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
152137CCDC50LZE4THumanEsophagusESCC3.62e-061.95e-010.0811
152137CCDC50LZE20THumanEsophagusESCC2.51e-058.63e-020.0662
152137CCDC50LZE24THumanEsophagusESCC9.45e-063.49e-010.0596
152137CCDC50P1T-EHumanEsophagusESCC4.28e-114.43e-010.0875
152137CCDC50P2T-EHumanEsophagusESCC9.89e-611.16e+000.1177
152137CCDC50P4T-EHumanEsophagusESCC2.07e-227.06e-010.1323
152137CCDC50P5T-EHumanEsophagusESCC1.48e-277.68e-010.1327
152137CCDC50P8T-EHumanEsophagusESCC3.73e-346.36e-010.0889
152137CCDC50P9T-EHumanEsophagusESCC8.26e-062.39e-010.1131
152137CCDC50P10T-EHumanEsophagusESCC1.62e-254.52e-010.116
152137CCDC50P11T-EHumanEsophagusESCC4.69e-135.31e-010.1426
152137CCDC50P12T-EHumanEsophagusESCC2.10e-163.63e-010.1122
152137CCDC50P15T-EHumanEsophagusESCC5.99e-102.49e-010.1149
152137CCDC50P16T-EHumanEsophagusESCC3.63e-234.76e-010.1153
152137CCDC50P17T-EHumanEsophagusESCC2.59e-042.98e-010.1278
152137CCDC50P19T-EHumanEsophagusESCC3.30e-061.01e+000.1662
152137CCDC50P20T-EHumanEsophagusESCC2.00e-112.93e-010.1124
152137CCDC50P21T-EHumanEsophagusESCC3.71e-195.20e-010.1617
152137CCDC50P22T-EHumanEsophagusESCC1.82e-457.87e-010.1236
152137CCDC50P23T-EHumanEsophagusESCC6.72e-256.45e-010.108
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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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