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: CCDC88A

Gene summary for CCDC88A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC88A

Gene ID

55704

Gene namecoiled-coil domain containing 88A
Gene AliasAPE
Cytomap2p16.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

O14997


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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
55704CCDC88APt13.bHumanLiverHCC7.13e-061.66e-010.0251
55704CCDC88APt14.aHumanLiverHCC3.95e-043.53e-010.0169
55704CCDC88APt14.dHumanLiverHCC2.53e-052.87e-010.0143
55704CCDC88AS014HumanLiverHCC3.22e-331.31e+000.2254
55704CCDC88AS015HumanLiverHCC1.38e-301.40e+000.2375
55704CCDC88AS016HumanLiverHCC4.27e-461.42e+000.2243
55704CCDC88AS027HumanLiverHCC3.39e-098.16e-010.2446
55704CCDC88AS028HumanLiverHCC2.95e-269.74e-010.2503
55704CCDC88AS029HumanLiverHCC3.36e-124.88e-010.2581
55704CCDC88AC04HumanOral cavityOSCC1.01e-096.84e-010.2633
55704CCDC88AC21HumanOral cavityOSCC4.76e-197.76e-010.2678
55704CCDC88AC30HumanOral cavityOSCC1.54e-188.59e-010.3055
55704CCDC88AC43HumanOral cavityOSCC3.56e-051.64e-010.1704
55704CCDC88AC06HumanOral cavityOSCC2.72e-025.59e-010.2699
55704CCDC88AEOLP-1HumanOral cavityEOLP1.80e-236.36e-01-0.0202
55704CCDC88AEOLP-2HumanOral cavityEOLP1.69e-042.80e-01-0.0203
55704CCDC88ANEOLP-1HumanOral cavityNEOLP1.07e-053.04e-01-0.0194
55704CCDC88ANEOLP-2HumanOral cavityNEOLP1.81e-042.01e-01-0.0196
55704CCDC88ASYSMH1HumanOral cavityOSCC7.71e-031.00e-010.1127
55704CCDC88ASYSMH2HumanOral cavityOSCC1.74e-042.29e-010.2326
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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
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
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
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:1902905111EsophagusESCCpositive regulation of supramolecular fiber organization142/8552209/187235.51e-111.76e-09142
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:005149520EsophagusESCCpositive regulation of cytoskeleton organization147/8552226/187232.93e-096.38e-08147
GO:0045185111EsophagusESCCmaintenance of protein location71/855294/187233.41e-097.24e-0871
GO:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:0032507110EsophagusESCCmaintenance of protein location in cell52/855265/187231.41e-082.77e-0752
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:0032970111EsophagusESCCregulation of actin filament-based process231/8552397/187232.91e-074.20e-06231
GO:0032956111EsophagusESCCregulation of actin cytoskeleton organization210/8552358/187234.40e-076.00e-06210
GO:003812718EsophagusESCCERBB signaling pathway82/8552121/187237.23e-079.40e-0682
GO:011005327EsophagusESCCregulation of actin filament organization166/8552278/187231.54e-061.85e-05166
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:190211514EsophagusESCCregulation of organelle assembly116/8552186/187233.15e-063.53e-05116
GO:000717318EsophagusESCCepidermal growth factor receptor signaling pathway73/8552108/187233.36e-063.73e-0573
GO:005101727EsophagusESCCactin filament bundle assembly100/8552157/187233.87e-064.17e-05100
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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
CCDC88ASNVMissense_Mutationc.353C>Gp.Thr118Argp.T118RQ3V6T2protein_codingdeleterious(0)possibly_damaging(0.809)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
CCDC88ASNVMissense_Mutationc.1198N>Gp.Met400Valp.M400VQ3V6T2protein_codingtolerated(0.11)benign(0.029)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC88ASNVMissense_Mutationc.5200N>Cp.Val1734Leup.V1734LQ3V6T2protein_codingtolerated(0.35)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CCDC88ASNVMissense_Mutationc.4197N>Ap.Met1399Ilep.M1399IQ3V6T2protein_codingtolerated(0.07)benign(0.311)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CCDC88ASNVMissense_Mutationc.427N>Ap.Glu143Lysp.E143KQ3V6T2protein_codingdeleterious(0.04)probably_damaging(0.997)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CCDC88ASNVMissense_Mutationc.255N>Cp.Gln85Hisp.Q85HQ3V6T2protein_codingtolerated(0.72)benign(0.052)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CCDC88ASNVMissense_Mutationnovelc.802N>Ap.Glu268Lysp.E268KQ3V6T2protein_codingdeleterious(0)probably_damaging(0.94)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
CCDC88ASNVMissense_Mutationnovelc.3964N>Cp.Glu1322Glnp.E1322QQ3V6T2protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CCDC88ASNVMissense_Mutationnovelc.5256N>Gp.Phe1752Leup.F1752LQ3V6T2protein_codingtolerated(0.54)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC88ASNVMissense_Mutationc.1774N>Ap.Leu592Ilep.L592IQ3V6T2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=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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