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: PGM5

Gene summary for PGM5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PGM5

Gene ID

5239

Gene namephosphoglucomutase 5
Gene AliasPGMRP
Cytomap9q21.11
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q15124


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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
5239PGM5S014HumanLiverHCC6.80e-308.62e-010.2254
5239PGM5S015HumanLiverHCC4.22e-241.07e+000.2375
5239PGM5S016HumanLiverHCC2.01e-401.04e+000.2243
5239PGM5GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor4.32e-043.62e-010.1633
5239PGM5GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor1.05e-064.51e-010.1608
5239PGM5GSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor1.10e-105.99e-010.1604
5239PGM5GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor1.01e-044.46e-010.1602
5239PGM5GSM5353237_PA_PR5251_T2_S8_L001HumanProstateTumor8.80e-035.38e-010.1622
5239PGM5GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor5.22e-064.19e-010.1575
5239PGM5GSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor1.25e-033.77e-010.1545
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:000600621LiverHCCglucose metabolic process128/7958196/187238.60e-113.06e-09128
GO:003103222LiverHCCactomyosin structure organization109/7958196/187231.39e-041.13e-03109
GO:003103216ProstateTumoractomyosin structure organization63/3246196/187232.94e-076.72e-0663
GO:006053714ProstateTumormuscle tissue development107/3246403/187231.93e-063.34e-05107
GO:001470613ProstateTumorstriated muscle tissue development98/3246384/187232.96e-053.56e-0498
GO:000600613ProstateTumorglucose metabolic process55/3246196/187231.22e-041.14e-0355
GO:004269213ProstateTumormuscle cell differentiation93/3246384/187233.45e-042.73e-0393
GO:005114614ProstateTumorstriated muscle cell differentiation69/3246283/187231.56e-039.54e-0369
GO:00193187ProstateTumorhexose metabolic process59/3246237/187231.96e-031.14e-0259
GO:00059967ProstateTumormonosaccharide metabolic process62/3246257/187233.38e-031.75e-0262
GO:00550011ProstateTumormuscle cell development45/3246184/187238.73e-033.78e-0245
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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
PGM5SNVMissense_Mutationnovelc.518N>Gp.Ser173Cysp.S173CQ15124protein_codingdeleterious(0.01)possibly_damaging(0.765)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PGM5SNVMissense_Mutationnovelc.64N>Tp.Ala22Serp.A22SQ15124protein_codingtolerated(0.23)benign(0.005)TCGA-A7-A425-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinPD
PGM5SNVMissense_Mutationc.971N>Ap.Cys324Tyrp.C324YQ15124protein_codingtolerated(0.1)probably_damaging(0.934)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
PGM5SNVMissense_Mutationnovelc.1315G>Ap.Asp439Asnp.D439NQ15124protein_codingdeleterious(0.03)possibly_damaging(0.603)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PGM5SNVMissense_Mutationc.746C>Tp.Pro249Leup.P249LQ15124protein_codingdeleterious(0)probably_damaging(0.994)TCGA-B6-A1KF-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PGM5SNVMissense_Mutationrs141668530c.1124N>Ap.Arg375Hisp.R375HQ15124protein_codingdeleterious(0.01)probably_damaging(0.938)TCGA-D8-A1X9-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycin+cyclophosphamideSD
PGM5SNVMissense_Mutationc.1098N>Gp.Phe366Leup.F366LQ15124protein_codingdeleterious(0)possibly_damaging(0.566)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PGM5SNVMissense_Mutationc.371N>Tp.Cys124Phep.C124FQ15124protein_codingdeleterious(0)possibly_damaging(0.516)TCGA-E2-A154-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PGM5SNVMissense_Mutationc.1640N>Cp.Ile547Thrp.I547TQ15124protein_codingdeleterious(0.04)probably_damaging(0.968)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
PGM5insertionFrame_Shift_Insnovelc.1115_1116insATTTGGGGTTTGTGAAAAGGGAGGTGTTCACp.Asp372GlufsTer28p.D372Efs*28Q15124protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
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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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