Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: CCDC50

Gene summary for CCDC50

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC50

Gene ID

152137

Gene namecoiled-coil domain containing 50
Gene AliasC3orf6
Cytomap3q28
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q8IVM0


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
152137CCDC50S42HumanLiverHCC1.60e-023.11e-01-0.0103
152137CCDC50S43HumanLiverCirrhotic1.61e-06-1.83e-01-0.0187
152137CCDC50HCC1_MengHumanLiverHCC1.45e-733.44e-010.0246
152137CCDC50HCC2_MengHumanLiverHCC3.83e-341.28e-010.0107
152137CCDC50cirrhotic1HumanLiverCirrhotic8.20e-044.26e-020.0202
152137CCDC50HCC1HumanLiverHCC3.65e-103.94e+000.5336
152137CCDC50HCC2HumanLiverHCC5.94e-194.72e+000.5341
152137CCDC50Pt13.bHumanLiverHCC5.37e-151.83e-010.0251
152137CCDC50Pt13.cHumanLiverHCC1.59e-02-2.74e-010.0076
152137CCDC50Pt14.bHumanLiverHCC1.79e-031.47e-010.018
152137CCDC50S014HumanLiverHCC1.12e-141.06e+000.2254
152137CCDC50S015HumanLiverHCC2.28e-211.37e+000.2375
152137CCDC50S016HumanLiverHCC2.78e-191.23e+000.2243
152137CCDC50S027HumanLiverHCC6.54e-091.37e+000.2446
152137CCDC50S028HumanLiverHCC2.49e-201.42e+000.2503
152137CCDC50S029HumanLiverHCC5.55e-191.41e+000.2581
152137CCDC50C04HumanOral cavityOSCC6.04e-141.11e+000.2633
152137CCDC50C21HumanOral cavityOSCC2.07e-271.07e+000.2678
152137CCDC50C30HumanOral cavityOSCC7.19e-462.28e+000.3055
152137CCDC50C38HumanOral cavityOSCC7.93e-212.01e+000.172
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
CCDC50SNVMissense_Mutationnovelc.778N>Ap.His260Asnp.H260NQ8IVM0protein_codingtolerated(0.12)benign(0.003)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCDC50SNVMissense_Mutationc.431N>Gp.Tyr144Cysp.Y144CQ8IVM0protein_codingtolerated(0.05)benign(0.018)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC50SNVMissense_Mutationnovelc.605N>Ap.Arg202Lysp.R202KQ8IVM0protein_codingtolerated(0.62)benign(0)TCGA-BH-A6R8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCDC50SNVMissense_Mutationc.843A>Tp.Gln281Hisp.Q281HQ8IVM0protein_codingtolerated(0.31)possibly_damaging(0.471)TCGA-E2-A15S-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CCDC50SNVMissense_Mutationrs761262340c.1042N>Ap.Glu348Lysp.E348KQ8IVM0protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-E9-A1NA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CCDC50SNVMissense_Mutationc.23A>Tp.Gln8Leup.Q8LQ8IVM0protein_codingdeleterious(0.02)benign(0.279)TCGA-E9-A24A-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CCDC50insertionIn_Frame_Insnovelc.779_780insTGTp.His260_Gln261insValp.H260_Q261insVQ8IVM0protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCDC50insertionFrame_Shift_Insnovelc.749_750insATATGAGCATCCAGCTTGTTTCTGCATAGp.Cys251TyrfsTer87p.C251Yfs*87Q8IVM0protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CCDC50insertionFrame_Shift_Insnovelc.1067_1068insAp.Leu358ThrfsTer22p.L358Tfs*22Q8IVM0protein_codingTCGA-LL-A73Y-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
CCDC50SNVMissense_Mutationnovelc.576A>Cp.Glu192Aspp.E192DQ8IVM0protein_codingtolerated(0.24)benign(0.006)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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