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: ITGAL

Gene summary for ITGAL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ITGAL

Gene ID

3683

Gene nameintegrin subunit alpha L
Gene AliasCD11A
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P20701


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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
3683ITGALHCC1_MengHumanLiverHCC1.55e-078.88e-040.0246
3683ITGALHCC1HumanLiverHCC7.29e-121.80e+000.5336
3683ITGALHCC2HumanLiverHCC1.93e-141.12e+000.5341
3683ITGALHCC5HumanLiverHCC4.04e-241.74e+000.4932
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:003158922LiverHCCcell-substrate adhesion188/7958363/187232.00e-041.55e-03188
GO:000716021LiverHCCcell-matrix adhesion123/7958233/187239.34e-045.47e-03123
GO:00072292LiverHCCintegrin-mediated signaling pathway60/7958107/187233.15e-031.46e-0260
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516921LiverHCCEpstein-Barr virus infection128/4020202/84653.17e-062.79e-051.55e-05128
hsa0516622LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa0481041LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0467042LiverHCCLeukocyte transendothelial migration68/4020114/84655.79e-031.64e-029.15e-0368
hsa0516931LiverHCCEpstein-Barr virus infection128/4020202/84653.17e-062.79e-051.55e-05128
hsa0516632LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa0481051LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0467052LiverHCCLeukocyte transendothelial migration68/4020114/84655.79e-031.64e-029.15e-0368
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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
ITGALSNVMissense_Mutationrs749865362c.2381G>Ap.Arg794Hisp.R794HP20701protein_codingtolerated(0.61)benign(0.003)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGALSNVMissense_Mutationc.2905N>Ap.Leu969Metp.L969MP20701protein_codingdeleterious(0.04)possibly_damaging(0.822)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ITGALSNVMissense_Mutationc.38N>Cp.Leu13Prop.L13PP20701protein_codingdeleterious(0)possibly_damaging(0.692)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ITGALSNVMissense_Mutationrs867203540c.805N>Ap.Asp269Asnp.D269NP20701protein_codingdeleterious(0.01)possibly_damaging(0.69)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGALSNVMissense_Mutationnovelc.163G>Ap.Gly55Argp.G55RP20701protein_codingtolerated(0.35)benign(0.003)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
ITGALSNVMissense_Mutationnovelc.62C>Tp.Ala21Valp.A21VP20701protein_codingtolerated(0.08)benign(0.017)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ITGALSNVMissense_Mutationrs145951975c.1253C>Tp.Ser418Leup.S418LP20701protein_codingtolerated(0.21)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ITGALSNVMissense_Mutationrs757400430c.413G>Tp.Gly138Valp.G138VP20701protein_codingtolerated(0.13)possibly_damaging(0.575)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
ITGALSNVMissense_Mutationrs145951975c.1253N>Tp.Ser418Leup.S418LP20701protein_codingtolerated(0.21)benign(0.003)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ITGALSNVMissense_Mutationc.832N>Tp.Asp278Tyrp.D278YP20701protein_codingdeleterious(0.01)possibly_damaging(0.795)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
3683ITGALEXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMECASEARINONE BCASEARINONE B9322361
3683ITGALEXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEBUSULFANBUSULFAN9389690
3683ITGALEXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEEFALIZUMABEFALIZUMAB
3683ITGALEXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEantagonist187051834LIFITEGRAST
3683ITGALEXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOME5-FUFLUOROURACIL8888499
3683ITGALEXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEANTITHYMOCYTE GLOBULIN
3683ITGALEXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMECASEARINOL BCASEARINOL B9322361
3683ITGALEXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEinhibitor348353679
3683ITGALEXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEantibody340590228ROVELIZUMAB
3683ITGALEXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEEfalizumabEFALIZUMAB
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