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: PRUNE

Gene summary for PRUNE

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRUNE

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
58497PRUNEP2T-EHumanEsophagusESCC5.30e-213.43e-010.1177
58497PRUNEP4T-EHumanEsophagusESCC3.48e-081.90e-010.1323
58497PRUNEP5T-EHumanEsophagusESCC4.31e-061.40e-010.1327
58497PRUNEP8T-EHumanEsophagusESCC4.17e-051.26e-010.0889
58497PRUNEP9T-EHumanEsophagusESCC3.82e-081.95e-010.1131
58497PRUNEP10T-EHumanEsophagusESCC4.30e-102.44e-010.116
58497PRUNEP11T-EHumanEsophagusESCC6.74e-092.94e-010.1426
58497PRUNEP12T-EHumanEsophagusESCC1.88e-041.67e-010.1122
58497PRUNEP15T-EHumanEsophagusESCC7.37e-193.46e-010.1149
58497PRUNEP16T-EHumanEsophagusESCC5.79e-162.88e-010.1153
58497PRUNEP20T-EHumanEsophagusESCC1.35e-112.50e-010.1124
58497PRUNEP21T-EHumanEsophagusESCC3.28e-142.95e-010.1617
58497PRUNEP22T-EHumanEsophagusESCC8.56e-122.37e-010.1236
58497PRUNEP23T-EHumanEsophagusESCC2.12e-163.37e-010.108
58497PRUNEP24T-EHumanEsophagusESCC9.67e-183.47e-010.1287
58497PRUNEP26T-EHumanEsophagusESCC9.35e-102.10e-010.1276
58497PRUNEP27T-EHumanEsophagusESCC2.03e-091.72e-010.1055
58497PRUNEP28T-EHumanEsophagusESCC1.88e-112.01e-010.1149
58497PRUNEP30T-EHumanEsophagusESCC1.72e-154.15e-010.137
58497PRUNEP31T-EHumanEsophagusESCC8.56e-122.33e-010.1251
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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: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
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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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