_tcga_gdc, prcc_tcga_gdc, chrcc_tcga_gdc, rcc_cptac_gdc) are the most current versions and are recommended for new analyses.