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: GABARAPL1

Gene summary for GABARAPL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GABARAPL1

Gene ID

23710

Gene nameGABA type A receptor associated protein like 1
Gene AliasAPG8-LIKE
Cytomap12p13.2
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

A0A024RAP5


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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
23710GABARAPL1LZE4THumanEsophagusESCC7.44e-041.05e-010.0811
23710GABARAPL1LZE7THumanEsophagusESCC8.71e-044.36e-010.0667
23710GABARAPL1LZE8THumanEsophagusESCC6.05e-064.01e-010.067
23710GABARAPL1LZE20THumanEsophagusESCC1.10e-05-1.64e-010.0662
23710GABARAPL1LZE22D1HumanEsophagusHGIN3.64e-03-1.28e-010.0595
23710GABARAPL1LZE24THumanEsophagusESCC9.85e-064.50e-010.0596
23710GABARAPL1LZE6THumanEsophagusESCC4.99e-047.30e-020.0845
23710GABARAPL1P1T-EHumanEsophagusESCC2.21e-052.84e-010.0875
23710GABARAPL1P2T-EHumanEsophagusESCC2.84e-255.15e-010.1177
23710GABARAPL1P4T-EHumanEsophagusESCC2.74e-268.61e-010.1323
23710GABARAPL1P5T-EHumanEsophagusESCC2.00e-07-6.65e-020.1327
23710GABARAPL1P8T-EHumanEsophagusESCC2.84e-103.41e-010.0889
23710GABARAPL1P9T-EHumanEsophagusESCC2.07e-074.97e-010.1131
23710GABARAPL1P10T-EHumanEsophagusESCC2.64e-135.56e-020.116
23710GABARAPL1P11T-EHumanEsophagusESCC3.76e-132.53e-010.1426
23710GABARAPL1P12T-EHumanEsophagusESCC3.28e-185.14e-010.1122
23710GABARAPL1P15T-EHumanEsophagusESCC2.11e-144.68e-010.1149
23710GABARAPL1P16T-EHumanEsophagusESCC8.44e-441.20e+000.1153
23710GABARAPL1P20T-EHumanEsophagusESCC2.07e-063.37e-010.1124
23710GABARAPL1P21T-EHumanEsophagusESCC5.54e-09-7.05e-020.1617
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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
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:001623616EsophagusHGINmacroautophagy77/2587291/187237.15e-094.61e-0777
GO:002241120EsophagusHGINcellular component disassembly102/2587443/187238.31e-084.33e-06102
GO:19030089EsophagusHGINorganelle disassembly36/2587114/187238.60e-073.58e-0536
GO:007149626EsophagusHGINcellular response to external stimulus71/2587320/187232.77e-057.19e-0471
GO:000042216EsophagusHGINautophagy of mitochondrion25/258781/187235.95e-051.38e-0325
GO:006172616EsophagusHGINmitochondrion disassembly25/258781/187235.95e-051.38e-0325
GO:00070336EsophagusHGINvacuole organization44/2587180/187238.97e-051.96e-0344
GO:003166820EsophagusHGINcellular response to extracellular stimulus56/2587246/187239.05e-051.97e-0356
GO:19050375EsophagusHGINautophagosome organization28/2587103/187232.58e-044.53e-0328
GO:00000455EsophagusHGINautophagosome assembly26/258799/187237.45e-049.90e-0326
GO:003166920EsophagusHGINcellular response to nutrient levels47/2587215/187238.20e-041.07e-0247
GO:003166726EsophagusHGINresponse to nutrient levels89/2587474/187231.41e-031.64e-0289
GO:000926719EsophagusHGINcellular response to starvation34/2587156/187234.21e-033.77e-0234
GO:004259418EsophagusHGINresponse to starvation41/2587197/187234.34e-033.84e-0241
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:190300816EsophagusESCCorganelle disassembly89/8552114/187231.36e-125.80e-1189
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa0413738EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0406814EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0462132EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa0413611EsophagusESCCAutophagy - other23/420532/84658.99e-032.14e-021.09e-0223
hsa04068LiverNAFLDFoxO signaling pathway30/1043131/84654.91e-048.05e-036.49e-0330
hsa0413712LiverNAFLDMitophagy - animal18/104372/84652.27e-032.46e-021.99e-0218
hsa040681LiverNAFLDFoxO signaling pathway30/1043131/84654.91e-048.05e-036.49e-0330
hsa0413713LiverNAFLDMitophagy - animal18/104372/84652.27e-032.46e-021.99e-0218
hsa0413721LiverCirrhoticMitophagy - animal39/253072/84651.38e-051.24e-047.64e-0539
hsa041406LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
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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
GABARAPL1SNVMissense_Mutationc.221N>Gp.Asp74Glyp.D74GQ9H0R8protein_codingdeleterious(0.01)possibly_damaging(0.446)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GABARAPL1SNVMissense_Mutationnovelc.154N>Tp.Pro52Serp.P52SQ9H0R8protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GABARAPL1SNVMissense_Mutationnovelc.13N>Cp.Tyr5Hisp.Y5HQ9H0R8protein_codingdeleterious(0.01)probably_damaging(0.949)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
GABARAPL1SNVMissense_Mutationnovelc.242N>Gp.Asn81Serp.N81SQ9H0R8protein_codingdeleterious(0.04)benign(0.374)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
GABARAPL1SNVMissense_Mutationnovelc.60N>Tp.Lys20Asnp.K20NQ9H0R8protein_codingtolerated(0.16)benign(0.11)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GABARAPL1SNVMissense_Mutationc.146N>Cp.Tyr49Serp.Y49SQ9H0R8protein_codingdeleterious(0)probably_damaging(0.975)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GABARAPL1SNVMissense_Mutationc.260N>Tp.Thr87Ilep.T87IQ9H0R8protein_codingdeleterious(0.01)benign(0.1)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GABARAPL1SNVMissense_Mutationc.329N>Ap.Ser110Asnp.S110NQ9H0R8protein_codingdeleterious(0.02)probably_damaging(0.919)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GABARAPL1SNVMissense_Mutationc.313C>Ap.Leu105Metp.L105MQ9H0R8protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
GABARAPL1SNVMissense_Mutationrs370731162c.200N>Tp.Arg67Ilep.R67IQ9H0R8protein_codingdeleterious(0)probably_damaging(0.938)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
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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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