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: CCDC51

Gene summary for CCDC51

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC51

Gene ID

79714

Gene namecoiled-coil domain containing 51
Gene AliasMITOK
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q96ER9


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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
79714CCDC51LZE4THumanEsophagusESCC1.71e-082.52e-010.0811
79714CCDC51LZE7THumanEsophagusESCC1.56e-022.04e-010.0667
79714CCDC51LZE21THumanEsophagusESCC4.59e-021.55e-010.0655
79714CCDC51P1T-EHumanEsophagusESCC9.91e-032.13e-010.0875
79714CCDC51P2T-EHumanEsophagusESCC1.43e-051.14e-010.1177
79714CCDC51P4T-EHumanEsophagusESCC1.17e-194.53e-010.1323
79714CCDC51P5T-EHumanEsophagusESCC1.74e-112.45e-010.1327
79714CCDC51P8T-EHumanEsophagusESCC3.65e-121.16e-010.0889
79714CCDC51P9T-EHumanEsophagusESCC2.79e-194.13e-010.1131
79714CCDC51P10T-EHumanEsophagusESCC1.47e-112.65e-010.116
79714CCDC51P12T-EHumanEsophagusESCC6.30e-306.69e-010.1122
79714CCDC51P15T-EHumanEsophagusESCC2.35e-092.25e-010.1149
79714CCDC51P16T-EHumanEsophagusESCC1.38e-112.25e-010.1153
79714CCDC51P17T-EHumanEsophagusESCC4.92e-072.87e-010.1278
79714CCDC51P20T-EHumanEsophagusESCC1.85e-071.62e-010.1124
79714CCDC51P21T-EHumanEsophagusESCC6.88e-143.31e-010.1617
79714CCDC51P22T-EHumanEsophagusESCC3.34e-235.25e-010.1236
79714CCDC51P23T-EHumanEsophagusESCC2.12e-143.98e-010.108
79714CCDC51P24T-EHumanEsophagusESCC4.54e-123.07e-010.1287
79714CCDC51P26T-EHumanEsophagusESCC1.68e-276.41e-010.1276
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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
∗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
CCDC51SNVMissense_Mutationc.1195G>Ap.Ala399Thrp.A399TQ96ER9protein_codingtolerated(0.13)possibly_damaging(0.465)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC51SNVMissense_Mutationc.603N>Tp.Lys201Asnp.K201NQ96ER9protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CCDC51SNVMissense_Mutationc.755C>Tp.Ala252Valp.A252VQ96ER9protein_codingtolerated(0.09)probably_damaging(0.958)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CCDC51SNVMissense_Mutationc.84N>Tp.Arg28Serp.R28SQ96ER9protein_codingtolerated_low_confidence(0.38)benign(0.017)TCGA-F4-6807-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaCR
CCDC51SNVMissense_Mutationc.646N>Ap.Val216Metp.V216MQ96ER9protein_codingdeleterious(0)possibly_damaging(0.892)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CCDC51SNVMissense_Mutationc.793N>Ap.Leu265Ilep.L265IQ96ER9protein_codingtolerated(0.2)benign(0.203)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CCDC51SNVMissense_Mutationnovelc.596N>Tp.Arg199Metp.R199MQ96ER9protein_codingdeleterious(0)probably_damaging(0.939)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CCDC51SNVMissense_Mutationnovelc.905N>Tp.Ala302Valp.A302VQ96ER9protein_codingdeleterious(0.03)benign(0.178)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CCDC51SNVMissense_Mutationnovelc.878N>Gp.Asp293Glyp.D293GQ96ER9protein_codingtolerated(0.37)benign(0)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC51SNVMissense_Mutationnovelc.473N>Cp.Leu158Prop.L158PQ96ER9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
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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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