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: AQP4

Gene summary for AQP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AQP4

Gene ID

361

Gene nameaquaporin 4
Gene AliasMIWC
Cytomap18q11.2
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

F1DSG4


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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
361AQP4RNA-P10T2-P10T2-4HumanLungAAH1.07e-03-7.26e-01-0.138
361AQP4RNA-P17T-P17T-2HumanLungIAC1.31e-02-1.09e+000.3371
361AQP4RNA-P17T-P17T-6HumanLungIAC1.48e-02-1.09e+000.3385
361AQP4RNA-P17T-P17T-8HumanLungIAC5.62e-03-1.10e+000.3329
361AQP4RNA-P25T1-P25T1-1HumanLungAIS4.85e-196.99e-03-0.2116
361AQP4RNA-P25T1-P25T1-2HumanLungAIS1.63e-10-8.20e-02-0.1941
361AQP4RNA-P25T1-P25T1-3HumanLungAIS3.02e-11-7.23e-02-0.2107
361AQP4RNA-P25T1-P25T1-4HumanLungAIS2.08e-16-2.30e-02-0.2119
361AQP4RNA-P3T-P3T-1HumanLungIAC7.83e-07-1.17e+000.1829
361AQP4RNA-P3T-P3T-2HumanLungIAC2.13e-07-1.17e+000.1835
361AQP4RNA-P3T-P3T-4HumanLungIAC9.01e-08-1.17e+000.1859
361AQP4RNA-P6T2-P6T2-1HumanLungIAC4.42e-20-1.03e+00-0.0166
361AQP4RNA-P6T2-P6T2-2HumanLungIAC8.20e-23-1.11e+00-0.0132
361AQP4RNA-P6T2-P6T2-3HumanLungIAC3.58e-27-1.05e+00-0.013
361AQP4RNA-P6T2-P6T2-4HumanLungIAC5.36e-21-1.09e+00-0.0121
361AQP4RNA-P7T1-P7T1-1HumanLungAIS2.94e-03-9.17e-01-0.0961
361AQP4RNA-P7T1-P7T1-2HumanLungAIS3.71e-04-8.86e-01-0.0876
361AQP4RNA-P7T1-P7T1-3HumanLungAIS2.63e-02-8.97e-01-0.0822
361AQP4RNA-P7T1-P7T1-4HumanLungAIS2.76e-04-9.74e-01-0.0809
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00325357LungIACregulation of cellular component size65/2061383/187232.56e-044.26e-0365
GO:0099111LungIACmicrotubule-based transport35/2061190/187231.55e-031.64e-0235
GO:00083615LungIACregulation of cell size33/2061181/187232.47e-032.33e-0233
GO:00508788LungAISregulation of body fluid levels57/1849379/187238.60e-041.17e-0257
GO:003253513LungAISregulation of cellular component size56/1849383/187231.83e-032.05e-0256
GO:0030104LungAISwater homeostasis14/184964/187233.36e-033.20e-0214
GO:00512621LungAAHprotein tetramerization9/61387/187232.16e-034.66e-029
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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
AQP4SNVMissense_Mutationc.947C>Tp.Ser316Phep.S316FP55087protein_codingtolerated_low_confidence(0.07)benign(0.121)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AQP4insertionNonsense_Mutationnovelc.43_44insAATGATATTAATACATTGTCATCGAAAATACTCTTGCTTCAATTp.Pro15GlnfsTer2p.P15Qfs*2P55087protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AQP4insertionNonsense_Mutationnovelc.649_650insAGAATGTTATGCTCTTTGTGGTGGCACTCTATGAGp.Ser217Terp.S217*P55087protein_codingTCGA-A8-A09B-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
AQP4insertionFrame_Shift_Insnovelc.374_375insTCTTCAGCCTCAGCTTAp.Ala126LeufsTer45p.A126Lfs*45P55087protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
AQP4SNVMissense_Mutationnovelc.812N>Gp.Gln271Argp.Q271RP55087protein_codingtolerated(0.35)benign(0.017)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AQP4SNVMissense_Mutationc.5G>Cp.Ser2Thrp.S2TP55087protein_codingdeleterious_low_confidence(0)benign(0.162)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
AQP4SNVMissense_Mutationc.308N>Tp.Ala103Valp.A103VP55087protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AQP4SNVMissense_Mutationnovelc.452N>Tp.His151Leup.H151LP55087protein_codingdeleterious(0.04)benign(0.1)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AQP4SNVMissense_Mutationc.341A>Cp.Lys114Thrp.K114TP55087protein_codingdeleterious(0)possibly_damaging(0.549)TCGA-AZ-6606-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolfiriPD
AQP4SNVMissense_Mutationc.801C>Ap.Ser267Argp.S267RP55087protein_codingtolerated(0.28)benign(0)TCGA-CM-4744-01Colorectumcolon adenocarcinomaMale>=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
361AQP4ION CHANNEL, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEZONISAMIDEZONISAMIDE18572411
361AQP4ION CHANNEL, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMETOPIRAMATETOPIRAMATE18572411
361AQP4ION CHANNEL, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEETHOXZOLAMIDEETHOXZOLAMIDE18572411
361AQP4ION CHANNEL, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMESUMATRIPTANSUMATRIPTAN18572411
361AQP4ION CHANNEL, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEPHENYTOINPHENYTOIN18572411
361AQP4ION CHANNEL, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEACETYLSULFANILAMIDEACETYLSULFANILAMIDE18572411
361AQP4ION CHANNEL, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMELAMOTRIGINELAMOTRIGINE18572411
361AQP4ION CHANNEL, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEACETAZOLAMIDEACETAZOLAMIDE18572411
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