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: AQP9

Gene summary for AQP9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AQP9

Gene ID

366

Gene nameaquaporin 9
Gene AliasAQP-9
Cytomap15q21.3
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

H0YK62


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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
366AQP9NAFLD1HumanLiverNAFLD7.77e-107.62e-01-0.04
366AQP9S41HumanLiverCirrhotic4.44e-023.01e-01-0.0343
366AQP9HCC1_MengHumanLiverHCC2.93e-03-1.54e-010.0246
366AQP9HCC2_MengHumanLiverHCC2.47e-02-1.55e-010.0107
366AQP9cirrhotic1HumanLiverCirrhotic4.57e-04-1.48e-010.0202
366AQP9HCC1HumanLiverHCC6.30e-296.40e+000.5336
366AQP9HCC2HumanLiverHCC3.59e-081.52e+000.5341
366AQP9HCC5HumanLiverHCC8.89e-063.93e+000.4932
366AQP9Pt13.bHumanLiverHCC4.48e-045.36e-020.0251
366AQP9Pt14.bHumanLiverHCC4.68e-042.55e-010.018
366AQP9S014HumanLiverHCC7.13e-201.24e+000.2254
366AQP9S015HumanLiverHCC4.50e-051.30e+000.2375
366AQP9S016HumanLiverHCC9.40e-251.61e+000.2243
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗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:00108765LiverNAFLDlipid localization79/1882448/187234.75e-072.92e-0579
GO:00068694LiverNAFLDlipid transport71/1882398/187231.16e-065.59e-0571
GO:00100387LiverNAFLDresponse to metal ion62/1882373/187235.05e-051.19e-0362
GO:0015850LiverNAFLDorganic hydroxy compound transport50/1882284/187236.01e-051.32e-0350
GO:00466837LiverNAFLDresponse to organophosphorus28/1882131/187239.05e-051.82e-0328
GO:00069703LiverNAFLDresponse to osmotic stress20/188284/187231.95e-043.41e-0320
GO:00140747LiverNAFLDresponse to purine-containing compound29/1882148/187233.34e-045.13e-0329
GO:0015721LiverNAFLDbile acid and bile salt transport10/188230/187234.67e-046.74e-0310
GO:00515917LiverNAFLDresponse to cAMP20/188293/187238.01e-049.95e-0320
GO:001003812LiverCirrhoticresponse to metal ion150/4634373/187232.27e-111.37e-09150
GO:001087611LiverCirrhoticlipid localization147/4634448/187236.24e-057.12e-04147
GO:000686911LiverCirrhoticlipid transport128/4634398/187234.54e-043.69e-03128
GO:005159112LiverCirrhoticresponse to cAMP37/463493/187239.58e-046.78e-0337
GO:000697011LiverCirrhoticresponse to osmotic stress34/463484/187231.06e-037.40e-0334
GO:001407411LiverCirrhoticresponse to purine-containing compound53/4634148/187231.70e-031.08e-0253
GO:0046689LiverCirrhoticresponse to mercury ion8/463413/187235.27e-032.70e-028
GO:004668311LiverCirrhoticresponse to organophosphorus45/4634131/187238.57e-033.97e-0245
GO:001003822LiverHCCresponse to metal ion208/7958373/187231.35e-072.56e-06208
GO:001087621LiverHCClipid localization228/7958448/187231.80e-041.41e-03228
GO:005159121LiverHCCresponse to cAMP57/795893/187231.96e-041.52e-0357
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049762LiverNAFLDBile secretion20/104389/84655.08e-034.43e-023.57e-0220
hsa0497611LiverNAFLDBile secretion20/104389/84655.08e-034.43e-023.57e-0220
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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
AQP9SNVMissense_Mutationrs536480649c.229N>Ap.Gly77Serp.G77SO43315protein_codingdeleterious(0.02)possibly_damaging(0.903)TCGA-AA-3678-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfolinicCR
AQP9SNVMissense_Mutationc.740C>Ap.Pro247Hisp.P247HO43315protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
AQP9SNVMissense_Mutationnovelc.629N>Gp.Asn210Serp.N210SO43315protein_codingdeleterious(0.04)probably_damaging(0.971)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
AQP9SNVMissense_Mutationc.227G>Ap.Gly76Aspp.G76DO43315protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
AQP9SNVMissense_Mutationrs751975709c.152N>Ap.Arg51Glnp.R51QO43315protein_codingtolerated(0.34)benign(0.234)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
AQP9SNVMissense_Mutationc.308N>Tp.Pro103Leup.P103LO43315protein_codingdeleterious(0.03)probably_damaging(0.914)TCGA-AG-4015-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AQP9SNVMissense_Mutationnovelc.728T>Cp.Phe243Serp.F243SO43315protein_codingdeleterious(0)possibly_damaging(0.868)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
AQP9SNVMissense_Mutationc.90N>Ap.Phe30Leup.F30LO43315protein_codingtolerated(0.36)benign(0.02)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
AQP9SNVMissense_Mutationnovelc.28N>Gp.Lys10Glup.K10EO43315protein_codingtolerated(0.07)benign(0.012)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AQP9SNVMissense_Mutationrs752717219c.481N>Ap.Ala161Thrp.A161TO43315protein_codingdeleterious(0.01)benign(0.026)TCGA-AJ-A8CW-01Endometriumuterine corpus endometrioid 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
366AQP9ION CHANNELHORMONES15647391
366AQP9ION CHANNELANDROGENS12021052
366AQP9ION CHANNELTESTOSTERONETESTOSTERONE12021052,12002438
366AQP9ION CHANNELANTISERUM16035648
366AQP9ION CHANNELinhibitor178101032
366AQP9ION CHANNELFLUTAMIDEFLUTAMIDE12021052
366AQP9ION CHANNELCISPLATINCISPLATIN12396244
366AQP9ION CHANNELUREAUREA12594337
366AQP9ION CHANNELinhibitor178101102PHLORETIN
366AQP9ION CHANNELDHTANDROSTANOLONE15850448
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