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:190336425CervixN_HPVpositive regulation of cellular protein catabolic process15/534155/187233.84e-059.41e-0415
GO:007149624CervixN_HPVcellular response to external stimulus23/534320/187235.03e-051.15e-0323
GO:003166724CervixN_HPVresponse to nutrient levels29/534474/187231.04e-042.08e-0329
GO:004573225CervixN_HPVpositive regulation of protein catabolic process18/534231/187231.19e-042.31e-0318
GO:190305025CervixN_HPVregulation of proteolysis involved in cellular protein catabolic process17/534221/187232.13e-043.55e-0317
GO:003166815CervixN_HPVcellular response to extracellular stimulus18/534246/187232.60e-044.13e-0318
GO:006113625CervixN_HPVregulation of proteasomal protein catabolic process15/534187/187233.15e-044.75e-0315
GO:000989615CervixN_HPVpositive regulation of catabolic process28/534492/187234.43e-046.10e-0328
GO:009719124CervixN_HPVextrinsic apoptotic signaling pathway16/534219/187235.71e-047.61e-0316
GO:003133115CervixN_HPVpositive regulation of cellular catabolic process25/534427/187235.88e-047.74e-0325
GO:000660515CervixN_HPVprotein targeting20/534314/187237.30e-049.21e-0320
GO:001049815CervixN_HPVproteasomal protein catabolic process27/534490/187239.06e-041.08e-0227
GO:003243615CervixN_HPVpositive regulation of proteasomal ubiquitin-dependent protein catabolic process9/53490/187231.06e-031.23e-029
GO:003166915CervixN_HPVcellular response to nutrient levels15/534215/187231.34e-031.45e-0215
GO:190305214CervixN_HPVpositive regulation of proteolysis involved in cellular protein catabolic process11/534133/187231.51e-031.58e-0211
GO:190180015CervixN_HPVpositive regulation of proteasomal protein catabolic process10/534114/187231.57e-031.63e-0210
GO:003243425CervixN_HPVregulation of proteasomal ubiquitin-dependent protein catabolic process11/534134/187231.60e-031.66e-0211
GO:200005825CervixN_HPVregulation of ubiquitin-dependent protein catabolic process12/534164/187232.66e-032.35e-0212
GO:200006015CervixN_HPVpositive regulation of ubiquitin-dependent protein catabolic process9/534107/187233.53e-032.84e-029
GO:004259413CervixN_HPVresponse to starvation13/534197/187234.39e-033.33e-0213
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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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