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: GAL

Gene summary for GAL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GAL

Gene ID

51083

Gene namegalanin and GMAP prepropeptide
Gene AliasETL8
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P22466


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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
51083GALP5T-EHumanEsophagusESCC7.98e-431.22e+000.1327
51083GALP10T-EHumanEsophagusESCC3.36e-113.23e-010.116
51083GALP12T-EHumanEsophagusESCC4.45e-032.22e-010.1122
51083GALP16T-EHumanEsophagusESCC2.35e-246.39e-010.1153
51083GALP19T-EHumanEsophagusESCC4.52e-045.76e-010.1662
51083GALP22T-EHumanEsophagusESCC2.35e-167.16e-010.1236
51083GALP24T-EHumanEsophagusESCC1.52e-351.52e+000.1287
51083GALP28T-EHumanEsophagusESCC1.63e-1034.67e+000.1149
51083GALP31T-EHumanEsophagusESCC2.56e-022.54e-010.1251
51083GALP32T-EHumanEsophagusESCC7.92e-401.90e+000.1666
51083GALP37T-EHumanEsophagusESCC1.58e-127.11e-010.1371
51083GALP38T-EHumanEsophagusESCC1.11e-085.00e-010.127
51083GALP40T-EHumanEsophagusESCC1.70e-101.03e+000.109
51083GALP47T-EHumanEsophagusESCC5.70e-042.40e-010.1067
51083GALP49T-EHumanEsophagusESCC4.61e-024.13e-010.1768
51083GALP52T-EHumanEsophagusESCC3.07e-236.53e-010.1555
51083GALP56T-EHumanEsophagusESCC6.74e-081.55e+000.1613
51083GALP62T-EHumanEsophagusESCC1.70e-021.47e-010.1302
51083GALP74T-EHumanEsophagusESCC1.86e-239.61e-010.1479
51083GALP76T-EHumanEsophagusESCC3.84e-113.91e-010.1207
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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
∗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:2001236110Oral cavityLPregulation of extrinsic apoptotic signaling pathway63/4623151/187232.98e-066.47e-0563
GO:190390216Oral cavityLPpositive regulation of viral life cycle19/462329/187233.94e-068.19e-0519
GO:000931417Oral cavityLPresponse to radiation155/4623456/187234.12e-068.49e-05155
GO:1902905110Oral cavityLPpositive regulation of supramolecular fiber organization81/4623209/187234.30e-068.80e-0581
GO:003010017Oral cavityLPregulation of endocytosis81/4623211/187236.57e-061.29e-0481
GO:1902903110Oral cavityLPregulation of supramolecular fiber organization131/4623383/187231.58e-052.78e-04131
GO:001819614Oral cavityLPpeptidyl-asparagine modification16/462324/187231.68e-052.92e-0416
GO:005109213Oral cavityLPpositive regulation of NF-kappaB transcription factor activity61/4623152/187231.82e-053.11e-0461
GO:005109015Oral cavityLPregulation of DNA-binding transcription factor activity147/4623440/187232.00e-053.35e-04147
GO:003434114Oral cavityLPresponse to interferon-gamma57/4623141/187232.63e-054.21e-0457
GO:000283211Oral cavityLPnegative regulation of response to biotic stimulus46/4623108/187233.31e-055.02e-0446
GO:000862517Oral cavityLPextrinsic apoptotic signaling pathway via death domain receptors37/462382/187234.28e-056.15e-0437
GO:001827914Oral cavityLPprotein N-linked glycosylation via asparagine15/462323/187234.61e-056.51e-0415
GO:0035303110Oral cavityLPregulation of dephosphorylation52/4623128/187234.98e-057.01e-0452
GO:0042060110Oral cavityLPwound healing139/4623422/187237.10e-059.48e-04139
GO:003109817Oral cavityLPstress-activated protein kinase signaling cascade88/4623247/187237.39e-059.68e-0488
GO:0035304110Oral cavityLPregulation of protein dephosphorylation39/462390/187238.11e-051.04e-0339
GO:007134612Oral cavityLPcellular response to interferon-gamma48/4623118/187239.16e-051.15e-0348
GO:001908212Oral cavityLPviral protein processing17/462329/187231.02e-041.24e-0317
GO:004508811Oral cavityLPregulation of innate immune response78/4623218/187231.57e-041.78e-0378
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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
ICAM1ITGAL_ITGB2ICAM1_ITGAL_ITGB2ICAMBreastADJ
ICAM2ITGAL_ITGB2ICAM2_ITGAL_ITGB2ICAMBreastADJ
ICAM1ITGALICAM1_ITGALICAMBreastADJ
F11RITGAL_ITGB2JAM1_ITGAL_ITGB2JAMBreastADJ
ICAM1ITGAL_ITGB2ICAM1_ITGAL_ITGB2ICAMBreastDCIS
ICAM2ITGAL_ITGB2ICAM2_ITGAL_ITGB2ICAMBreastDCIS
ICAM1ITGALICAM1_ITGALICAMBreastDCIS
F11RITGAL_ITGB2JAM1_ITGAL_ITGB2JAMBreastDCIS
ICAM1ITGAL_ITGB2ICAM1_ITGAL_ITGB2ICAMBreastHealthy
ICAM2ITGAL_ITGB2ICAM2_ITGAL_ITGB2ICAMBreastHealthy
ICAM1ITGALICAM1_ITGALICAMBreastHealthy
ICAM1ITGAL_ITGB2ICAM1_ITGAL_ITGB2ICAMBreastIDC
ICAM2ITGAL_ITGB2ICAM2_ITGAL_ITGB2ICAMBreastIDC
ICAM1ITGALICAM1_ITGALICAMBreastIDC
F11RITGAL_ITGB2JAM1_ITGAL_ITGB2JAMBreastIDC
ICAM1ITGAL_ITGB2ICAM1_ITGAL_ITGB2ICAMCervixADJ
ICAM2ITGAL_ITGB2ICAM2_ITGAL_ITGB2ICAMCervixADJ
ICAM1ITGALICAM1_ITGALICAMCervixADJ
F11RITGAL_ITGB2JAM1_ITGAL_ITGB2JAMCervixADJ
ICAM1ITGAL_ITGB2ICAM1_ITGAL_ITGB2ICAMCervixCC
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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
GALSNVMissense_Mutationc.88G>Ap.Glu30Lysp.E30KP22466protein_codingdeleterious(0)probably_damaging(0.968)TCGA-A2-A0CW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
GALSNVMissense_Mutationc.142N>Tp.Val48Phep.V48FP22466protein_codingdeleterious(0)possibly_damaging(0.595)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GALSNVMissense_Mutationrs770751421c.115G>Ap.Ala39Thrp.A39TP22466protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A7UE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
GALSNVMissense_Mutationnovelc.62N>Tp.Ser21Phep.S21FP22466protein_codingdeleterious(0)benign(0.202)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
GALSNVMissense_Mutationrs540782765c.340N>Ap.Ala114Thrp.A114TP22466protein_codingtolerated(0.22)benign(0.055)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GALSNVMissense_Mutationrs762637870c.337N>Ap.Ala113Thrp.A113TP22466protein_codingtolerated(0.98)benign(0.003)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
GALSNVMissense_Mutationnovelc.50N>Tp.Ala17Valp.A17VP22466protein_codingtolerated(0.44)benign(0.14)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GALSNVMissense_Mutationrs762637870c.337G>Ap.Ala113Thrp.A113TP22466protein_codingtolerated(0.98)benign(0.003)TCGA-B5-A0JU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GALSNVMissense_Mutationnovelc.256A>Gp.Ile86Valp.I86VP22466protein_codingtolerated(0.77)benign(0.001)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
GALSNVMissense_Mutationrs778530092c.263N>Ap.Arg88Hisp.R88HP22466protein_codingtolerated(0.39)benign(0.026)TCGA-EO-A22R-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
51083GALDRUGGABLE GENOMESelective serotonin reuptake inhibitors
51083GALDRUGGABLE GENOMECORTISOLHYDROCORTISONE17982695
51083GALDRUGGABLE GENOMEopioids
51083GALDRUGGABLE GENOMEmirtazapineMIRTAZAPINE
51083GALDRUGGABLE GENOMEDHEAPRASTERONE12195234
51083GALDRUGGABLE GENOMEheroinDIACETYLMORPHINE
51083GALDRUGGABLE GENOMEIMMUNOTOXIN9189270
51083GALDRUGGABLE GENOMETRIIODOTHYRONINELIOTHYRONINE SODIUM12147214
51083GALDRUGGABLE GENOMEESTRADIOL BENZOATE14666144
51083GALDRUGGABLE GENOMEantidepressants
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