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: PRUNE1

Gene summary for PRUNE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRUNE1

Gene ID

58497

Gene nameprune exopolyphosphatase 1
Gene AliasDRES-17
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q86TP1


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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
58497PRUNE1HCC1HumanLiverHCC3.20e-022.30e+000.5336
58497PRUNE1HCC2HumanLiverHCC4.13e-062.58e+000.5341
58497PRUNE1S014HumanLiverHCC9.38e-123.49e-010.2254
58497PRUNE1S015HumanLiverHCC5.77e-104.05e-010.2375
58497PRUNE1S016HumanLiverHCC2.18e-143.79e-010.2243
58497PRUNE1S027HumanLiverHCC3.44e-022.83e-010.2446
58497PRUNE1S028HumanLiverHCC2.22e-103.65e-010.2503
58497PRUNE1S029HumanLiverHCC7.01e-072.61e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:004325422LiverHCCregulation of protein-containing complex assembly264/7958428/187235.47e-164.39e-14264
GO:005125822LiverHCCprotein polymerization182/7958297/187234.17e-111.58e-09182
GO:190290322LiverHCCregulation of supramolecular fiber organization224/7958383/187231.54e-105.33e-09224
GO:003227122LiverHCCregulation of protein polymerization141/7958233/187232.00e-084.72e-07141
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:007050711LiverHCCregulation of microtubule cytoskeleton organization88/7958148/187232.28e-052.41e-0488
GO:0046785LiverHCCmicrotubule polymerization51/795883/187233.82e-042.61e-0351
GO:0031109LiverHCCmicrotubule polymerization or depolymerization68/7958122/187232.14e-031.08e-0268
GO:0031110LiverHCCregulation of microtubule polymerization or depolymerization51/795888/187232.46e-031.19e-0251
GO:00507674LiverHCCregulation of neurogenesis181/7958364/187233.00e-031.40e-02181
GO:00311132LiverHCCregulation of microtubule polymerization34/795855/187233.00e-031.40e-0234
GO:0032886LiverHCCregulation of microtubule-based process123/7958240/187233.69e-031.64e-02123
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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
PRUNE1SNVMissense_Mutationc.691N>Ap.Glu231Lysp.E231KQ86TP1protein_codingdeleterious(0.02)probably_damaging(0.946)TCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
PRUNE1SNVMissense_Mutationnovelc.439N>Gp.Ser147Alap.S147AQ86TP1protein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-A7-A4SE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PRUNE1SNVMissense_Mutationrs376183781c.812N>Gp.His271Argp.H271RQ86TP1protein_codingtolerated(0.52)benign(0)TCGA-A8-A08T-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PRUNE1SNVMissense_Mutationc.581A>Gp.Asp194Glyp.D194GQ86TP1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EW-A1PH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PRUNE1SNVMissense_Mutationc.771N>Cp.Leu257Phep.L257FQ86TP1protein_codingdeleterious(0.02)probably_damaging(0.922)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
PRUNE1SNVMissense_Mutationnovelc.1123A>Gp.Thr375Alap.T375AQ86TP1protein_codingtolerated(0.8)benign(0)TCGA-AA-3684-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PRUNE1SNVMissense_Mutationc.521N>Ap.Gly174Glup.G174EQ86TP1protein_codingdeleterious(0)possibly_damaging(0.575)TCGA-AZ-4323-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinPD
PRUNE1SNVMissense_Mutationnovelc.469N>Ap.Leu157Metp.L157MQ86TP1protein_codingdeleterious(0.04)probably_damaging(0.983)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PRUNE1SNVMissense_Mutationnovelc.1047G>Tp.Lys349Asnp.K349NQ86TP1protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PRUNE1SNVMissense_Mutationnovelc.560N>Ap.Ile187Asnp.I187NQ86TP1protein_codingdeleterious(0.02)benign(0.114)TCGA-A5-A0G1-01Endometriumuterine 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
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