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
152137CCDC50C43HumanOral cavityOSCC3.91e-185.72e-010.1704
152137CCDC50C46HumanOral cavityOSCC5.14e-042.93e-010.1673
152137CCDC50C51HumanOral cavityOSCC6.42e-065.54e-010.2674
152137CCDC50C57HumanOral cavityOSCC9.20e-043.15e-010.1679
152137CCDC50C06HumanOral cavityOSCC8.54e-101.85e+000.2699
152137CCDC50C08HumanOral cavityOSCC1.53e-114.90e-010.1919
152137CCDC50LN38HumanOral cavityOSCC1.08e-061.49e+000.168
152137CCDC50LP17HumanOral cavityLP3.94e-029.41e-010.2349
152137CCDC50EOLP-1HumanOral cavityEOLP5.58e-064.24e-01-0.0202
152137CCDC50SYSMH1HumanOral cavityOSCC7.63e-186.19e-010.1127
152137CCDC50SYSMH2HumanOral cavityOSCC1.80e-135.67e-010.2326
152137CCDC50SYSMH3HumanOral cavityOSCC4.32e-187.45e-010.2442
152137CCDC50SYSMH6HumanOral cavityOSCC4.33e-052.13e-010.1275
152137CCDC50P4_S8_cSCCHumanSkincSCC9.80e-031.17e-02-0.3095
152137CCDC50P1_cSCCHumanSkincSCC3.28e-085.44e-010.0292
152137CCDC50P4_cSCCHumanSkincSCC5.65e-032.89e-01-0.00290000000000005
152137CCDC50P10_cSCCHumanSkincSCC3.23e-147.19e-010.1017
152137CCDC50male-WTAHumanThyroidPTC4.09e-341.42e-010.1037
152137CCDC50PTC01HumanThyroidPTC2.17e-121.30e-010.1899
152137CCDC50PTC03HumanThyroidPTC3.35e-142.67e-010.1784
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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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