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: CCDC3

Gene summary for CCDC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC3

Gene ID

83643

Gene namecoiled-coil domain containing 3
Gene AliasCCDC3
Cytomap10p13
Gene Typeprotein-coding
GO ID

GO:0001959

UniProtAcc

Q9BQI4


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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
83643CCDC3P2T-EHumanEsophagusESCC4.03e-041.86e-010.1177
83643CCDC3P4T-EHumanEsophagusESCC2.21e-072.11e-010.1323
83643CCDC3P12T-EHumanEsophagusESCC4.61e-278.27e-010.1122
83643CCDC3P15T-EHumanEsophagusESCC3.88e-041.44e-010.1149
83643CCDC3P21T-EHumanEsophagusESCC2.75e-308.11e-010.1617
83643CCDC3P22T-EHumanEsophagusESCC1.50e-078.42e-020.1236
83643CCDC3P27T-EHumanEsophagusESCC6.35e-133.62e-010.1055
83643CCDC3P28T-EHumanEsophagusESCC3.21e-047.33e-020.1149
83643CCDC3P30T-EHumanEsophagusESCC4.18e-022.50e-010.137
83643CCDC3P31T-EHumanEsophagusESCC1.80e-143.95e-010.1251
83643CCDC3P32T-EHumanEsophagusESCC5.07e-032.16e-010.1666
83643CCDC3P37T-EHumanEsophagusESCC1.68e-123.30e-010.1371
83643CCDC3P40T-EHumanEsophagusESCC7.55e-062.59e-010.109
83643CCDC3P42T-EHumanEsophagusESCC1.76e-021.21e-010.1175
83643CCDC3P52T-EHumanEsophagusESCC5.91e-071.54e-010.1555
83643CCDC3P65T-EHumanEsophagusESCC1.71e-036.94e-020.0978
83643CCDC3P74T-EHumanEsophagusESCC1.64e-072.45e-010.1479
83643CCDC3P79T-EHumanEsophagusESCC4.04e-021.32e-020.1154
83643CCDC3P83T-EHumanEsophagusESCC1.79e-206.64e-010.1738
83643CCDC3P91T-EHumanEsophagusESCC8.27e-055.88e-010.1828
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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
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
∗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
GO:00607595EsophagusESCCregulation of response to cytokine stimulus103/8552162/187233.14e-063.53e-05103
GO:003320914EsophagusESCCtumor necrosis factor-mediated signaling pathway67/855299/187237.87e-067.72e-0567
GO:00019595EsophagusESCCregulation of cytokine-mediated signaling pathway95/8552150/187239.48e-069.04e-0595
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:00456007EsophagusESCCpositive regulation of fat cell differentiation46/855266/187236.72e-055.11e-0446
GO:007135620EsophagusESCCcellular response to tumor necrosis factor132/8552229/187231.69e-041.11e-03132
GO:00108033EsophagusESCCregulation of tumor necrosis factor-mediated signaling pathway31/855247/187234.01e-031.62e-0231
GO:00455984EsophagusESCCregulation of fat cell differentiation79/8552139/187235.23e-031.97e-0279
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:003461218Oral cavityOSCCresponse to tumor necrosis factor143/7305253/187231.09e-082.23e-07143
GO:007135618Oral cavityOSCCcellular response to tumor necrosis factor128/7305229/187231.49e-072.49e-06128
GO:00019594Oral cavityOSCCregulation of cytokine-mediated signaling pathway87/7305150/187231.82e-062.35e-0587
GO:00607594Oral cavityOSCCregulation of response to cytokine stimulus92/7305162/187233.25e-063.90e-0592
GO:00332099Oral cavityOSCCtumor necrosis factor-mediated signaling pathway61/730599/187234.31e-064.98e-0561
GO:00454448Oral cavityOSCCfat cell differentiation120/7305229/187232.48e-052.32e-04120
GO:00455983Oral cavityOSCCregulation of fat cell differentiation77/7305139/187236.36e-055.18e-0477
GO:00456006Oral cavityOSCCpositive regulation of fat cell differentiation41/730566/187231.20e-048.60e-0441
GO:00192214Oral cavityOSCCcytokine-mediated signaling pathway222/7305472/187232.02e-041.35e-03222
GO:00468906Oral cavityOSCCregulation of lipid biosynthetic process85/7305171/187232.79e-031.21e-0285
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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
CCDC3SNVMissense_Mutationnovelc.418N>Ap.Gln140Lysp.Q140KQ9BQI4protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC3SNVMissense_Mutationrs772617089c.757N>Ap.Ala253Thrp.A253TQ9BQI4protein_codingtolerated_low_confidence(0.2)benign(0.034)TCGA-BH-A0HW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CCDC3SNVMissense_Mutationnovelc.184N>Ap.Leu62Metp.L62MQ9BQI4protein_codingdeleterious_low_confidence(0.01)benign(0.241)TCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
CCDC3SNVMissense_Mutationrs368910799c.758C>Tp.Ala253Valp.A253VQ9BQI4protein_codingtolerated_low_confidence(0.11)benign(0.202)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCDC3SNVMissense_Mutationnovelc.741N>Tp.Glu247Aspp.E247DQ9BQI4protein_codingdeleterious_low_confidence(0.01)benign(0.068)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CCDC3SNVMissense_Mutationrs754059035c.778N>Tp.Arg260Trpp.R260WQ9BQI4protein_codingtolerated_low_confidence(0.14)benign(0.006)TCGA-CM-6678-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfluorouracilSD
CCDC3SNVMissense_Mutationrs754059035c.778N>Tp.Arg260Trpp.R260WQ9BQI4protein_codingtolerated_low_confidence(0.14)benign(0.006)TCGA-CM-6680-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CCDC3SNVMissense_Mutationrs756883939c.736N>Gp.Ser246Glyp.S246GQ9BQI4protein_codingtolerated_low_confidence(0.27)benign(0)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCDC3SNVMissense_Mutationc.790N>Tp.Arg264Cysp.R264CQ9BQI4protein_codingdeleterious_low_confidence(0.03)benign(0.241)TCGA-QG-A5YX-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyxelodaCR
CCDC3SNVMissense_Mutationrs759482623c.491N>Tp.Ser164Leup.S164LQ9BQI4protein_codingdeleterious_low_confidence(0)benign(0.371)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/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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