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: GABARAP

Gene summary for GABARAP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GABARAP

Gene ID

11337

Gene nameGABA type A receptor-associated protein
Gene AliasATG8A
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

O95166


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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
11337GABARAPCA_HPV_1HumanCervixCC1.07e-063.58e-010.0264
11337GABARAPN_HPV_2HumanCervixN_HPV2.33e-053.15e-01-0.0131
11337GABARAPCCI_1HumanCervixCC7.94e-03-3.60e-010.528
11337GABARAPCCI_3HumanCervixCC3.28e-02-3.44e-010.516
11337GABARAPCCII_1HumanCervixCC1.26e-02-3.26e-010.3249
11337GABARAPTumorHumanCervixCC1.01e-03-2.37e-010.1241
11337GABARAPsample1HumanCervixCC6.35e-034.06e-010.0959
11337GABARAPsample3HumanCervixCC3.97e-195.25e-010.1387
11337GABARAPH2HumanCervixHSIL_HPV1.94e-266.76e-010.0632
11337GABARAPL1HumanCervixCC1.94e-146.05e-010.0802
11337GABARAPT1HumanCervixCC4.04e-033.09e-010.0918
11337GABARAPT2HumanCervixCC5.79e-065.43e-010.0709
11337GABARAPT3HumanCervixCC1.17e-185.50e-010.1389
11337GABARAPAEH-subject1HumanEndometriumAEH9.75e-226.29e-01-0.3059
11337GABARAPAEH-subject2HumanEndometriumAEH9.74e-216.07e-01-0.2525
11337GABARAPAEH-subject3HumanEndometriumAEH1.45e-246.82e-01-0.2576
11337GABARAPAEH-subject4HumanEndometriumAEH1.41e-104.52e-01-0.2657
11337GABARAPAEH-subject5HumanEndometriumAEH2.87e-185.19e-01-0.2953
11337GABARAPEEC-subject1HumanEndometriumEEC1.60e-175.12e-01-0.2682
11337GABARAPEEC-subject2HumanEndometriumEEC1.21e-104.36e-01-0.2607
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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
GO:000989628SkincSCCpositive regulation of catabolic process206/4864492/187236.06e-154.64e-13206
GO:003139629SkincSCCregulation of protein ubiquitination107/4864210/187237.17e-155.35e-13107
GO:001623619SkincSCCmacroautophagy136/4864291/187231.36e-149.78e-13136
GO:190336429SkincSCCpositive regulation of cellular protein catabolic process85/4864155/187231.87e-141.31e-1285
GO:003133128SkincSCCpositive regulation of cellular catabolic process182/4864427/187233.29e-142.22e-12182
GO:004573229SkincSCCpositive regulation of protein catabolic process112/4864231/187231.37e-138.40e-12112
GO:190180025SkincSCCpositive regulation of proteasomal protein catabolic process66/4864114/187235.18e-133.01e-1166
GO:190300817SkincSCCorganelle disassembly65/4864114/187232.03e-121.12e-1065
GO:190305225SkincSCCpositive regulation of proteolysis involved in cellular protein catabolic process72/4864133/187234.24e-122.27e-1072
GO:003243625SkincSCCpositive regulation of proteasomal ubiquitin-dependent protein catabolic process53/486490/187234.06e-111.96e-0953
GO:003133028SkincSCCnegative regulation of cellular catabolic process115/4864262/187232.03e-108.72e-09115
GO:007093623SkincSCCprotein K48-linked ubiquitination41/486465/187233.34e-101.37e-0841
GO:200006027SkincSCCpositive regulation of ubiquitin-dependent protein catabolic process58/4864107/187234.70e-101.90e-0858
GO:000989527SkincSCCnegative regulation of catabolic process133/4864320/187236.99e-102.77e-08133
GO:004217725SkincSCCnegative regulation of protein catabolic process63/4864121/187237.70e-103.04e-0863
GO:000020924SkincSCCprotein polyubiquitination103/4864236/187232.57e-099.09e-08103
GO:000042219SkincSCCautophagy of mitochondrion44/486481/187235.28e-081.36e-0644
GO:006172619SkincSCCmitochondrion disassembly44/486481/187235.28e-081.36e-0644
GO:000726523SkincSCCRas protein signal transduction132/4864337/187236.17e-081.57e-06132
GO:0070972110SkincSCCprotein localization to endoplasmic reticulum41/486474/187237.13e-081.78e-0641
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0413718CervixCCMitophagy - animal22/126772/84655.77e-042.75e-031.63e-0322
hsa046213CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa0413719CervixCCMitophagy - animal22/126772/84655.77e-042.75e-031.63e-0322
hsa0462112CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa0413724CervixN_HPVMitophagy - animal10/34972/84656.84e-045.03e-033.93e-0310
hsa0413734CervixN_HPVMitophagy - animal10/34972/84656.84e-045.03e-033.93e-0310
hsa0413720EndometriumAEHMitophagy - animal21/119772/84657.03e-044.86e-033.56e-0321
hsa04137110EndometriumAEHMitophagy - animal21/119772/84657.03e-044.86e-033.56e-0321
hsa0413725EndometriumEECMitophagy - animal22/123772/84654.12e-043.30e-032.46e-0322
hsa0413735EndometriumEECMitophagy - animal22/123772/84654.12e-043.30e-032.46e-0322
hsa0413730EsophagusHGINMitophagy - animal23/138372/84657.69e-047.59e-036.03e-0323
hsa046219EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa04137113EsophagusHGINMitophagy - animal23/138372/84657.69e-047.59e-036.03e-0323
hsa0462114EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa04137210EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa040689EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa041362EsophagusESCCAutophagy - other23/420532/84658.99e-032.14e-021.09e-0223
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
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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
GABARAPSNVMissense_Mutationc.80N>Gp.Asp27Glyp.D27GO95166protein_codingdeleterious(0.02)benign(0.043)TCGA-E2-A15G-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
GABARAPSNVMissense_Mutationc.217N>Ap.Glu73Lysp.E73KO95166protein_codingdeleterious(0.01)benign(0.369)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GABARAPSNVMissense_Mutationnovelc.269N>Tp.Thr90Ilep.T90IO95166protein_codingtolerated(0.35)benign(0.158)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GABARAPSNVMissense_Mutationnovelc.60N>Tp.Lys20Asnp.K20NO95166protein_codingtolerated(0.08)benign(0.214)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GABARAPSNVMissense_Mutationnovelc.69N>Tp.Lys23Asnp.K23NO95166protein_codingtolerated(0.17)benign(0.017)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GABARAPSNVMissense_Mutationc.300N>Cp.Glu100Aspp.E100DO95166protein_codingtolerated(1)benign(0.003)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GABARAPSNVMissense_Mutationrs781270795c.303A>Cp.Glu101Aspp.E101DO95166protein_codingtolerated(0.14)benign(0.003)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GABARAPSNVMissense_Mutationnovelc.271A>Cp.Met91Leup.M91LO95166protein_codingtolerated(0.07)benign(0.05)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GABARAPSNVMissense_Mutationnovelc.122T>Cp.Ile41Thrp.I41TO95166protein_codingdeleterious(0.01)benign(0.267)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid 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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