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: ALS2

Gene summary for ALS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALS2

Gene ID

57679

Gene namealsin Rho guanine nucleotide exchange factor ALS2
Gene AliasALS2CR6
Cytomap2q33.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q96Q42


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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
57679ALS2LZE24THumanEsophagusESCC3.72e-067.55e-020.0596
57679ALS2P2T-EHumanEsophagusESCC2.51e-051.06e-010.1177
57679ALS2P4T-EHumanEsophagusESCC1.11e-091.31e-010.1323
57679ALS2P8T-EHumanEsophagusESCC6.09e-161.03e-010.0889
57679ALS2P9T-EHumanEsophagusESCC2.66e-036.23e-020.1131
57679ALS2P10T-EHumanEsophagusESCC4.26e-081.51e-010.116
57679ALS2P12T-EHumanEsophagusESCC4.39e-111.97e-010.1122
57679ALS2P15T-EHumanEsophagusESCC8.18e-081.78e-010.1149
57679ALS2P16T-EHumanEsophagusESCC2.23e-071.18e-010.1153
57679ALS2P21T-EHumanEsophagusESCC2.14e-071.26e-010.1617
57679ALS2P22T-EHumanEsophagusESCC3.99e-068.78e-020.1236
57679ALS2P24T-EHumanEsophagusESCC3.38e-117.69e-020.1287
57679ALS2P26T-EHumanEsophagusESCC4.84e-121.12e-010.1276
57679ALS2P27T-EHumanEsophagusESCC1.79e-067.09e-020.1055
57679ALS2P28T-EHumanEsophagusESCC2.10e-121.11e-010.1149
57679ALS2P30T-EHumanEsophagusESCC2.97e-042.03e-010.137
57679ALS2P31T-EHumanEsophagusESCC1.16e-076.93e-020.1251
57679ALS2P32T-EHumanEsophagusESCC1.73e-101.39e-010.1666
57679ALS2P36T-EHumanEsophagusESCC2.52e-039.60e-020.1187
57679ALS2P37T-EHumanEsophagusESCC1.07e-061.32e-010.1371
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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:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:000703214EsophagusESCCendosome organization61/855282/187231.13e-071.85e-0661
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:00719029EsophagusESCCpositive regulation of protein serine/threonine kinase activity124/8552200/187232.27e-062.61e-05124
GO:004586018EsophagusESCCpositive regulation of protein kinase activity219/8552386/187236.91e-066.97e-05219
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:004311218EsophagusESCCreceptor metabolic process104/8552166/187237.44e-067.37e-05104
GO:00166019EsophagusESCCRac protein signal transduction33/855242/187231.35e-051.23e-0433
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:00018813EsophagusESCCreceptor recycling25/855233/187234.30e-042.43e-0325
GO:0035020EsophagusESCCregulation of Rac protein signal transduction17/855221/187231.03e-035.19e-0317
GO:00465789EsophagusESCCregulation of Ras protein signal transduction106/8552189/187232.49e-031.08e-02106
GO:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
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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
ALS2SNVMissense_Mutationc.1234N>Ap.Glu412Lysp.E412KQ96Q42protein_codingtolerated(0.18)possibly_damaging(0.718)TCGA-A7-A26E-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
ALS2SNVMissense_Mutationc.2334N>Gp.Phe778Leup.F778LQ96Q42protein_codingtolerated(0.08)probably_damaging(0.984)TCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ALS2SNVMissense_Mutationnovelc.3020C>Ap.Ala1007Aspp.A1007DQ96Q42protein_codingdeleterious(0)possibly_damaging(0.54)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ALS2SNVMissense_Mutationc.1964N>Cp.Gly655Alap.G655AQ96Q42protein_codingtolerated(0.5)benign(0.013)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ALS2SNVMissense_Mutationc.4522N>Ap.Val1508Ilep.V1508IQ96Q42protein_codingtolerated(0.37)benign(0.145)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
ALS2insertionFrame_Shift_Insnovelc.1529_1530insTGAGGCAGGTGGATp.Pro511GlufsTer19p.P511Efs*19Q96Q42protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
ALS2insertionNonsense_Mutationnovelc.3259_3260insTCTCCTTCTATTCCCACAGTTTAAGCCAATGATTAAGCp.Tyr1087PhefsTer11p.Y1087Ffs*11Q96Q42protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
ALS2insertionNonsense_Mutationnovelc.936_937insTACTTATAAAp.Thr313TyrfsTer3p.T313Yfs*3Q96Q42protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ALS2SNVMissense_Mutationrs765296378c.2734C>Tp.Arg912Cysp.R912CQ96Q42protein_codingtolerated(0.1)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ALS2SNVMissense_Mutationc.1039G>Ap.Glu347Lysp.E347KQ96Q42protein_codingtolerated(0.09)benign(0.015)TCGA-LP-A4AW-01Cervixcervical & endocervical cancerFemale<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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