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: PGAM5

Gene summary for PGAM5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PGAM5

Gene ID

192111

Gene namePGAM family member 5, mitochondrial serine/threonine protein phosphatase
Gene AliasBXLBV68
Cytomap12q24.33
Gene Typeprotein-coding
GO ID

GO:0000266

UniProtAcc

Q96HS1


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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
192111PGAM5HTA11_3410_2000001011HumanColorectumAD1.51e-039.94e-020.0155
192111PGAM5HTA11_2487_2000001011HumanColorectumSER8.42e-052.02e-01-0.1808
192111PGAM5HTA11_1938_2000001011HumanColorectumAD1.73e-092.84e-01-0.0811
192111PGAM5HTA11_78_2000001011HumanColorectumAD2.20e-051.47e-01-0.1088
192111PGAM5HTA11_347_2000001011HumanColorectumAD2.18e-102.13e-01-0.1954
192111PGAM5HTA11_83_2000001011HumanColorectumSER8.73e-041.63e-01-0.1526
192111PGAM5HTA11_696_2000001011HumanColorectumAD9.98e-081.96e-01-0.1464
192111PGAM5HTA11_866_2000001011HumanColorectumAD4.17e-071.34e-01-0.1001
192111PGAM5HTA11_1391_2000001011HumanColorectumAD4.60e-112.78e-01-0.059
192111PGAM5HTA11_5216_2000001011HumanColorectumSER3.40e-022.09e-01-0.1462
192111PGAM5HTA11_546_2000001011HumanColorectumAD1.44e-031.54e-01-0.0842
192111PGAM5HTA11_7862_2000001011HumanColorectumAD3.08e-042.21e-01-0.0179
192111PGAM5HTA11_866_3004761011HumanColorectumAD6.58e-142.74e-010.096
192111PGAM5HTA11_4255_2000001011HumanColorectumSER3.22e-053.22e-010.0446
192111PGAM5HTA11_8622_2000001021HumanColorectumSER4.45e-031.91e-010.0528
192111PGAM5HTA11_10623_2000001011HumanColorectumAD6.46e-072.50e-01-0.0177
192111PGAM5HTA11_6801_2000001011HumanColorectumSER1.19e-074.56e-010.0171
192111PGAM5HTA11_10711_2000001011HumanColorectumAD1.67e-031.60e-010.0338
192111PGAM5HTA11_7696_3000711011HumanColorectumAD4.77e-122.28e-010.0674
192111PGAM5HTA11_6818_2000001011HumanColorectumAD1.11e-021.68e-010.0112
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗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:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0010821ColorectumADregulation of mitochondrion organization57/3918144/187232.43e-079.92e-0657
GO:0010822ColorectumADpositive regulation of mitochondrion organization32/391874/187231.22e-052.68e-0432
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:0106106ColorectumADcold-induced thermogenesis43/3918144/187237.05e-034.31e-0243
GO:0120161ColorectumADregulation of cold-induced thermogenesis43/3918144/187237.05e-034.31e-0243
GO:1990845ColorectumADadaptive thermogenesis46/3918157/187237.97e-034.73e-0246
GO:00108211ColorectumSERregulation of mitochondrion organization48/2897144/187237.51e-084.70e-0648
GO:00162361ColorectumSERmacroautophagy79/2897291/187231.97e-071.10e-0579
GO:00108221ColorectumSERpositive regulation of mitochondrion organization27/289774/187237.79e-062.67e-0427
GO:00064701ColorectumSERprotein dephosphorylation65/2897281/187234.44e-046.51e-0365
GO:00163111ColorectumSERdephosphorylation86/2897417/187232.73e-032.46e-0286
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
GO:00108212ColorectumMSSregulation of mitochondrion organization53/3467144/187231.67e-077.55e-0653
GO:00108222ColorectumMSSpositive regulation of mitochondrion organization30/346774/187238.51e-062.11e-0430
GO:00064702ColorectumMSSprotein dephosphorylation73/3467281/187231.15e-031.12e-0273
GO:00163112ColorectumMSSdephosphorylation101/3467417/187231.98e-031.70e-02101
GO:00064703ColorectumMSI-Hprotein dephosphorylation34/1319281/187231.43e-032.22e-0234
GO:001623621LiverHCCmacroautophagy204/7958291/187238.66e-221.41e-19204
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04137ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa041371ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa04217ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa041372ColorectumSERMitophagy - animal22/158072/84659.93e-034.78e-023.47e-0222
hsa042171ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa041373ColorectumSERMitophagy - animal22/158072/84659.93e-034.78e-023.47e-0222
hsa041374ColorectumMSSMitophagy - animal27/187572/84652.17e-031.10e-026.76e-0327
hsa041375ColorectumMSSMitophagy - animal27/187572/84652.17e-031.10e-026.76e-0327
hsa041376ColorectumMSI-HMitophagy - animal16/79772/84658.73e-041.01e-028.48e-0316
hsa041377ColorectumMSI-HMitophagy - animal16/79772/84658.73e-041.01e-028.48e-0316
hsa0413741LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa046684LiverHCCTNF signaling pathway73/4020114/84652.53e-041.19e-036.63e-0473
hsa0413751LiverHCCMitophagy - animal53/402072/84655.49e-064.59e-052.56e-0553
hsa0466811LiverHCCTNF signaling pathway73/4020114/84652.53e-041.19e-036.63e-0473
hsa0413728Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
hsa046689Oral cavityOSCCTNF signaling pathway82/3704114/84658.30e-109.59e-094.88e-0982
hsa04137112Oral cavityOSCCMitophagy - animal58/370472/84651.48e-102.07e-091.05e-0958
hsa0466816Oral cavityOSCCTNF signaling pathway82/3704114/84658.30e-109.59e-094.88e-0982
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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
PGAM5SNVMissense_Mutationc.259T>Gp.Ser87Alap.S87AQ96HS1protein_codingtolerated(0.32)benign(0.003)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PGAM5SNVMissense_Mutationnovelc.309N>Gp.Ile103Metp.I103MQ96HS1protein_codingdeleterious(0)probably_damaging(0.976)TCGA-E2-A14Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
PGAM5SNVMissense_Mutationc.575N>Tp.Pro192Leup.P192LQ96HS1protein_codingdeleterious(0)benign(0.433)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PGAM5SNVMissense_Mutationc.512G>Ap.Ser171Asnp.S171NQ96HS1protein_codingtolerated(0.22)benign(0.003)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
PGAM5SNVMissense_Mutationc.554C>Tp.Pro185Leup.P185LQ96HS1protein_codingdeleterious(0)probably_damaging(1)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PGAM5SNVMissense_Mutationc.287C>Ap.Ala96Aspp.A96DQ96HS1protein_codingdeleterious(0)probably_damaging(0.949)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
PGAM5SNVMissense_Mutationnovelc.712N>Ap.Val238Metp.V238MQ96HS1protein_codingdeleterious(0.02)probably_damaging(0.986)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PGAM5SNVMissense_Mutationnovelc.401G>Ap.Arg134Hisp.R134HQ96HS1protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PGAM5SNVMissense_Mutationnovelc.649G>Ap.Ala217Thrp.A217TQ96HS1protein_codingtolerated(0.08)benign(0.001)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PGAM5SNVMissense_Mutationrs200488875c.452N>Tp.Thr151Metp.T151MQ96HS1protein_codingdeleterious(0.02)possibly_damaging(0.849)TCGA-AJ-A3OJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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