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
27031NPHP3HTA11_3410_2000001011HumanColorectumAD5.90e-112.46e-010.0155
27031NPHP3HTA11_2487_2000001011HumanColorectumSER6.13e-194.62e-01-0.1808
27031NPHP3HTA11_2951_2000001011HumanColorectumAD3.22e-053.36e-010.0216
27031NPHP3HTA11_1938_2000001011HumanColorectumAD4.60e-246.33e-01-0.0811
27031NPHP3HTA11_78_2000001011HumanColorectumAD7.85e-133.92e-01-0.1088
27031NPHP3HTA11_347_2000001011HumanColorectumAD5.98e-437.58e-01-0.1954
27031NPHP3HTA11_411_2000001011HumanColorectumSER1.86e-063.68e-01-0.2602
27031NPHP3HTA11_2112_2000001011HumanColorectumSER1.71e-033.67e-01-0.2196
27031NPHP3HTA11_3361_2000001011HumanColorectumAD9.32e-143.99e-01-0.1207
27031NPHP3HTA11_83_2000001011HumanColorectumSER2.45e-184.88e-01-0.1526
27031NPHP3HTA11_696_2000001011HumanColorectumAD9.02e-223.75e-01-0.1464
27031NPHP3HTA11_866_2000001011HumanColorectumAD3.10e-426.75e-01-0.1001
27031NPHP3HTA11_1391_2000001011HumanColorectumAD5.12e-184.15e-01-0.059
27031NPHP3HTA11_2992_2000001011HumanColorectumSER1.72e-053.33e-01-0.1706
27031NPHP3HTA11_5216_2000001011HumanColorectumSER2.49e-084.15e-01-0.1462
27031NPHP3HTA11_546_2000001011HumanColorectumAD4.31e-155.06e-01-0.0842
27031NPHP3HTA11_9341_2000001011HumanColorectumSER1.35e-126.00e-01-0.00410000000000005
27031NPHP3HTA11_7862_2000001011HumanColorectumAD4.04e-166.27e-01-0.0179
27031NPHP3HTA11_866_3004761011HumanColorectumAD1.22e-193.85e-010.096
27031NPHP3HTA11_4255_2000001011HumanColorectumSER1.84e-105.85e-010.0446
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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:003032311LiverHCCrespiratory tube development95/7958181/187234.15e-031.81e-0295
GO:00018384LiverHCCembryonic epithelial tube formation66/7958121/187234.94e-032.07e-0266
GO:00721754LiverHCCepithelial tube formation70/7958132/187239.29e-033.57e-0270
GO:003032411LiverHCClung development91/7958177/187231.01e-023.80e-0291
GO:00351484LiverHCCtube formation77/7958148/187231.20e-024.39e-0277
GO:0016055110ThyroidPTCWnt signaling pathway217/5968444/187233.71e-142.30e-12217
GO:0198738110ThyroidPTCcell-cell signaling by wnt217/5968446/187236.68e-143.73e-12217
GO:0030111110ThyroidPTCregulation of Wnt signaling pathway163/5968328/187231.05e-114.29e-10163
GO:0060828110ThyroidPTCregulation of canonical Wnt signaling pathway123/5968253/187231.83e-084.26e-07123
GO:0048732113ThyroidPTCgland development193/5968436/187232.88e-086.42e-07193
GO:0001889112ThyroidPTCliver development79/5968147/187233.08e-086.82e-0779
GO:0061008112ThyroidPTChepaticobiliary system development80/5968150/187233.94e-088.55e-0780
GO:0060070110ThyroidPTCcanonical Wnt signaling pathway141/5968303/187235.71e-081.21e-06141
GO:000184118ThyroidPTCneural tube formation58/5968102/187231.59e-073.03e-0658
GO:000182215ThyroidPTCkidney development133/5968293/187237.57e-071.18e-05133
GO:000183817ThyroidPTCembryonic epithelial tube formation64/5968121/187231.27e-061.83e-0564
GO:000165517ThyroidPTCurogenital system development149/5968338/187231.41e-062.01e-05149
GO:007200114ThyroidPTCrenal system development135/5968302/187231.76e-062.43e-05135
GO:001402016ThyroidPTCprimary neural tube formation52/596894/187232.14e-062.89e-0552
GO:002191514ThyroidPTCneural tube development76/5968152/187232.40e-063.17e-0576
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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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