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: CCDC88C

Gene summary for CCDC88C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC88C

Gene ID

440193

Gene namecoiled-coil domain containing 88C
Gene AliasDAPLE
Cytomap14q32.11-q32.12
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

B4DZB8


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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
440193CCDC88CLZE4THumanEsophagusESCC2.54e-041.57e-010.0811
440193CCDC88CLZE20THumanEsophagusESCC7.00e-052.56e-010.0662
440193CCDC88CLZE22THumanEsophagusESCC1.87e-043.43e-010.068
440193CCDC88CLZE24THumanEsophagusESCC9.42e-155.58e-010.0596
440193CCDC88CP1T-EHumanEsophagusESCC3.08e-042.14e-010.0875
440193CCDC88CP2T-EHumanEsophagusESCC1.67e-132.05e-010.1177
440193CCDC88CP4T-EHumanEsophagusESCC5.58e-124.41e-010.1323
440193CCDC88CP5T-EHumanEsophagusESCC1.33e-152.33e-010.1327
440193CCDC88CP8T-EHumanEsophagusESCC2.28e-101.80e-010.0889
440193CCDC88CP9T-EHumanEsophagusESCC7.72e-056.92e-020.1131
440193CCDC88CP10T-EHumanEsophagusESCC3.28e-111.96e-010.116
440193CCDC88CP12T-EHumanEsophagusESCC2.77e-346.36e-010.1122
440193CCDC88CP15T-EHumanEsophagusESCC1.95e-246.56e-010.1149
440193CCDC88CP16T-EHumanEsophagusESCC2.23e-071.25e-010.1153
440193CCDC88CP20T-EHumanEsophagusESCC1.88e-122.22e-010.1124
440193CCDC88CP21T-EHumanEsophagusESCC3.36e-091.99e-010.1617
440193CCDC88CP22T-EHumanEsophagusESCC1.61e-071.36e-010.1236
440193CCDC88CP23T-EHumanEsophagusESCC2.79e-103.42e-010.108
440193CCDC88CP24T-EHumanEsophagusESCC1.51e-021.04e-010.1287
440193CCDC88CP26T-EHumanEsophagusESCC1.24e-082.35e-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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:000206420EsophagusESCCepithelial cell development136/8552220/187239.50e-071.21e-05136
GO:006082817EsophagusESCCregulation of canonical Wnt signaling pathway153/8552253/187231.38e-061.67e-05153
GO:00316486EsophagusESCCprotein destabilization33/855246/187233.06e-041.83e-0333
GO:00311227EsophagusESCCcytoplasmic microtubule organization38/855256/187236.60e-043.50e-0338
GO:00301788EsophagusESCCnegative regulation of Wnt signaling pathway97/8552170/187231.81e-038.31e-0397
GO:00355671EsophagusESCCnon-canonical Wnt signaling pathway45/855272/187232.97e-031.24e-0245
GO:00900905EsophagusESCCnegative regulation of canonical Wnt signaling pathway78/8552137/187235.17e-031.95e-0278
GO:00033824EsophagusESCCepithelial cell morphogenesis22/855233/187231.22e-024.08e-0222
GO:003164720Oral cavityOSCCregulation of protein stability193/7305298/187231.30e-191.95e-17193
GO:003109816Oral cavityOSCCstress-activated protein kinase signaling cascade141/7305247/187235.74e-091.25e-07141
GO:003070510Oral cavityOSCCcytoskeleton-dependent intracellular transport113/7305195/187236.03e-081.09e-06113
GO:001605510Oral cavityOSCCWnt signaling pathway227/7305444/187231.10e-071.87e-06227
GO:019873810Oral cavityOSCCcell-cell signaling by wnt227/7305446/187231.75e-072.86e-06227
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0431014ProstateBPHWnt signaling pathway50/1718171/84653.11e-031.15e-027.14e-0350
hsa0431015ProstateBPHWnt signaling pathway50/1718171/84653.11e-031.15e-027.14e-0350
hsa0431023ProstateTumorWnt signaling pathway50/1791171/84657.32e-032.37e-021.47e-0250
hsa0431033ProstateTumorWnt signaling pathway50/1791171/84657.32e-032.37e-021.47e-0250
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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
CCDC88CSNVMissense_Mutationc.3994N>Cp.Glu1332Glnp.E1332QQ9P219protein_codingdeleterious(0)probably_damaging(0.979)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CCDC88CSNVMissense_Mutationrs753170514c.3748N>Ap.Glu1250Lysp.E1250KQ9P219protein_codingdeleterious(0.02)possibly_damaging(0.825)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC88CSNVMissense_Mutationc.2617G>Ap.Asp873Asnp.D873NQ9P219protein_codingtolerated(0.34)benign(0.119)TCGA-AR-A255-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
CCDC88CSNVMissense_Mutationrs776581160c.4751C>Tp.Ser1584Leup.S1584LQ9P219protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC88CSNVMissense_Mutationc.1225G>Ap.Glu409Lysp.E409KQ9P219protein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC88CSNVMissense_Mutationc.1156G>Ap.Glu386Lysp.E386KQ9P219protein_codingdeleterious(0)probably_damaging(0.96)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC88CSNVMissense_Mutationc.4153G>Ap.Glu1385Lysp.E1385KQ9P219protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CCDC88CSNVMissense_Mutationc.2512G>Ap.Glu838Lysp.E838KQ9P219protein_codingdeleterious(0)possibly_damaging(0.698)TCGA-EW-A1PD-01Breastbreast invasive carcinomaMale<65I/IIChemotherapydocetaxelSD
CCDC88CinsertionFrame_Shift_Insnovelc.4273_4274insTCAACACGTTCTCCATGTATATAAGACCTp.Arg1425LeufsTer12p.R1425Lfs*12Q9P219protein_codingTCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CCDC88CinsertionNonsense_Mutationnovelc.1863_1864insATTCAATATTTTGATCTCCACTTCTCCTGTGTCTAAGCAATp.Gln622IlefsTer12p.Q622Ifs*12Q9P219protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
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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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