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: AQP3

Gene summary for AQP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AQP3

Gene ID

360

Gene nameaquaporin 3 (Gill blood group)
Gene AliasAQP-3
Cytomap9p13.3
Gene Typeprotein-coding
GO ID

GO:0001666

UniProtAcc

Q92482


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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
360AQP3CA_HPV_1HumanCervixCC2.14e-12-4.44e-010.0264
360AQP3CA_HPV_2HumanCervixCC1.82e-024.20e-010.0391
360AQP3CA_HPV_3HumanCervixCC2.65e-136.28e-010.0414
360AQP3HSIL_HPV_1HumanCervixHSIL_HPV2.15e-03-4.17e-010.0116
360AQP3HSIL_HPV_2HumanCervixHSIL_HPV3.86e-04-3.46e-010.0208
360AQP3N_HPV_1HumanCervixN_HPV7.26e-04-2.98e-010.0079
360AQP3N_HPV_2HumanCervixN_HPV6.17e-124.88e-01-0.0131
360AQP3CCII_1HumanCervixCC2.18e-05-5.39e-010.3249
360AQP3TumorHumanCervixCC2.13e-461.00e+000.1241
360AQP3sample3HumanCervixCC1.28e-519.61e-010.1387
360AQP3H2HumanCervixHSIL_HPV1.81e-05-3.60e-010.0632
360AQP3L1HumanCervixCC3.09e-021.68e-010.0802
360AQP3T3HumanCervixCC9.28e-459.59e-010.1389
360AQP3LZE11DHumanEsophagusHGIN5.21e-03-1.42e+00-0.005
360AQP3LZE2DHumanEsophagusHGIN3.07e-264.32e-010.0642
360AQP3LZE2THumanEsophagusESCC2.62e-03-1.35e+000.082
360AQP3LZE3DHumanEsophagusHGIN2.26e-059.06e-010.0668
360AQP3LZE4THumanEsophagusESCC4.41e-18-9.42e-010.0811
360AQP3LZE5THumanEsophagusESCC2.47e-081.21e+000.0514
360AQP3LZE7THumanEsophagusESCC1.13e-12-1.07e+000.0667
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:00435884CervixCCskin development71/2311263/187238.04e-111.46e-0871
GO:007149610CervixCCcellular response to external stimulus78/2311320/187231.82e-091.98e-0778
GO:00302164CervixCCkeratinocyte differentiation42/2311139/187231.74e-081.28e-0642
GO:00099137CervixCCepidermal cell differentiation53/2311202/187235.48e-083.25e-0653
GO:00316689CervixCCcellular response to extracellular stimulus59/2311246/187233.03e-071.24e-0559
GO:005087810CervixCCregulation of body fluid levels78/2311379/187233.20e-068.77e-0578
GO:00456822CervixCCregulation of epidermis development22/231165/187235.56e-061.38e-0422
GO:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:00456042CervixCCregulation of epidermal cell differentiation20/231158/187231.07e-052.33e-0420
GO:00316698CervixCCcellular response to nutrient levels49/2311215/187231.32e-052.68e-0449
GO:00456163CervixCCregulation of keratinocyte differentiation14/231137/187236.97e-059.81e-0414
GO:00308563CervixCCregulation of epithelial cell differentiation36/2311154/187231.02e-041.31e-0336
GO:000166610CervixCCresponse to hypoxia61/2311307/187231.04e-041.34e-0361
GO:007048210CervixCCresponse to oxygen levels67/2311347/187231.21e-041.51e-0367
GO:003629310CervixCCresponse to decreased oxygen levels62/2311322/187232.29e-042.57e-0362
GO:00714539CervixCCcellular response to oxygen levels38/2311177/187234.23e-044.27e-0338
GO:00362949CervixCCcellular response to decreased oxygen levels35/2311161/187235.49e-045.29e-0335
GO:00714566CervixCCcellular response to hypoxia33/2311151/187237.06e-046.41e-0333
GO:001003810CervixCCresponse to metal ion67/2311373/187239.67e-048.10e-0367
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049624LiverHCCVasopressin-regulated water reabsorption30/402044/84654.41e-031.32e-027.34e-0330
hsa0496211LiverHCCVasopressin-regulated water reabsorption30/402044/84654.41e-031.32e-027.34e-0330
hsa049625ProstateBPHVasopressin-regulated water reabsorption17/171844/84653.88e-031.39e-028.61e-0317
hsa0496212ProstateBPHVasopressin-regulated water reabsorption17/171844/84653.88e-031.39e-028.61e-0317
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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
AQP3SNVMissense_Mutationnovelc.632G>Ap.Gly211Aspp.G211DQ92482protein_codingdeleterious(0.01)benign(0.347)TCGA-A2-A04Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AQP3SNVMissense_Mutationc.404N>Gp.Leu135Argp.L135RQ92482protein_codingdeleterious(0)possibly_damaging(0.887)TCGA-A6-6649-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilSD
AQP3SNVMissense_Mutationc.483N>Ap.Phe161Leup.F161LQ92482protein_codingdeleterious(0.05)probably_damaging(0.998)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AQP3SNVMissense_Mutationrs756008789c.583G>Ap.Val195Metp.V195MQ92482protein_codingdeleterious(0.01)probably_damaging(0.969)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AQP3SNVMissense_Mutationrs760141667c.556G>Ap.Val186Ilep.V186IQ92482protein_codingtolerated(0.47)benign(0.01)TCGA-CK-6747-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AQP3SNVMissense_Mutationrs762587298c.767N>Tp.Ala256Valp.A256VQ92482protein_codingtolerated(0.78)benign(0.003)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
AQP3SNVMissense_Mutationnovelc.418N>Ap.Pro140Thrp.P140TQ92482protein_codingdeleterious(0.04)benign(0.044)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
AQP3SNVMissense_Mutationc.754N>Ap.Leu252Metp.L252MQ92482protein_codingdeleterious(0.05)probably_damaging(0.967)TCGA-D1-A17D-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
AQP3SNVMissense_Mutationnovelc.290N>Tp.Pro97Leup.P97LQ92482protein_codingdeleterious(0.01)possibly_damaging(0.87)TCGA-EC-A24G-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapydoxorubicinSD
AQP3SNVMissense_Mutationrs749786864c.413C>Tp.Ser138Leup.S138LQ92482protein_codingdeleterious(0.04)benign(0.011)TCGA-EO-A22R-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
360AQP3ION CHANNEL, TRANSPORTERinhibitor381118898AUPHEN
360AQP3ION CHANNEL, TRANSPORTERinhibitor178101032
360AQP3ION CHANNEL, TRANSPORTERinhibitor381118899
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