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: PKD1

Gene summary for PKD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PKD1

Gene ID

5310

Gene namepolycystin 1, transient receptor potential channel interacting
Gene AliasPBP
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P98161


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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
5310PKD1LZE7THumanEsophagusESCC3.78e-072.38e-010.0667
5310PKD1LZE20THumanEsophagusESCC1.04e-039.00e-020.0662
5310PKD1LZE22THumanEsophagusESCC3.47e-022.17e-010.068
5310PKD1LZE24THumanEsophagusESCC5.84e-089.35e-020.0596
5310PKD1P1T-EHumanEsophagusESCC1.75e-145.51e-010.0875
5310PKD1P2T-EHumanEsophagusESCC2.56e-132.29e-010.1177
5310PKD1P4T-EHumanEsophagusESCC4.21e-061.27e-010.1323
5310PKD1P5T-EHumanEsophagusESCC1.51e-045.69e-020.1327
5310PKD1P8T-EHumanEsophagusESCC1.42e-162.54e-010.0889
5310PKD1P9T-EHumanEsophagusESCC1.02e-048.58e-020.1131
5310PKD1P10T-EHumanEsophagusESCC2.75e-071.72e-010.116
5310PKD1P11T-EHumanEsophagusESCC5.69e-081.88e-010.1426
5310PKD1P12T-EHumanEsophagusESCC2.34e-101.98e-010.1122
5310PKD1P15T-EHumanEsophagusESCC4.01e-162.88e-010.1149
5310PKD1P16T-EHumanEsophagusESCC3.51e-023.56e-020.1153
5310PKD1P17T-EHumanEsophagusESCC1.19e-027.76e-020.1278
5310PKD1P20T-EHumanEsophagusESCC6.39e-101.21e-010.1124
5310PKD1P21T-EHumanEsophagusESCC4.77e-051.46e-010.1617
5310PKD1P22T-EHumanEsophagusESCC2.91e-049.38e-020.1236
5310PKD1P23T-EHumanEsophagusESCC2.93e-038.55e-020.108
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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
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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0051168110EsophagusESCCnuclear export126/8552154/187231.88e-202.65e-18126
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:0051099111EsophagusESCCpositive regulation of binding122/8552173/187232.79e-119.45e-10122
GO:004339320EsophagusESCCregulation of protein binding135/8552196/187233.69e-111.22e-09135
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
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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
PKD1SNVMissense_Mutationnovelc.2650G>Tp.Gly884Cysp.G884CP98161protein_codingtolerated(0.07)possibly_damaging(0.734)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PKD1SNVMissense_Mutationrs779460999c.10435N>Ap.Glu3479Lysp.E3479KP98161protein_codingdeleterious(0.03)benign(0.163)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PKD1SNVMissense_Mutationnovelc.1807G>Tp.Ala603Serp.A603SP98161protein_codingdeleterious(0.01)benign(0.101)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PKD1SNVMissense_Mutationnovelc.12453N>Gp.His4151Glnp.H4151QP98161protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
PKD1SNVMissense_Mutationnovelc.5205N>Gp.Ser1735Argp.S1735RP98161protein_codingtolerated(0.08)benign(0.328)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PKD1SNVMissense_Mutationc.9679G>Ap.Gly3227Argp.G3227RP98161protein_codingtolerated(0.15)probably_damaging(0.996)TCGA-B6-A1KN-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PKD1SNVMissense_Mutationnovelc.6829N>Cp.Asp2277Hisp.D2277HP98161protein_codingdeleterious(0)probably_damaging(0.997)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PKD1SNVMissense_Mutationrs200120839c.11347G>Ap.Val3783Ilep.V3783IP98161protein_codingtolerated(0.39)benign(0.051)TCGA-C8-A3M8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
PKD1SNVMissense_Mutationrs772917917c.10775N>Tp.Ser3592Ilep.S3592IP98161protein_codingdeleterious(0.03)possibly_damaging(0.759)TCGA-D8-A1JI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
PKD1SNVMissense_Mutationrs376572189c.4858G>Ap.Ala1620Thrp.A1620TP98161protein_codingtolerated(0.33)benign(0.136)TCGA-D8-A1XQ-01Breastbreast invasive 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
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