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: ITGA5

Gene summary for ITGA5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ITGA5

Gene ID

3678

Gene nameintegrin subunit alpha 5
Gene AliasCD49e
Cytomap12q13.13
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

B2R627


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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
3678ITGA5LZE4THumanEsophagusESCC4.45e-053.84e-010.0811
3678ITGA5LZE24THumanEsophagusESCC9.35e-041.95e-010.0596
3678ITGA5LZE6THumanEsophagusESCC8.11e-095.24e-010.0845
3678ITGA5P2T-EHumanEsophagusESCC8.43e-082.18e-010.1177
3678ITGA5P4T-EHumanEsophagusESCC2.15e-134.61e-010.1323
3678ITGA5P5T-EHumanEsophagusESCC2.28e-631.36e+000.1327
3678ITGA5P9T-EHumanEsophagusESCC1.54e-033.43e-010.1131
3678ITGA5P11T-EHumanEsophagusESCC6.51e-126.86e-010.1426
3678ITGA5P15T-EHumanEsophagusESCC9.33e-093.94e-010.1149
3678ITGA5P17T-EHumanEsophagusESCC1.84e-076.03e-010.1278
3678ITGA5P19T-EHumanEsophagusESCC1.19e-048.04e-010.1662
3678ITGA5P21T-EHumanEsophagusESCC9.51e-135.03e-010.1617
3678ITGA5P22T-EHumanEsophagusESCC5.11e-051.91e-010.1236
3678ITGA5P23T-EHumanEsophagusESCC7.43e-074.95e-010.108
3678ITGA5P24T-EHumanEsophagusESCC1.62e-114.37e-010.1287
3678ITGA5P26T-EHumanEsophagusESCC2.34e-267.29e-010.1276
3678ITGA5P28T-EHumanEsophagusESCC2.01e-083.60e-010.1149
3678ITGA5P31T-EHumanEsophagusESCC1.95e-062.56e-010.1251
3678ITGA5P32T-EHumanEsophagusESCC5.37e-391.03e+000.1666
3678ITGA5P36T-EHumanEsophagusESCC1.06e-221.05e+000.1187
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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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:0044403111EsophagusESCCbiological process involved in symbiotic interaction186/8552290/187231.43e-104.16e-09186
GO:0051701111EsophagusESCCbiological process involved in interaction with host135/8552203/187231.49e-093.49e-08135
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:0052126111EsophagusESCCmovement in host environment117/8552175/187231.14e-082.26e-07117
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:00073698EsophagusESCCgastrulation115/8552185/187234.35e-064.64e-05115
GO:0044409111EsophagusESCCentry into host96/8552151/187236.73e-066.84e-0596
GO:00074926EsophagusESCCendoderm development54/855277/187231.20e-051.12e-0454
GO:00020115EsophagusESCCmorphogenesis of an epithelial sheet42/855257/187231.62e-051.45e-0442
GO:004671827EsophagusESCCviral entry into host cell89/8552144/187236.84e-055.18e-0489
GO:20002093EsophagusESCCregulation of anoikis20/855224/187231.69e-041.11e-0320
GO:00017064EsophagusESCCendoderm formation38/855254/187232.08e-041.31e-0338
GO:00017044EsophagusESCCformation of primary germ layer75/8552121/187232.17e-041.36e-0375
GO:00432761EsophagusESCCanoikis26/855234/187232.53e-041.55e-0326
GO:00443197EsophagusESCCwound healing, spreading of cells26/855234/187232.53e-041.55e-0326
GO:00905057EsophagusESCCepiboly involved in wound healing26/855234/187232.53e-041.55e-0326
GO:00072299EsophagusESCCintegrin-mediated signaling pathway67/8552107/187233.03e-041.81e-0367
GO:00359873EsophagusESCCendodermal cell differentiation32/855245/187234.87e-042.70e-0332
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0513526EsophagusESCCYersinia infection100/4205137/84651.80e-081.59e-078.12e-08100
hsa0520529EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa05100211EsophagusESCCBacterial invasion of epithelial cells59/420577/84651.05e-066.76e-063.46e-0659
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0451020EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa0481028EsophagusESCCRegulation of actin cytoskeleton133/4205229/84655.94e-031.48e-027.56e-03133
hsa051339EsophagusESCCPertussis48/420576/84651.21e-022.77e-021.42e-0248
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa05135111EsophagusESCCYersinia infection100/4205137/84651.80e-081.59e-078.12e-08100
hsa0520537EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa05100310EsophagusESCCBacterial invasion of epithelial cells59/420577/84651.05e-066.76e-063.46e-0659
hsa04145114EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa04510111EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa04810112EsophagusESCCRegulation of actin cytoskeleton133/4205229/84655.94e-031.48e-027.56e-03133
hsa0513314EsophagusESCCPertussis48/420576/84651.21e-022.77e-021.42e-0248
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
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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
NAMPTITGA5_ITGB1NAMPT_ITGA5_ITGB1VISFATINBreastADJ
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTBreastADJ
ANGPTL2ITGA5_ITGB1ANGPTL2_ITGA5_ITGB1ANGPTLBreastADJ
ANGPTL4ITGA5_ITGB1ANGPTL4_ITGA5_ITGB1ANGPTLBreastADJ
FN1ITGA5_ITGB1FN1_ITGA5_ITGB1FN1BreastADJ
SPP1ITGA5_ITGB1SPP1_ITGA5_ITGB1SPP1BreastDCIS
FN1ITGA5_ITGB1FN1_ITGA5_ITGB1FN1BreastDCIS
NAMPTITGA5_ITGB1NAMPT_ITGA5_ITGB1VISFATINBreastDCIS
ANGPTL2ITGA5_ITGB1ANGPTL2_ITGA5_ITGB1ANGPTLBreastDCIS
ANGPTL4ITGA5_ITGB1ANGPTL4_ITGA5_ITGB1ANGPTLBreastDCIS
CD40LGITGA5_ITGB1CD40LG_ITGA5_ITGB1CD40BreastDCIS
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTBreastDCIS
NAMPTITGA5_ITGB1NAMPT_ITGA5_ITGB1VISFATINBreastHealthy
ANGPT2ITGA5_ITGB1ANGPT2_ITGA5_ITGB1ANGPTBreastHealthy
FN1ITGA5_ITGB1FN1_ITGA5_ITGB1FN1BreastHealthy
ANGPTL2ITGA5_ITGB1ANGPTL2_ITGA5_ITGB1ANGPTLBreastHealthy
ANGPTL4ITGA5_ITGB1ANGPTL4_ITGA5_ITGB1ANGPTLBreastHealthy
CD40LGITGA5_ITGB1CD40LG_ITGA5_ITGB1CD40BreastHealthy
FN1ITGA5_ITGB1FN1_ITGA5_ITGB1FN1BreastIDC
NAMPTITGA5_ITGB1NAMPT_ITGA5_ITGB1VISFATINBreastIDC
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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
ITGA5SNVMissense_Mutationrs767288282c.2588N>Cp.Arg863Thrp.R863TP08648protein_codingtolerated(0.34)benign(0.079)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ITGA5SNVMissense_Mutationnovelc.1393N>Tp.Asp465Tyrp.D465YP08648protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGA5SNVMissense_Mutationc.376N>Cp.Ser126Prop.S126PP08648protein_codingtolerated(0.14)benign(0.333)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ITGA5SNVMissense_Mutationrs762335174c.1003N>Ap.Val335Ilep.V335IP08648protein_codingtolerated(1)benign(0.003)TCGA-C8-A12W-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ITGA5SNVMissense_Mutationnovelc.2180N>Ap.Arg727Hisp.R727HP08648protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ITGA5SNVMissense_Mutationnovelc.2755N>Ap.Leu919Metp.L919MP08648protein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-C5-A2M1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ITGA5SNVMissense_Mutationnovelc.1453N>Cp.Val485Leup.V485LP08648protein_codingtolerated(0.06)benign(0.014)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
ITGA5SNVMissense_Mutationnovelc.355N>Tp.Arg119Trpp.R119WP08648protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3872-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
ITGA5SNVMissense_Mutationnovelc.217N>Ap.Gly73Argp.G73RP08648protein_codingtolerated(0.39)benign(0.02)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ITGA5SNVMissense_Mutationc.1099N>Tp.Val367Phep.V367FP08648protein_codingdeleterious(0)possibly_damaging(0.633)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
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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
3678ITGA5DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEantagonistCHEMBL2108061VOLOCIXIMAB
3678ITGA5DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEF200
3678ITGA5DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEantibodyPF-04605412PF-04605412
3678ITGA5DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEGLPG0187GLPG-0187
3678ITGA5DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEJSM 6427
3678ITGA5DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEantibodyVITAXINETARACIZUMAB
3678ITGA5DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEJSM 6427
3678ITGA5DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEM-CSFCILMOSTIM11061591
3678ITGA5DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEDMSODIMETHYL SULFOXIDE9678720
3678ITGA5DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEantibodyVOLOCIXIMABVOLOCIXIMAB
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