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: ITGA7

Gene summary for ITGA7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ITGA7

Gene ID

3679

Gene nameintegrin subunit alpha 7
Gene AliasITGA7
Cytomap12q13.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q13683


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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
3679ITGA7male-WTAHumanThyroidPTC5.85e-061.23e-010.1037
3679ITGA7PTC01HumanThyroidPTC5.14e-038.10e-020.1899
3679ITGA7PTC06HumanThyroidPTC4.93e-041.26e-010.2057
3679ITGA7PTC07HumanThyroidPTC2.56e-041.33e-010.2044
3679ITGA7ATC13HumanThyroidATC8.04e-386.92e-010.34
3679ITGA7ATC5HumanThyroidATC6.03e-407.72e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0022604112ThyroidPTCregulation of cell morphogenesis165/5968309/187232.60e-151.82e-13165
GO:0008360111ThyroidPTCregulation of cell shape86/5968154/187236.22e-101.95e-0886
GO:0031589111ThyroidPTCcell-substrate adhesion169/5968363/187232.73e-097.57e-08169
GO:000716020ThyroidPTCcell-matrix adhesion109/5968233/187231.28e-061.84e-05109
GO:000722918ThyroidPTCintegrin-mediated signaling pathway55/5968107/187232.07e-052.08e-0455
GO:000736910ThyroidPTCgastrulation84/5968185/187237.58e-056.52e-0484
GO:00017046ThyroidPTCformation of primary germ layer57/5968121/187233.23e-042.23e-0357
GO:000749213ThyroidPTCendoderm development39/596877/187234.64e-043.06e-0339
GO:00017066ThyroidPTCendoderm formation29/596854/187237.17e-044.48e-0329
GO:00359875ThyroidPTCendodermal cell differentiation24/596845/187232.28e-031.20e-0224
GO:003158928ThyroidATCcell-substrate adhesion195/6293363/187231.58e-151.17e-13195
GO:002260429ThyroidATCregulation of cell morphogenesis171/6293309/187232.36e-151.70e-13171
GO:0007160111ThyroidATCcell-matrix adhesion128/6293233/187231.49e-115.41e-10128
GO:000836026ThyroidATCregulation of cell shape91/6293154/187237.33e-112.31e-0991
GO:000722919ThyroidATCintegrin-mediated signaling pathway63/6293107/187237.09e-081.24e-0663
GO:000736915ThyroidATCgastrulation90/6293185/187231.54e-051.43e-0490
GO:003598712ThyroidATCendodermal cell differentiation28/629345/187237.91e-055.95e-0428
GO:000170612ThyroidATCendoderm formation32/629354/187239.72e-057.10e-0432
GO:000749222ThyroidATCendoderm development42/629377/187231.24e-048.82e-0442
GO:000170414ThyroidATCformation of primary germ layer60/6293121/187231.96e-041.31e-0360
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
LAMA2ITGA7_ITGB1LAMA2_ITGA7_ITGB1LAMININBreastDCIS
LAMA3ITGA7_ITGB1LAMA3_ITGA7_ITGB1LAMININBreastDCIS
LAMA4ITGA7_ITGB1LAMA4_ITGA7_ITGB1LAMININBreastDCIS
LAMB1ITGA7_ITGB1LAMB1_ITGA7_ITGB1LAMININBreastDCIS
LAMB2ITGA7_ITGB1LAMB2_ITGA7_ITGB1LAMININBreastDCIS
LAMC1ITGA7_ITGB1LAMC1_ITGA7_ITGB1LAMININBreastDCIS
LAMA2ITGA7_ITGB1LAMA2_ITGA7_ITGB1LAMININBreastHealthy
LAMA3ITGA7_ITGB1LAMA3_ITGA7_ITGB1LAMININBreastHealthy
LAMA4ITGA7_ITGB1LAMA4_ITGA7_ITGB1LAMININBreastHealthy
LAMB1ITGA7_ITGB1LAMB1_ITGA7_ITGB1LAMININBreastHealthy
LAMB2ITGA7_ITGB1LAMB2_ITGA7_ITGB1LAMININBreastHealthy
LAMB3ITGA7_ITGB1LAMB3_ITGA7_ITGB1LAMININBreastHealthy
LAMC1ITGA7_ITGB1LAMC1_ITGA7_ITGB1LAMININBreastHealthy
LAMC2ITGA7_ITGB1LAMC2_ITGA7_ITGB1LAMININBreastHealthy
LAMA2ITGA7_ITGB1LAMA2_ITGA7_ITGB1LAMININCervixADJ
LAMA3ITGA7_ITGB1LAMA3_ITGA7_ITGB1LAMININCervixADJ
LAMA4ITGA7_ITGB1LAMA4_ITGA7_ITGB1LAMININCervixADJ
LAMA5ITGA7_ITGB1LAMA5_ITGA7_ITGB1LAMININCervixADJ
LAMB1ITGA7_ITGB1LAMB1_ITGA7_ITGB1LAMININCervixADJ
LAMB2ITGA7_ITGB1LAMB2_ITGA7_ITGB1LAMININCervixADJ
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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
ITGA7SNVMissense_Mutationrs772845920c.2351N>Ap.Val784Glup.V784EQ13683protein_codingdeleterious(0)possibly_damaging(0.586)TCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
ITGA7SNVMissense_Mutationc.2914N>Cp.Asp972Hisp.D972HQ13683protein_codingdeleterious(0)probably_damaging(0.975)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGA7SNVMissense_Mutationc.385N>Tp.Arg129Trpp.R129WQ13683protein_codingdeleterious(0)possibly_damaging(0.84)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGA7SNVMissense_Mutationc.1477N>Ap.Asp493Asnp.D493NQ13683protein_codingdeleterious(0.03)probably_damaging(0.97)TCGA-AO-A03P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozolePD
ITGA7SNVMissense_Mutationnovelc.2803N>Cp.Ser935Argp.S935RQ13683protein_codingtolerated(0.11)benign(0.386)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGA7insertionFrame_Shift_Insnovelc.2989_2990insTCGAGACCAGCCTGGACAACATGGTGAAAp.Ser997PhefsTer14p.S997Ffs*14Q13683protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGA7insertionIn_Frame_Insnovelc.2998_2999insAAATCAp.Val1000delinsGluIleMetp.V1000delinsEIMQ13683protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ITGA7insertionFrame_Shift_Insnovelc.2997_2998insAAAAAp.Val1000LysfsTer3p.V1000Kfs*3Q13683protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ITGA7insertionFrame_Shift_Insnovelc.2349_2350insAAp.Val784LysfsTer2p.V784Kfs*2Q13683protein_codingTCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
ITGA7insertionNonsense_Mutationnovelc.373_374insTTCATGTTAAGTp.Gly125delinsValHisValLysTerp.G125delinsVHVK*Q13683protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=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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