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: ITGB1

Gene summary for ITGB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ITGB1

Gene ID

3688

Gene nameintegrin subunit beta 1
Gene AliasCD29
Cytomap10p11.22
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P05556


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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
3688ITGB1GSM4909281HumanBreastIDC4.34e-296.91e-010.21
3688ITGB1GSM4909286HumanBreastIDC6.17e-05-1.13e-010.1081
3688ITGB1GSM4909293HumanBreastIDC6.18e-093.95e-010.1581
3688ITGB1GSM4909294HumanBreastIDC2.40e-05-3.46e-010.2022
3688ITGB1GSM4909296HumanBreastIDC8.97e-15-3.18e-010.1524
3688ITGB1GSM4909297HumanBreastIDC5.97e-15-3.30e-010.1517
3688ITGB1GSM4909298HumanBreastIDC8.01e-04-2.71e-010.1551
3688ITGB1GSM4909311HumanBreastIDC7.38e-35-4.57e-010.1534
3688ITGB1GSM4909312HumanBreastIDC1.47e-15-3.02e-010.1552
3688ITGB1GSM4909318HumanBreastIDC3.64e-04-6.36e-010.2031
3688ITGB1GSM4909319HumanBreastIDC4.41e-39-5.50e-010.1563
3688ITGB1GSM4909320HumanBreastIDC1.21e-02-2.71e-010.1575
3688ITGB1GSM4909321HumanBreastIDC1.89e-20-4.32e-010.1559
3688ITGB1brca3HumanBreastPrecancer1.26e-123.61e-01-0.0263
3688ITGB1NCCBC14HumanBreastDCIS7.87e-14-9.36e-020.2021
3688ITGB1NCCBC5HumanBreastDCIS3.33e-19-5.30e-010.2046
3688ITGB1P1HumanBreastIDC1.28e-16-2.56e-010.1527
3688ITGB1P2HumanBreastIDC1.55e-02-1.89e-010.21
3688ITGB1DCIS2HumanBreastDCIS2.53e-434.79e-010.0085
3688ITGB1AEH-subject2HumanEndometriumAEH1.25e-03-2.37e-01-0.2525
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:00190589BreastPrecancerviral life cycle47/1080317/187232.42e-091.99e-0747
GO:00444039BreastPrecancerbiological process involved in symbiotic interaction42/1080290/187233.40e-082.11e-0642
GO:00521269BreastPrecancermovement in host environment29/1080175/187232.59e-071.28e-0529
GO:00509006BreastPrecancerleukocyte migration47/1080369/187232.82e-071.39e-0547
GO:00517019BreastPrecancerbiological process involved in interaction with host31/1080203/187236.52e-072.71e-0531
GO:00444099BreastPrecancerentry into host25/1080151/187231.74e-066.19e-0525
GO:00467189BreastPrecancerviral entry into host cell24/1080144/187232.46e-068.35e-0524
GO:00420609BreastPrecancerwound healing48/1080422/187235.48e-061.63e-0448
GO:00106319BreastPrecancerepithelial cell migration40/1080357/187234.57e-059.71e-0440
GO:00901329BreastPrecancerepithelium migration40/1080360/187235.51e-051.14e-0340
GO:00435426BreastPrecancerendothelial cell migration33/1080279/187237.28e-051.44e-0333
GO:00901309BreastPrecancertissue migration40/1080365/187237.48e-051.47e-0340
GO:00093148BreastPrecancerresponse to radiation47/1080456/187238.39e-051.62e-0347
GO:00071597BreastPrecancerleukocyte cell-cell adhesion40/1080371/187231.07e-041.94e-0340
GO:00016678BreastPrecancerameboidal-type cell migration47/1080475/187232.19e-043.35e-0347
GO:19031313BreastPrecancermononuclear cell differentiation43/1080426/187232.61e-043.84e-0343
GO:0045766BreastPrecancerpositive regulation of angiogenesis23/1080181/187233.09e-044.43e-0323
GO:1904018BreastPrecancerpositive regulation of vasculature development23/1080181/187233.09e-044.43e-0323
GO:00160497BreastPrecancercell growth46/1080482/187235.63e-047.16e-0346
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513118BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0453018BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0414518BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
hsa0510018BreastPrecancerBacterial invasion of epithelial cells16/68477/84653.55e-042.80e-032.15e-0316
hsa0467018BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0520514BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa0513119BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0453019BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0414519BreastPrecancerPhagosome27/684152/84657.37e-056.85e-045.25e-0427
hsa0510019BreastPrecancerBacterial invasion of epithelial cells16/68477/84653.55e-042.80e-032.15e-0316
hsa0467019BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0520515BreastPrecancerProteoglycans in cancer30/684205/84651.00e-037.18e-035.50e-0330
hsa0453024BreastIDCTight junction38/867169/84652.07e-063.20e-052.39e-0538
hsa0513024BreastIDCPathogenic Escherichia coli infection42/867197/84652.66e-063.92e-052.94e-0542
hsa0520523BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0414522BreastIDCPhagosome34/867152/84658.00e-069.99e-057.48e-0534
hsa0513124BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0510024BreastIDCBacterial invasion of epithelial cells17/86777/84651.69e-031.19e-028.93e-0317
hsa0514012BreastIDCLeishmaniasis16/86777/84654.35e-032.57e-021.92e-0216
hsa0467024BreastIDCLeukocyte transendothelial migration21/867114/84655.41e-033.13e-022.34e-0221
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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
COL1A1ITGA1_ITGB1COL1A1_ITGA1_ITGB1COLLAGENBreastADJ
COL1A2ITGA1_ITGB1COL1A2_ITGA1_ITGB1COLLAGENBreastADJ
COL4A1ITGA1_ITGB1COL4A1_ITGA1_ITGB1COLLAGENBreastADJ
COL4A2ITGA1_ITGB1COL4A2_ITGA1_ITGB1COLLAGENBreastADJ
COL6A1ITGA1_ITGB1COL6A1_ITGA1_ITGB1COLLAGENBreastADJ
COL6A2ITGA1_ITGB1COL6A2_ITGA1_ITGB1COLLAGENBreastADJ
COL6A3ITGA1_ITGB1COL6A3_ITGA1_ITGB1COLLAGENBreastADJ
COL1A1ITGA2_ITGB1COL1A1_ITGA2_ITGB1COLLAGENBreastADJ
COL1A2ITGA2_ITGB1COL1A2_ITGA2_ITGB1COLLAGENBreastADJ
COL4A1ITGA2_ITGB1COL4A1_ITGA2_ITGB1COLLAGENBreastADJ
COL4A2ITGA2_ITGB1COL4A2_ITGA2_ITGB1COLLAGENBreastADJ
COL6A1ITGA2_ITGB1COL6A1_ITGA2_ITGB1COLLAGENBreastADJ
COL6A2ITGA2_ITGB1COL6A2_ITGA2_ITGB1COLLAGENBreastADJ
COL6A3ITGA2_ITGB1COL6A3_ITGA2_ITGB1COLLAGENBreastADJ
LAMA2ITGA1_ITGB1LAMA2_ITGA1_ITGB1LAMININBreastADJ
LAMA4ITGA1_ITGB1LAMA4_ITGA1_ITGB1LAMININBreastADJ
LAMB2ITGA1_ITGB1LAMB2_ITGA1_ITGB1LAMININBreastADJ
LAMB3ITGA1_ITGB1LAMB3_ITGA1_ITGB1LAMININBreastADJ
LAMC1ITGA1_ITGB1LAMC1_ITGA1_ITGB1LAMININBreastADJ
LAMC2ITGA1_ITGB1LAMC2_ITGA1_ITGB1LAMININBreastADJ
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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
ITGB1SNVMissense_Mutationc.2050N>Gp.Gln684Glup.Q684EP05556protein_codingtolerated(0.27)benign(0.006)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ITGB1SNVMissense_Mutationc.445A>Cp.Met149Leup.M149LP05556protein_codingdeleterious(0.03)benign(0.398)TCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
ITGB1SNVMissense_Mutationc.826T>Cp.Phe276Leup.F276LP05556protein_codingtolerated(0.09)probably_damaging(0.998)TCGA-BH-A1F6-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ITGB1SNVMissense_Mutationrs758287253c.1474N>Tp.Asn492Tyrp.N492YP05556protein_codingdeleterious(0)possibly_damaging(0.494)TCGA-E2-A14S-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
ITGB1insertionNonsense_Mutationnovelc.1500_1501insCAGCTCTAATCCTCATAACAGTCCTGTGCCTAGAAp.Glu501GlnfsTer3p.E501Qfs*3P05556protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ITGB1insertionNonsense_Mutationnovelc.560_561insCTCTAGATGACCTTCTTTGATTTTAGAGGCCTCTTAGTGGp.Val188SerfsTer3p.V188Sfs*3P05556protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ITGB1SNVMissense_Mutationnovelc.1982N>Ap.Cys661Tyrp.C661YP05556protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
ITGB1SNVMissense_Mutationc.337N>Gp.Gln113Glup.Q113EP05556protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ITGB1SNVMissense_Mutationnovelc.1480G>Cp.Gly494Argp.G494RP05556protein_codingdeleterious(0.01)probably_damaging(1)TCGA-MA-AA3Z-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ITGB1SNVMissense_Mutationnovelc.2216N>Cp.Gly739Alap.G739AP05556protein_codingtolerated(0.06)probably_damaging(0.999)TCGA-ZJ-AAXU-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
3688ITGB1DRUGGABLE GENOME, KINASE, CELL SURFACE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANEFIRATEGRASTFIRATEGRAST
3688ITGB1DRUGGABLE GENOME, KINASE, CELL SURFACE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANE131I-radretumab
3688ITGB1DRUGGABLE GENOME, KINASE, CELL SURFACE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANEinhibitorCHEMBL2109621ABITUZUMAB
3688ITGB1DRUGGABLE GENOME, KINASE, CELL SURFACE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANEantagonistCHEMBL2108061VOLOCIXIMAB
3688ITGB1DRUGGABLE GENOME, KINASE, CELL SURFACE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANEJSM 6427
3688ITGB1DRUGGABLE GENOME, KINASE, CELL SURFACE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANEinhibitor385612210
3688ITGB1DRUGGABLE GENOME, KINASE, CELL SURFACE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANEinhibitorCHEMBL1201607NATALIZUMAB
3688ITGB1DRUGGABLE GENOME, KINASE, CELL SURFACE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANEF200
3688ITGB1DRUGGABLE GENOME, KINASE, CELL SURFACE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANER1295
3688ITGB1DRUGGABLE GENOME, KINASE, CELL SURFACE, TUMOR SUPPRESSOR, EXTERNAL SIDE OF PLASMA MEMBRANEGLPG0187GLPG-0187
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