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: ITGA9

Gene summary for ITGA9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ITGA9

Gene ID

3680

Gene nameintegrin subunit alpha 9
Gene AliasALPHA-RLC
Cytomap3p22.2
Gene Typeprotein-coding
GO ID

GO:0006950

UniProtAcc

Q13797


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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
3680ITGA9HTA11_866_3004761011HumanColorectumAD9.90e-043.35e-010.096
3680ITGA9HTA11_6818_2000001021HumanColorectumAD1.77e-023.19e-010.0588
3680ITGA9HTA11_99999965104_69814HumanColorectumMSS5.11e-149.41e-010.281
3680ITGA9F007HumanColorectumFAP4.22e-025.37e-010.1176
3680ITGA9A002-C-010HumanColorectumFAP1.58e-197.19e-010.242
3680ITGA9A001-C-207HumanColorectumFAP2.19e-076.78e-010.1278
3680ITGA9A002-C-203HumanColorectumFAP1.75e-157.51e-010.2786
3680ITGA9A001-C-108HumanColorectumFAP2.06e-054.51e-01-0.0272
3680ITGA9A001-C-104HumanColorectumFAP5.13e-106.06e-010.0184
3680ITGA9A001-C-014HumanColorectumFAP1.21e-055.59e-010.0135
3680ITGA9A002-C-016HumanColorectumFAP7.13e-043.71e-010.0521
3680ITGA9A001-C-007HumanColorectumCRC3.59e-056.76e-010.1899
3680ITGA9A002-C-116HumanColorectumFAP4.20e-022.06e-01-0.0452
3680ITGA9A014-C-008HumanColorectumFAP1.05e-045.45e-01-0.191
3680ITGA9F034HumanColorectumFAP1.18e-033.31e-01-0.0665
3680ITGA9P12T-EHumanEsophagusESCC1.38e-027.28e-020.1122
3680ITGA9P16T-EHumanEsophagusESCC1.00e-315.42e-010.1153
3680ITGA9P56T-EHumanEsophagusESCC1.26e-121.30e+000.1613
3680ITGA9P76T-EHumanEsophagusESCC9.57e-082.47e-010.1207
3680ITGA9RNA-P25T1-P25T1-1HumanLungAIS1.81e-022.89e-01-0.2116
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:00420602ColorectumMSSwound healing119/3467422/187235.93e-072.24e-05119
GO:00420604ColorectumFAPwound healing99/2622422/187239.50e-086.33e-0699
GO:0007229ColorectumFAPintegrin-mediated signaling pathway30/2622107/187231.10e-041.81e-0330
GO:00420605ColorectumCRCwound healing80/2078422/187231.06e-066.54e-0580
GO:00072291ColorectumCRCintegrin-mediated signaling pathway24/2078107/187235.65e-047.79e-0324
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:00072299EsophagusESCCintegrin-mediated signaling pathway67/8552107/187233.03e-041.81e-0367
GO:00072294LungIACintegrin-mediated signaling pathway28/2061107/187239.18e-063.06e-0428
GO:00420608LungIACwound healing76/2061422/187231.01e-053.23e-0476
GO:000722912LungAISintegrin-mediated signaling pathway28/1849107/187231.11e-067.51e-0528
GO:004206013LungAISwound healing71/1849422/187235.32e-062.52e-0471
GO:004206023LungMIACwound healing41/967422/187237.92e-053.66e-0341
GO:000722921LungMIACintegrin-mediated signaling pathway13/967107/187233.46e-034.43e-0213
GO:0042060112ThyroidPTCwound healing190/5968422/187237.72e-091.92e-07190
GO:000722918ThyroidPTCintegrin-mediated signaling pathway55/5968107/187232.07e-052.08e-0455
GO:004206034ThyroidATCwound healing210/6293422/187233.33e-121.37e-10210
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
hsa04510ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa045101ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa048104ColorectumMSSRegulation of actin cytoskeleton68/1875229/84654.27e-031.86e-021.14e-0268
hsa048105ColorectumMSSRegulation of actin cytoskeleton68/1875229/84654.27e-031.86e-021.14e-0268
hsa045102ColorectumFAPFocal adhesion61/1404203/84651.03e-062.15e-051.31e-0561
hsa048106ColorectumFAPRegulation of actin cytoskeleton65/1404229/84654.07e-065.91e-053.59e-0565
hsa05412ColorectumFAPArrhythmogenic right ventricular cardiomyopathy23/140477/84652.58e-031.19e-027.23e-0323
hsa04151ColorectumFAPPI3K-Akt signaling pathway75/1404354/84651.23e-024.19e-022.55e-0275
hsa045103ColorectumFAPFocal adhesion61/1404203/84651.03e-062.15e-051.31e-0561
hsa048107ColorectumFAPRegulation of actin cytoskeleton65/1404229/84654.07e-065.91e-053.59e-0565
hsa054121ColorectumFAPArrhythmogenic right ventricular cardiomyopathy23/140477/84652.58e-031.19e-027.23e-0323
hsa041511ColorectumFAPPI3K-Akt signaling pathway75/1404354/84651.23e-024.19e-022.55e-0275
hsa045104ColorectumCRCFocal adhesion51/1091203/84651.29e-065.41e-053.66e-0551
hsa048108ColorectumCRCRegulation of actin cytoskeleton52/1091229/84652.34e-055.57e-043.78e-0452
hsa041512ColorectumCRCPI3K-Akt signaling pathway64/1091354/84652.70e-031.77e-021.20e-0264
hsa054122ColorectumCRCArrhythmogenic right ventricular cardiomyopathy18/109177/84657.90e-033.77e-022.55e-0218
hsa045105ColorectumCRCFocal adhesion51/1091203/84651.29e-065.41e-053.66e-0551
hsa048109ColorectumCRCRegulation of actin cytoskeleton52/1091229/84652.34e-055.57e-043.78e-0452
hsa041513ColorectumCRCPI3K-Akt signaling pathway64/1091354/84652.70e-031.77e-021.20e-0264
hsa054123ColorectumCRCArrhythmogenic right ventricular cardiomyopathy18/109177/84657.90e-033.77e-022.55e-0218
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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
COL1A1ITGA9_ITGB1COL1A1_ITGA9_ITGB1COLLAGENCervixCC
COL1A2ITGA9_ITGB1COL1A2_ITGA9_ITGB1COLLAGENCervixCC
COL4A1ITGA9_ITGB1COL4A1_ITGA9_ITGB1COLLAGENCervixCC
COL4A2ITGA9_ITGB1COL4A2_ITGA9_ITGB1COLLAGENCervixCC
COL4A5ITGA9_ITGB1COL4A5_ITGA9_ITGB1COLLAGENCervixCC
COL6A1ITGA9_ITGB1COL6A1_ITGA9_ITGB1COLLAGENCervixCC
COL6A2ITGA9_ITGB1COL6A2_ITGA9_ITGB1COLLAGENCervixCC
COL6A3ITGA9_ITGB1COL6A3_ITGA9_ITGB1COLLAGENCervixCC
COL9A2ITGA9_ITGB1COL9A2_ITGA9_ITGB1COLLAGENCervixCC
LAMA2ITGA9_ITGB1LAMA2_ITGA9_ITGB1LAMININCervixCC
LAMA3ITGA9_ITGB1LAMA3_ITGA9_ITGB1LAMININCervixCC
LAMA4ITGA9_ITGB1LAMA4_ITGA9_ITGB1LAMININCervixCC
LAMA5ITGA9_ITGB1LAMA5_ITGA9_ITGB1LAMININCervixCC
LAMB1ITGA9_ITGB1LAMB1_ITGA9_ITGB1LAMININCervixCC
LAMB2ITGA9_ITGB1LAMB2_ITGA9_ITGB1LAMININCervixCC
LAMB3ITGA9_ITGB1LAMB3_ITGA9_ITGB1LAMININCervixCC
LAMC1ITGA9_ITGB1LAMC1_ITGA9_ITGB1LAMININCervixCC
LAMC2ITGA9_ITGB1LAMC2_ITGA9_ITGB1LAMININCervixCC
SPP1ITGA9_ITGB1SPP1_ITGA9_ITGB1SPP1CervixCC
TNCITGA9_ITGB1TNC_ITGA9_ITGB1TENASCINCervixCC
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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
ITGA9SNVMissense_Mutationnovelc.934N>Ap.Asp312Asnp.D312NQ13797protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A62V-01Breastbreast invasive carcinomaMale<65III/IVTargeted Molecular therapydenosumabPD
ITGA9SNVMissense_Mutationrs748705361c.1391N>Tp.Thr464Metp.T464MQ13797protein_codingdeleterious(0.03)probably_damaging(0.978)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGA9SNVMissense_Mutationnovelc.2688N>Gp.Ile896Metp.I896MQ13797protein_codingtolerated(0.12)benign(0.039)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ITGA9SNVMissense_Mutationc.1663N>Cp.Cys555Argp.C555RQ13797protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ITGA9SNVMissense_Mutationc.2206G>Ap.Val736Ilep.V736IQ13797protein_codingtolerated(0.34)benign(0.005)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
ITGA9SNVMissense_Mutationc.2158N>Ap.Glu720Lysp.E720KQ13797protein_codingtolerated(0.06)benign(0.001)TCGA-C8-A12Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ITGA9deletionFrame_Shift_Delnovelc.2746delNp.Ile916Terp.I916*Q13797protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ITGA9deletionFrame_Shift_Delnovelc.1180delNp.Ala395ArgfsTer12p.A395Rfs*12Q13797protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ITGA9SNVMissense_Mutationnovelc.2186A>Gp.His729Argp.H729RQ13797protein_codingtolerated(0.93)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ITGA9SNVMissense_Mutationnovelc.2200N>Cp.Glu734Glnp.E734QQ13797protein_codingtolerated(0.11)benign(0.232)TCGA-GH-A9DA-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
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