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: NPHP1

Gene summary for NPHP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NPHP1

Gene ID

4867

Gene namenephrocystin 1
Gene AliasJBTS4
Cytomap2q13
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O15259


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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
4867NPHP1P2T-EHumanEsophagusESCC7.17e-071.65e-010.1177
4867NPHP1P4T-EHumanEsophagusESCC1.94e-057.52e-020.1323
4867NPHP1P5T-EHumanEsophagusESCC3.40e-038.76e-020.1327
4867NPHP1P8T-EHumanEsophagusESCC6.87e-047.53e-020.0889
4867NPHP1P9T-EHumanEsophagusESCC2.49e-046.77e-020.1131
4867NPHP1P10T-EHumanEsophagusESCC1.02e-092.47e-010.116
4867NPHP1P11T-EHumanEsophagusESCC4.72e-062.61e-010.1426
4867NPHP1P15T-EHumanEsophagusESCC7.69e-058.58e-020.1149
4867NPHP1P16T-EHumanEsophagusESCC7.48e-081.82e-010.1153
4867NPHP1P20T-EHumanEsophagusESCC1.44e-026.90e-020.1124
4867NPHP1P21T-EHumanEsophagusESCC2.19e-143.37e-010.1617
4867NPHP1P23T-EHumanEsophagusESCC1.58e-025.30e-020.108
4867NPHP1P24T-EHumanEsophagusESCC4.49e-061.07e-010.1287
4867NPHP1P26T-EHumanEsophagusESCC1.00e-061.94e-010.1276
4867NPHP1P27T-EHumanEsophagusESCC1.46e-029.12e-020.1055
4867NPHP1P32T-EHumanEsophagusESCC2.13e-061.77e-010.1666
4867NPHP1P42T-EHumanEsophagusESCC1.85e-026.31e-020.1175
4867NPHP1P48T-EHumanEsophagusESCC1.65e-039.36e-020.0959
4867NPHP1P49T-EHumanEsophagusESCC1.05e-021.97e-010.1768
4867NPHP1P54T-EHumanEsophagusESCC1.09e-049.67e-020.0975
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:00017387EsophagusESCCmorphogenesis of a polarized epithelium63/855294/187232.34e-052.00e-0463
GO:003432918EsophagusESCCcell junction assembly227/8552420/187233.06e-041.83e-03227
GO:004521620EsophagusESCCcell-cell junction organization114/8552200/187238.04e-044.16e-03114
GO:00017361EsophagusESCCestablishment of planar polarity45/855272/187232.97e-031.24e-0245
GO:00071641EsophagusESCCestablishment of tissue polarity45/855272/187232.97e-031.24e-0245
GO:004329718EsophagusESCCapical junction assembly48/855278/187233.45e-031.41e-0248
GO:190188810EsophagusESCCregulation of cell junction assembly109/8552204/187231.53e-024.96e-02109
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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
NPHP1SNVMissense_Mutationc.1887N>Ap.Ser629Argp.S629RO15259protein_codingdeleterious(0)possibly_damaging(0.865)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NPHP1SNVMissense_Mutationc.1382N>Tp.Ser461Phep.S461FO15259protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NPHP1SNVMissense_Mutationc.1432N>Tp.Arg478Cysp.R478CO15259protein_codingdeleterious(0.04)benign(0.03)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NPHP1SNVMissense_Mutationrs753700300c.1225N>Tp.Arg409Cysp.R409CO15259protein_codingdeleterious(0)probably_damaging(0.972)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
NPHP1SNVMissense_Mutationc.247N>Cp.Glu83Glnp.E83QO15259protein_codingtolerated(0.23)possibly_damaging(0.56)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
NPHP1SNVMissense_Mutationrs756812918c.1733C>Tp.Ser578Phep.S578FO15259protein_codingtolerated(0.65)benign(0.15)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
NPHP1deletionFrame_Shift_Delrs766524637,rs886042650c.555delNp.Lys185AsnfsTer7p.K185Nfs*7O15259protein_codingTCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
NPHP1SNVMissense_Mutationnovelc.1940A>Gp.Glu647Glyp.E647GO15259protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
NPHP1SNVMissense_Mutationnovelc.1939G>Ap.Glu647Lysp.E647KO15259protein_codingtolerated(0.05)probably_damaging(0.997)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
NPHP1SNVMissense_Mutationrs753700300c.1225N>Tp.Arg409Cysp.R409CO15259protein_codingdeleterious(0)probably_damaging(0.972)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<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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