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: ANO9

Gene summary for ANO9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ANO9

Gene ID

338440

Gene nameanoctamin 9
Gene AliasPIG5
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A1A5B4


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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
338440ANO9HTA11_3410_2000001011HumanColorectumAD4.40e-02-8.79e-020.0155
338440ANO9HTA11_2487_2000001011HumanColorectumSER4.29e-095.61e-01-0.1808
338440ANO9HTA11_347_2000001011HumanColorectumAD5.63e-042.58e-01-0.1954
338440ANO9HTA11_3361_2000001011HumanColorectumAD2.17e-034.21e-01-0.1207
338440ANO9HTA11_1391_2000001011HumanColorectumAD1.55e-054.26e-01-0.059
338440ANO9HTA11_99999971662_82457HumanColorectumMSS4.85e-054.10e-010.3859
338440ANO9HTA11_99999974143_84620HumanColorectumMSS2.60e-033.44e-010.3005
338440ANO9A015-C-203HumanColorectumFAP3.67e-143.06e-01-0.1294
338440ANO9A002-C-201HumanColorectumFAP1.57e-042.78e-010.0324
338440ANO9A001-C-108HumanColorectumFAP1.84e-032.07e-02-0.0272
338440ANO9A002-C-205HumanColorectumFAP8.11e-061.41e-01-0.1236
338440ANO9A015-C-006HumanColorectumFAP4.76e-135.19e-01-0.0994
338440ANO9A015-C-106HumanColorectumFAP8.71e-041.70e-01-0.0511
338440ANO9A002-C-114HumanColorectumFAP1.05e-041.11e-01-0.1561
338440ANO9A015-C-104HumanColorectumFAP1.87e-203.66e-01-0.1899
338440ANO9A015-C-202HumanColorectumFAP7.49e-033.00e-01-0.0849
338440ANO9A001-C-014HumanColorectumFAP1.12e-02-8.91e-020.0135
338440ANO9A002-C-016HumanColorectumFAP2.82e-06-2.08e-010.0521
338440ANO9A015-C-002HumanColorectumFAP2.13e-021.66e-01-0.0763
338440ANO9A002-C-116HumanColorectumFAP8.50e-11-2.35e-01-0.0452
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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
∗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:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:0015698ColorectumADinorganic anion transport52/3918180/187236.83e-034.22e-0252
GO:0015748ColorectumADorganophosphate ester transport42/3918140/187237.04e-034.31e-0242
GO:0051051ColorectumSERnegative regulation of transport98/2897470/187231.01e-031.19e-0298
GO:0007009ColorectumSERplasma membrane organization36/2897142/187231.50e-031.62e-0236
GO:0032409ColorectumSERregulation of transporter activity65/2897310/187235.71e-034.19e-0265
GO:00324091ColorectumMSSregulation of transporter activity78/3467310/187232.09e-031.78e-0278
GO:0022898ColorectumMSSregulation of transmembrane transporter activity70/3467278/187233.36e-032.54e-0270
GO:00510511ColorectumMSSnegative regulation of transport110/3467470/187234.20e-033.04e-02110
GO:0032412ColorectumMSSregulation of ion transmembrane transporter activity66/3467267/187236.72e-034.38e-0266
GO:00108761ColorectumMSSlipid localization104/3467448/187236.76e-034.38e-02104
GO:00228981ColorectumFAPregulation of transmembrane transporter activity62/2622278/187231.09e-041.80e-0362
GO:00324121ColorectumFAPregulation of ion transmembrane transporter activity60/2622267/187231.12e-041.84e-0360
GO:00324092ColorectumFAPregulation of transporter activity67/2622310/187231.59e-042.43e-0367
GO:00068691ColorectumFAPlipid transport81/2622398/187232.84e-043.76e-0381
GO:00510512ColorectumFAPnegative regulation of transport91/2622470/187237.09e-047.64e-0391
GO:00108762ColorectumFAPlipid localization85/2622448/187231.92e-031.63e-0285
GO:00156981ColorectumFAPinorganic anion transport38/2622180/187235.73e-033.67e-0238
GO:0015914ColorectumFAPphospholipid transport23/262296/187236.09e-033.82e-0223
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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
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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
ANO9SNVMissense_Mutationc.919G>Ap.Glu307Lysp.E307KA1A5B4protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AC-A3BB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
ANO9SNVMissense_Mutationnovelc.914N>Tp.Gln305Leup.Q305LA1A5B4protein_codingdeleterious(0.01)benign(0.169)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ANO9SNVMissense_Mutationc.721N>Cp.Asp241Hisp.D241HA1A5B4protein_codingdeleterious(0.04)benign(0.221)TCGA-B6-A0RT-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ANO9SNVMissense_Mutationrs373327405c.2051N>Ap.Arg684Hisp.R684HA1A5B4protein_codingdeleterious(0.01)probably_damaging(0.979)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ANO9SNVMissense_Mutationrs754169194c.1999N>Ap.Asp667Asnp.D667NA1A5B4protein_codingtolerated(0.56)benign(0.005)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
ANO9deletionFrame_Shift_Delnovelc.1286_1290delNNNNNp.Phe429TyrfsTer192p.F429Yfs*192A1A5B4protein_codingTCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ANO9deletionFrame_Shift_Delnovelc.978delCp.Tyr327ThrfsTer10p.Y327Tfs*10A1A5B4protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ANO9SNVMissense_Mutationnovelc.986N>Ap.Arg329Hisp.R329HA1A5B4protein_codingtolerated(0.06)benign(0.099)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ANO9SNVMissense_Mutationnovelc.404N>Ap.Gly135Aspp.G135DA1A5B4protein_codingtolerated(0.22)benign(0.22)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ANO9SNVMissense_Mutationc.292G>Ap.Glu98Lysp.E98KA1A5B4protein_codingtolerated(0.05)benign(0.073)TCGA-BI-A0VR-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
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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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