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: ITGB8

Gene summary for ITGB8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ITGB8

Gene ID

3696

Gene nameintegrin subunit beta 8
Gene AliasITGB8
Cytomap7p21.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P26012


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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
3696ITGB8CA_HPV_1HumanCervixCC3.50e-18-5.01e-010.0264
3696ITGB8CA_HPV_2HumanCervixCC2.31e-02-2.83e-010.0391
3696ITGB8CA_HPV_3HumanCervixCC2.79e-10-1.49e-010.0414
3696ITGB8HSIL_HPV_1HumanCervixHSIL_HPV1.98e-03-3.82e-010.0116
3696ITGB8N_HPV_1HumanCervixN_HPV1.86e-11-4.36e-010.0079
3696ITGB8CCI_2HumanCervixCC1.43e-037.54e-010.5249
3696ITGB8sample3HumanCervixCC1.23e-104.46e-020.1387
3696ITGB8H2HumanCervixHSIL_HPV4.91e-042.72e-010.0632
3696ITGB8T3HumanCervixCC7.91e-08-3.27e-020.1389
3696ITGB8AEH-subject1HumanEndometriumAEH9.85e-238.06e-01-0.3059
3696ITGB8AEH-subject2HumanEndometriumAEH2.25e-268.08e-01-0.2525
3696ITGB8AEH-subject3HumanEndometriumAEH3.30e-084.61e-01-0.2576
3696ITGB8AEH-subject4HumanEndometriumAEH2.51e-299.08e-01-0.2657
3696ITGB8AEH-subject5HumanEndometriumAEH2.66e-961.49e+00-0.2953
3696ITGB8EEC-subject1HumanEndometriumEEC4.43e-217.83e-01-0.2682
3696ITGB8EEC-subject2HumanEndometriumEEC7.78e-187.62e-01-0.2607
3696ITGB8EEC-subject3HumanEndometriumEEC3.61e-306.79e-01-0.2525
3696ITGB8EEC-subject4HumanEndometriumEEC2.95e-258.09e-01-0.2571
3696ITGB8EEC-subject5HumanEndometriumEEC1.06e-105.75e-01-0.249
3696ITGB8GSM5276934HumanEndometriumEEC1.57e-023.72e-01-0.0913
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:0030099112SkinSCCISmyeloid cell differentiation41/919381/187232.11e-061.09e-0441
GO:0001890111SkinSCCISplacenta development20/919144/187232.53e-057.02e-0420
GO:190313115SkinSCCISmononuclear cell differentiation39/919426/187231.42e-042.90e-0339
GO:0009615110SkinSCCISresponse to virus32/919367/187231.23e-031.45e-0232
GO:19013426SkinSCCISregulation of vasculature development30/919348/187232.05e-032.11e-0230
GO:006067412SkinSCCISplacenta blood vessel development6/91930/187232.97e-032.72e-026
GO:007163414SkinSCCISregulation of transforming growth factor beta production7/91941/187233.49e-033.11e-027
GO:007160414SkinSCCIStransforming growth factor beta production7/91943/187234.60e-033.82e-027
GO:00015706SkinSCCISvasculogenesis10/91980/187235.65e-034.44e-0210
GO:00457656SkinSCCISregulation of angiogenesis28/919342/187235.77e-034.48e-0228
GO:005121611SkinSCCIScartilage development18/919190/187235.86e-034.52e-0218
GO:007156017SkinSCCIScellular response to transforming growth factor beta stimulus22/919250/187236.00e-034.61e-0222
GO:006144811SkinSCCISconnective tissue development22/919252/187236.57e-034.89e-0222
GO:000961522SkincSCCresponse to virus152/4864367/187235.88e-112.75e-09152
GO:003009929SkincSCCmyeloid cell differentiation146/4864381/187236.38e-081.61e-06146
GO:006145825SkincSCCreproductive system development149/4864427/187232.30e-052.65e-04149
GO:004860824SkincSCCreproductive structure development148/4864424/187232.40e-052.74e-04148
GO:000189024SkincSCCplacenta development60/4864144/187232.84e-053.17e-0460
GO:000722924SkincSCCintegrin-mediated signaling pathway47/4864107/187234.21e-054.43e-0447
GO:007155917SkincSCCresponse to transforming growth factor beta95/4864256/187235.21e-055.31e-0495
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0451010CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0481016CervixCCRegulation of actin cytoskeleton64/1267229/84652.24e-072.59e-061.53e-0664
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa045147CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa0451014CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0481017CervixCCRegulation of actin cytoskeleton64/1267229/84652.24e-072.59e-061.53e-0664
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0451412CervixCCCell adhesion molecules36/1267157/84654.94e-031.67e-029.86e-0336
hsa0451421CervixHSIL_HPVCell adhesion molecules20/459157/84653.03e-043.06e-032.47e-0320
hsa045124CervixHSIL_HPVECM-receptor interaction12/45989/84652.95e-031.88e-021.52e-0212
hsa0451023CervixHSIL_HPVFocal adhesion21/459203/84653.24e-032.02e-021.63e-0221
hsa054127CervixHSIL_HPVArrhythmogenic right ventricular cardiomyopathy10/45977/84658.34e-034.70e-023.80e-0210
hsa0451431CervixHSIL_HPVCell adhesion molecules20/459157/84653.03e-043.06e-032.47e-0320
hsa0451211CervixHSIL_HPVECM-receptor interaction12/45989/84652.95e-031.88e-021.52e-0212
hsa0451033CervixHSIL_HPVFocal adhesion21/459203/84653.24e-032.02e-021.63e-0221
hsa0541212CervixHSIL_HPVArrhythmogenic right ventricular cardiomyopathy10/45977/84658.34e-034.70e-023.80e-0210
hsa0451441CervixN_HPVCell adhesion molecules18/349157/84657.71e-058.06e-046.30e-0418
hsa0451451CervixN_HPVCell adhesion molecules18/349157/84657.71e-058.06e-046.30e-0418
hsa0451015EndometriumAEHFocal adhesion58/1197203/84654.99e-087.37e-075.39e-0758
hsa0481018EndometriumAEHRegulation of actin cytoskeleton50/1197229/84659.08e-045.78e-034.23e-0350
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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
COL1A1ITGAV_ITGB8COL1A1_ITGAV_ITGB8COLLAGENBreastHealthy
COL1A2ITGAV_ITGB8COL1A2_ITGAV_ITGB8COLLAGENBreastHealthy
COL4A1ITGAV_ITGB8COL4A1_ITGAV_ITGB8COLLAGENBreastHealthy
COL4A2ITGAV_ITGB8COL4A2_ITGAV_ITGB8COLLAGENBreastHealthy
COL6A1ITGAV_ITGB8COL6A1_ITGAV_ITGB8COLLAGENBreastHealthy
COL6A2ITGAV_ITGB8COL6A2_ITGAV_ITGB8COLLAGENBreastHealthy
COL6A3ITGAV_ITGB8COL6A3_ITGAV_ITGB8COLLAGENBreastHealthy
LAMA2ITGAV_ITGB8LAMA2_ITGAV_ITGB8LAMININBreastHealthy
LAMA3ITGAV_ITGB8LAMA3_ITGAV_ITGB8LAMININBreastHealthy
LAMA4ITGAV_ITGB8LAMA4_ITGAV_ITGB8LAMININBreastHealthy
LAMB1ITGAV_ITGB8LAMB1_ITGAV_ITGB8LAMININBreastHealthy
LAMB2ITGAV_ITGB8LAMB2_ITGAV_ITGB8LAMININBreastHealthy
LAMB3ITGAV_ITGB8LAMB3_ITGAV_ITGB8LAMININBreastHealthy
LAMC1ITGAV_ITGB8LAMC1_ITGAV_ITGB8LAMININBreastHealthy
LAMC2ITGAV_ITGB8LAMC2_ITGAV_ITGB8LAMININBreastHealthy
FN1ITGAV_ITGB8FN1_ITGAV_ITGB8FN1BreastHealthy
COL1A1ITGAV_ITGB8COL1A1_ITGAV_ITGB8COLLAGENCervixADJ
COL1A2ITGAV_ITGB8COL1A2_ITGAV_ITGB8COLLAGENCervixADJ
COL4A1ITGAV_ITGB8COL4A1_ITGAV_ITGB8COLLAGENCervixADJ
COL4A2ITGAV_ITGB8COL4A2_ITGAV_ITGB8COLLAGENCervixADJ
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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
ITGB8SNVMissense_Mutationc.1760N>Tp.Ser587Leup.S587LP26012protein_codingtolerated(0.51)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ITGB8SNVMissense_Mutationc.1001N>Gp.Asp334Glyp.D334GP26012protein_codingdeleterious(0.01)benign(0.227)TCGA-AO-A0J2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ITGB8SNVMissense_Mutationnovelc.913N>Ap.Gly305Argp.G305RP26012protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ITGB8SNVMissense_Mutationc.1425N>Tp.Arg475Serp.R475SP26012protein_codingtolerated(0.74)benign(0.003)TCGA-BH-A1F0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ITGB8SNVMissense_Mutationc.575T>Cp.Val192Alap.V192AP26012protein_codingdeleterious(0)probably_damaging(0.995)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
ITGB8SNVMissense_Mutationnovelc.874C>Gp.Leu292Valp.L292VP26012protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-E9-A3QA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ITGB8deletionFrame_Shift_Delnovelc.1828delNp.Gly610GlufsTer74p.G610Efs*74P26012protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ITGB8SNVMissense_Mutationnovelc.109N>Tp.Leu37Phep.L37FP26012protein_codingtolerated(0.08)benign(0.003)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
ITGB8SNVMissense_Mutationrs370739263c.714G>Cp.Glu238Aspp.E238DP26012protein_codingtolerated(0.51)possibly_damaging(0.475)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ITGB8SNVMissense_Mutationc.1261N>Gp.Asn421Aspp.N421DP26012protein_codingtolerated(0.19)possibly_damaging(0.555)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
3696ITGB8DRUGGABLE GENOME, CELL SURFACEUS10035778, Example 16
3696ITGB8DRUGGABLE GENOME, CELL SURFACEUS10035778, Example 12
3696ITGB8DRUGGABLE GENOME, CELL SURFACEUS10035778, Example 1
3696ITGB8DRUGGABLE GENOME, CELL SURFACEinhibitor385612210
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