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: ITGA11

Gene summary for ITGA11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ITGA11

Gene ID

22801

Gene nameintegrin subunit alpha 11
Gene AliasHsT18964
Cytomap15q23
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

B3KTN6


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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
22801ITGA11ATC11HumanThyroidATC9.94e-091.02e+000.3386
22801ITGA11ATC12HumanThyroidATC4.14e-428.45e-010.34
22801ITGA11ATC13HumanThyroidATC3.28e-163.53e-010.34
22801ITGA11ATC3HumanThyroidATC2.42e-149.33e-010.338
22801ITGA11ATC4HumanThyroidATC2.05e-469.95e-010.34
22801ITGA11ATC5HumanThyroidATC5.37e-183.92e-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:003158928ThyroidATCcell-substrate adhesion195/6293363/187231.58e-151.17e-13195
GO:000150332ThyroidATCossification206/6293408/187239.23e-133.95e-11206
GO:0007160111ThyroidATCcell-matrix adhesion128/6293233/187231.49e-115.41e-10128
GO:000164932ThyroidATCosteoblast differentiation122/6293229/187236.04e-101.60e-08122
GO:000722919ThyroidATCintegrin-mediated signaling pathway63/6293107/187237.09e-081.24e-0663
GO:00336277ThyroidATCcell adhesion mediated by integrin39/629372/187232.59e-041.66e-0339
GO:000751716ThyroidATCmuscle organ development139/6293327/187234.45e-042.64e-03139
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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
COL1A1ITGA11_ITGB1COL1A1_ITGA11_ITGB1COLLAGENCervixADJ
COL1A2ITGA11_ITGB1COL1A2_ITGA11_ITGB1COLLAGENCervixADJ
COL4A1ITGA11_ITGB1COL4A1_ITGA11_ITGB1COLLAGENCervixADJ
COL4A2ITGA11_ITGB1COL4A2_ITGA11_ITGB1COLLAGENCervixADJ
COL6A1ITGA11_ITGB1COL6A1_ITGA11_ITGB1COLLAGENCervixADJ
COL6A2ITGA11_ITGB1COL6A2_ITGA11_ITGB1COLLAGENCervixADJ
COL6A3ITGA11_ITGB1COL6A3_ITGA11_ITGB1COLLAGENCervixADJ
COL1A1ITGA11_ITGB1COL1A1_ITGA11_ITGB1COLLAGENCervixCC
COL1A2ITGA11_ITGB1COL1A2_ITGA11_ITGB1COLLAGENCervixCC
COL4A1ITGA11_ITGB1COL4A1_ITGA11_ITGB1COLLAGENCervixCC
COL4A2ITGA11_ITGB1COL4A2_ITGA11_ITGB1COLLAGENCervixCC
COL4A5ITGA11_ITGB1COL4A5_ITGA11_ITGB1COLLAGENCervixCC
COL6A1ITGA11_ITGB1COL6A1_ITGA11_ITGB1COLLAGENCervixCC
COL6A2ITGA11_ITGB1COL6A2_ITGA11_ITGB1COLLAGENCervixCC
COL6A3ITGA11_ITGB1COL6A3_ITGA11_ITGB1COLLAGENCervixCC
COL9A2ITGA11_ITGB1COL9A2_ITGA11_ITGB1COLLAGENCervixCC
COL1A1ITGA11_ITGB1COL1A1_ITGA11_ITGB1COLLAGENCRCAD
COL1A2ITGA11_ITGB1COL1A2_ITGA11_ITGB1COLLAGENCRCAD
COL4A1ITGA11_ITGB1COL4A1_ITGA11_ITGB1COLLAGENCRCAD
COL4A2ITGA11_ITGB1COL4A2_ITGA11_ITGB1COLLAGENCRCAD
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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
ITGA11SNVMissense_Mutationnovelc.1999N>Cp.Thr667Prop.T667PQ9UKX5protein_codingdeleterious(0)probably_damaging(0.933)TCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
ITGA11SNVMissense_Mutationc.393N>Ap.Ser131Argp.S131RQ9UKX5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ITGA11SNVMissense_Mutationrs764191309c.2269C>Ap.Pro757Thrp.P757TQ9UKX5protein_codingtolerated(0.59)benign(0.328)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGA11SNVMissense_Mutationnovelc.2651N>Gp.Glu884Glyp.E884GQ9UKX5protein_codingtolerated(0.18)possibly_damaging(0.859)TCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ITGA11SNVMissense_Mutationrs754150729c.115N>Ap.Ala39Thrp.A39TQ9UKX5protein_codingtolerated(0.13)benign(0.121)TCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ITGA11SNVMissense_Mutationc.800N>Cp.Ile267Thrp.I267TQ9UKX5protein_codingdeleterious(0)possibly_damaging(0.737)TCGA-BH-A0C0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
ITGA11SNVMissense_Mutationnovelc.2737N>Ap.Glu913Lysp.E913KQ9UKX5protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ITGA11SNVMissense_Mutationrs748013291c.2387N>Ap.Arg796Glnp.R796QQ9UKX5protein_codingtolerated(0.34)benign(0.003)TCGA-E2-A1BD-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ITGA11SNVMissense_Mutationnovelc.1165N>Cp.Asp389Hisp.D389HQ9UKX5protein_codingdeleterious(0)probably_damaging(0.957)TCGA-OL-A5DA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ITGA11insertionNonsense_Mutationnovelc.192_193insGTCTAAGGGAAGAGGGTGCCTGGTTGGTGGCAp.Asn65ValfsTer2p.N65Vfs*2Q9UKX5protein_codingTCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
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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
22801ITGA11DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEIFN16697656
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