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: ITGA10

Gene summary for ITGA10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ITGA10

Gene ID

8515

Gene nameintegrin subunit alpha 10
Gene AliasPRO827
Cytomap1q21.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

B4E282


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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
8515ITGA10ATC11HumanThyroidATC3.71e-057.14e-010.3386
8515ITGA10ATC12HumanThyroidATC4.84e-631.29e+000.34
8515ITGA10ATC3HumanThyroidATC5.97e-086.02e-010.338
8515ITGA10ATC4HumanThyroidATC1.29e-701.46e+000.34
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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:0007160111ThyroidATCcell-matrix adhesion128/6293233/187231.49e-115.41e-10128
GO:000722919ThyroidATCintegrin-mediated signaling pathway63/6293107/187237.09e-081.24e-0663
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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
COL1A1ITGA10_ITGB1COL1A1_ITGA10_ITGB1COLLAGENLiverPrecancer
COL1A2ITGA10_ITGB1COL1A2_ITGA10_ITGB1COLLAGENLiverPrecancer
COL4A1ITGA10_ITGB1COL4A1_ITGA10_ITGB1COLLAGENLiverPrecancer
COL4A2ITGA10_ITGB1COL4A2_ITGA10_ITGB1COLLAGENLiverPrecancer
COL4A3ITGA10_ITGB1COL4A3_ITGA10_ITGB1COLLAGENLiverPrecancer
COL4A4ITGA10_ITGB1COL4A4_ITGA10_ITGB1COLLAGENLiverPrecancer
COL6A1ITGA10_ITGB1COL6A1_ITGA10_ITGB1COLLAGENLiverPrecancer
COL6A2ITGA10_ITGB1COL6A2_ITGA10_ITGB1COLLAGENLiverPrecancer
COL6A3ITGA10_ITGB1COL6A3_ITGA10_ITGB1COLLAGENLiverPrecancer
COL1A1ITGA10_ITGB1COL1A1_ITGA10_ITGB1COLLAGENTHCAADJ
COL1A2ITGA10_ITGB1COL1A2_ITGA10_ITGB1COLLAGENTHCAADJ
COL4A1ITGA10_ITGB1COL4A1_ITGA10_ITGB1COLLAGENTHCAADJ
COL4A2ITGA10_ITGB1COL4A2_ITGA10_ITGB1COLLAGENTHCAADJ
COL4A3ITGA10_ITGB1COL4A3_ITGA10_ITGB1COLLAGENTHCAADJ
COL6A1ITGA10_ITGB1COL6A1_ITGA10_ITGB1COLLAGENTHCAADJ
COL6A2ITGA10_ITGB1COL6A2_ITGA10_ITGB1COLLAGENTHCAADJ
COL6A3ITGA10_ITGB1COL6A3_ITGA10_ITGB1COLLAGENTHCAADJ
COL9A2ITGA10_ITGB1COL9A2_ITGA10_ITGB1COLLAGENTHCAADJ
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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
ITGA10SNVMissense_Mutationc.2081N>Gp.His694Argp.H694RO75578protein_codingtolerated(0.82)benign(0)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGA10SNVMissense_Mutationnovelc.2014N>Ap.Glu672Lysp.E672KO75578protein_codingdeleterious(0.03)possibly_damaging(0.555)TCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGA10SNVMissense_Mutationnovelc.1045G>Ap.Ala349Thrp.A349TO75578protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGA10SNVMissense_Mutationc.202N>Tp.Asp68Tyrp.D68YO75578protein_codingtolerated(0.21)benign(0.02)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ITGA10SNVMissense_Mutationc.661G>Ap.Asp221Asnp.D221NO75578protein_codingdeleterious(0.04)possibly_damaging(0.734)TCGA-AR-A1AR-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDocetaxelPD
ITGA10SNVMissense_Mutationc.1331N>Tp.Arg444Leup.R444LO75578protein_codingtolerated(0.29)benign(0.021)TCGA-AR-A5QP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ITGA10SNVMissense_Mutationnovelc.3206N>Gp.Val1069Glyp.V1069GO75578protein_codingdeleterious(0)benign(0.397)TCGA-B6-A1KF-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGA10SNVMissense_Mutationnovelc.3206N>Gp.Val1069Glyp.V1069GO75578protein_codingdeleterious(0)benign(0.397)TCGA-BH-A1FH-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ITGA10SNVMissense_Mutationnovelc.3206N>Gp.Val1069Glyp.V1069GO75578protein_codingdeleterious(0)benign(0.397)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
ITGA10SNVMissense_Mutationnovelc.3206N>Gp.Val1069Glyp.V1069GO75578protein_codingdeleterious(0)benign(0.397)TCGA-D8-A1X7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyHormone Therapydoxorubicine+cyclophosphamide+tamoxifenSD
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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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