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: PGAM2

Gene summary for PGAM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PGAM2

Gene ID

5224

Gene namephosphoglycerate mutase 2
Gene AliasGSD10
Cytomap7p13
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P15259


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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
5224PGAM2HCC1_MengHumanLiverHCC4.04e-563.78e-010.0246
5224PGAM2S014HumanLiverHCC1.18e-591.83e+000.2254
5224PGAM2S015HumanLiverHCC1.92e-542.48e+000.2375
5224PGAM2S016HumanLiverHCC2.48e-642.04e+000.2243
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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:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
GO:004603422LiverHCCATP metabolic process198/7958277/187238.30e-231.55e-20198
GO:000911722LiverHCCnucleotide metabolic process300/7958489/187231.61e-171.71e-15300
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
GO:001969322LiverHCCribose phosphate metabolic process248/7958396/187233.15e-162.70e-14248
GO:000925922LiverHCCribonucleotide metabolic process240/7958385/187232.07e-151.51e-13240
GO:000915022LiverHCCpurine ribonucleotide metabolic process226/7958368/187231.36e-137.69e-12226
GO:007252122LiverHCCpurine-containing compound metabolic process250/7958416/187232.26e-131.24e-11250
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:000616322LiverHCCpurine nucleotide metabolic process236/7958396/187233.59e-121.62e-10236
GO:000600621LiverHCCglucose metabolic process128/7958196/187238.60e-113.06e-09128
GO:000609022LiverHCCpyruvate metabolic process73/7958106/187233.52e-087.82e-0773
GO:001605222LiverHCCcarbohydrate catabolic process99/7958154/187233.79e-088.30e-0799
GO:000918522LiverHCCribonucleoside diphosphate metabolic process72/7958106/187231.05e-072.03e-0672
GO:004603122LiverHCCADP metabolic process63/795890/187231.17e-072.25e-0663
GO:001003822LiverHCCresponse to metal ion208/7958373/187231.35e-072.56e-06208
GO:000913522LiverHCCpurine nucleoside diphosphate metabolic process70/7958103/187231.52e-072.82e-0670
GO:000917922LiverHCCpurine ribonucleoside diphosphate metabolic process70/7958103/187231.52e-072.82e-0670
GO:00463642LiverHCCmonosaccharide biosynthetic process58/795882/187232.08e-073.75e-0658
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0120041LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0123021LiverHCCBiosynthesis of amino acids53/402075/84653.79e-052.11e-041.18e-0453
hsa002602LiverHCCGlycine, serine and threonine metabolism28/402040/84653.28e-031.07e-025.93e-0328
hsa0001022LiverHCCGlycolysis / Gluconeogenesis43/402067/84654.26e-031.29e-027.15e-0343
hsa0492241LiverHCCGlucagon signaling pathway64/4020107/84656.70e-031.87e-021.04e-0264
hsa0523021LiverHCCCentral carbon metabolism in cancer43/402070/84651.30e-023.19e-021.78e-0243
hsa0120051LiverHCCCarbon metabolism89/4020115/84653.92e-116.56e-103.65e-1089
hsa0123031LiverHCCBiosynthesis of amino acids53/402075/84653.79e-052.11e-041.18e-0453
hsa002603LiverHCCGlycine, serine and threonine metabolism28/402040/84653.28e-031.07e-025.93e-0328
hsa0001032LiverHCCGlycolysis / Gluconeogenesis43/402067/84654.26e-031.29e-027.15e-0343
hsa0492251LiverHCCGlucagon signaling pathway64/4020107/84656.70e-031.87e-021.04e-0264
hsa0523031LiverHCCCentral carbon metabolism in cancer43/402070/84651.30e-023.19e-021.78e-0243
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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
PGAM2SNVMissense_Mutationnovelc.135N>Gp.Ile45Metp.I45MP15259protein_codingdeleterious(0.04)possibly_damaging(0.595)TCGA-D8-A27M-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapymethotrexate+5SD
PGAM2SNVMissense_Mutationc.157G>Cp.Asp53Hisp.D53HP15259protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EW-A1IX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfemaraSD
PGAM2SNVMissense_Mutationrs375024229c.718N>Tp.Arg240Trpp.R240WP15259protein_codingdeleterious(0)probably_damaging(0.922)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PGAM2SNVMissense_Mutationc.37N>Ap.Glu13Lysp.E13KP15259protein_codingdeleterious(0.01)benign(0.258)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PGAM2SNVMissense_Mutationrs375305359c.539N>Ap.Arg180Glnp.R180QP15259protein_codingtolerated(0.15)benign(0.044)TCGA-VS-A9UP-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PGAM2SNVMissense_Mutationrs775439724c.427G>Ap.Ala143Thrp.A143TP15259protein_codingdeleterious(0.05)benign(0.062)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PGAM2SNVMissense_Mutationrs139100874c.248N>Ap.Arg83Hisp.R83HP15259protein_codingtolerated(0.2)probably_damaging(0.988)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PGAM2SNVMissense_Mutationrs766643060c.257N>Ap.Arg86Hisp.R86HP15259protein_codingdeleterious(0.03)benign(0.047)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
PGAM2insertionFrame_Shift_Insnovelc.325_326insGp.Glu109GlyfsTer29p.E109Gfs*29P15259protein_codingTCGA-AD-6890-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PGAM2SNVMissense_Mutationnovelc.471G>Tp.Lys157Asnp.K157NP15259protein_codingdeleterious(0.02)probably_damaging(0.947)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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