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: NPHP3

Gene summary for NPHP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NPHP3

Gene ID

27031

Gene namenephrocystin 3
Gene AliasCFAP31
Cytomap3q22.1
Gene Typeprotein-coding
GO ID

GO:0001655

UniProtAcc

Q7Z494


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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
27031NPHP3S029HumanLiverHCC4.57e-021.03e-010.2581
27031NPHP3HTA12-25-1HumanPancreasPDAC7.76e-065.97e-010.313
27031NPHP3HTA12-26-1HumanPancreasPDAC2.03e-065.13e-010.3728
27031NPHP3HTA12-29-1HumanPancreasPDAC6.31e-205.26e-010.3722
27031NPHP3male-WTAHumanThyroidPTC6.71e-121.33e-010.1037
27031NPHP3PTC01HumanThyroidPTC3.98e-122.49e-010.1899
27031NPHP3PTC04HumanThyroidPTC4.39e-172.84e-010.1927
27031NPHP3PTC05HumanThyroidPTC9.68e-175.60e-010.2065
27031NPHP3PTC06HumanThyroidPTC1.30e-195.17e-010.2057
27031NPHP3PTC07HumanThyroidPTC5.08e-153.18e-010.2044
27031NPHP3ATC09HumanThyroidATC9.61e-082.09e-010.2871
27031NPHP3ATC11HumanThyroidATC3.32e-045.33e-010.3386
27031NPHP3ATC12HumanThyroidATC9.57e-112.06e-010.34
27031NPHP3ATC13HumanThyroidATC1.67e-274.30e-010.34
27031NPHP3ATC1HumanThyroidATC6.06e-082.42e-010.2878
27031NPHP3ATC2HumanThyroidATC3.77e-095.63e-010.34
27031NPHP3ATC3HumanThyroidATC1.62e-096.72e-010.338
27031NPHP3ATC4HumanThyroidATC1.58e-122.87e-010.34
27031NPHP3ATC5HumanThyroidATC6.45e-284.66e-010.34
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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
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
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:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0061008ColorectumADhepaticobiliary system development55/3918150/187236.34e-061.59e-0455
GO:0001889ColorectumADliver development54/3918147/187237.20e-061.77e-0454
GO:0030111ColorectumADregulation of Wnt signaling pathway102/3918328/187238.51e-062.03e-04102
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
GO:0060070ColorectumADcanonical Wnt signaling pathway90/3918303/187231.76e-042.38e-0390
GO:0001894ColorectumADtissue homeostasis81/3918268/187231.96e-042.62e-0381
GO:0060828ColorectumADregulation of canonical Wnt signaling pathway77/3918253/187232.19e-042.87e-0377
GO:0060562ColorectumADepithelial tube morphogenesis93/3918325/187235.65e-046.00e-0393
GO:0014020ColorectumADprimary neural tube formation33/391894/187231.02e-039.50e-0333
GO:0001841ColorectumADneural tube formation35/3918102/187231.16e-031.05e-0235
GO:0045995ColorectumADregulation of embryonic development24/391864/187231.72e-031.43e-0224
GO:0001843ColorectumADneural tube closure30/391888/187232.83e-032.12e-0230
GO:0060606ColorectumADtube closure30/391889/187233.42e-032.49e-0230
GO:0035148ColorectumADtube formation45/3918148/187234.13e-032.87e-0245
GO:0001738ColorectumADmorphogenesis of a polarized epithelium31/391894/187234.30e-032.95e-0231
GO:0001838ColorectumADembryonic epithelial tube formation38/3918121/187234.40e-033.01e-0238
GO:0048568ColorectumADembryonic organ development112/3918427/187234.60e-033.14e-02112
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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
NPHP3SNVMissense_Mutationnovelc.1655N>Ap.Pro552Hisp.P552HQ7Z494protein_codingdeleterious(0)probably_damaging(1)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
NPHP3SNVMissense_Mutationrs758498695c.988N>Ap.Glu330Lysp.E330KQ7Z494protein_codingdeleterious(0.03)probably_damaging(0.969)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NPHP3SNVMissense_Mutationc.790N>Cp.Asp264Hisp.D264HQ7Z494protein_codingdeleterious(0)probably_damaging(0.937)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NPHP3SNVMissense_Mutationc.688N>Cp.Glu230Glnp.E230QQ7Z494protein_codingtolerated(0.05)benign(0.177)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NPHP3insertionFrame_Shift_Insnovelc.1752_1753insATATATGTGTp.His585IlefsTer17p.H585Ifs*17Q7Z494protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
NPHP3SNVMissense_Mutationc.2800N>Ap.Glu934Lysp.E934KQ7Z494protein_codingtolerated(0.34)benign(0.078)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
NPHP3SNVMissense_Mutationrs150867534c.2986N>Ap.Val996Metp.V996MQ7Z494protein_codingtolerated(0.18)benign(0.059)TCGA-A6-6654-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyoxaliplatinSD
NPHP3SNVMissense_Mutationc.982N>Cp.Met328Leup.M328LQ7Z494protein_codingtolerated(0.85)benign(0)TCGA-AA-3982-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
NPHP3SNVMissense_Mutationnovelc.2383T>Gp.Ser795Alap.S795AQ7Z494protein_codingtolerated(0.14)benign(0.005)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
NPHP3SNVMissense_Mutationc.1432N>Ap.Gly478Serp.G478SQ7Z494protein_codingtolerated(0.09)possibly_damaging(0.833)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=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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