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: BPGM

Gene summary for BPGM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BPGM

Gene ID

669

Gene namebisphosphoglycerate mutase
Gene AliasDPGM
Cytomap7q33
Gene Typeprotein-coding
GO ID

GO:0002262

UniProtAcc

A0A024R782


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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
669BPGMLZE4THumanEsophagusESCC1.40e-104.14e-010.0811
669BPGMLZE7THumanEsophagusESCC5.18e-033.79e-010.0667
669BPGMLZE20THumanEsophagusESCC3.64e-072.70e-010.0662
669BPGMLZE24THumanEsophagusESCC7.74e-041.80e-010.0596
669BPGMP2T-EHumanEsophagusESCC3.87e-031.22e-010.1177
669BPGMP4T-EHumanEsophagusESCC3.16e-186.20e-010.1323
669BPGMP5T-EHumanEsophagusESCC7.72e-133.54e-010.1327
669BPGMP8T-EHumanEsophagusESCC5.76e-132.07e-010.0889
669BPGMP9T-EHumanEsophagusESCC1.01e-156.18e-010.1131
669BPGMP10T-EHumanEsophagusESCC3.07e-214.79e-010.116
669BPGMP11T-EHumanEsophagusESCC1.56e-159.39e-010.1426
669BPGMP12T-EHumanEsophagusESCC4.05e-308.01e-010.1122
669BPGMP15T-EHumanEsophagusESCC8.40e-296.66e-010.1149
669BPGMP16T-EHumanEsophagusESCC2.23e-078.65e-020.1153
669BPGMP19T-EHumanEsophagusESCC1.09e-098.68e-010.1662
669BPGMP20T-EHumanEsophagusESCC1.06e-128.73e-010.1124
669BPGMP21T-EHumanEsophagusESCC1.25e-471.35e+000.1617
669BPGMP24T-EHumanEsophagusESCC6.09e-062.80e-010.1287
669BPGMP26T-EHumanEsophagusESCC1.64e-318.71e-010.1276
669BPGMP27T-EHumanEsophagusESCC4.48e-134.35e-010.1055
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0046034111EsophagusESCCATP metabolic process189/8552277/187231.99e-141.04e-12189
GO:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:0002262111EsophagusESCCmyeloid cell homeostasis104/8552157/187231.49e-072.36e-06104
GO:0034101111EsophagusESCCerythrocyte homeostasis88/8552129/187231.81e-072.84e-0688
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0048872111EsophagusESCChomeostasis of number of cells163/8552272/187231.40e-061.69e-05163
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0030218111EsophagusESCCerythrocyte differentiation80/8552120/187232.69e-063.08e-0580
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:000913219EsophagusESCCnucleoside diphosphate metabolic process77/8552124/187231.65e-041.09e-0377
GO:000918520EsophagusESCCribonucleoside diphosphate metabolic process66/8552106/187234.21e-042.39e-0366
GO:001605216EsophagusESCCcarbohydrate catabolic process91/8552154/187235.39e-042.97e-0391
GO:000913520EsophagusESCCpurine nucleoside diphosphate metabolic process63/8552103/187231.10e-035.52e-0363
GO:000917920EsophagusESCCpurine ribonucleoside diphosphate metabolic process63/8552103/187231.10e-035.52e-0363
GO:19011362EsophagusESCCcarbohydrate derivative catabolic process99/8552172/187231.11e-035.54e-0399
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0001016EsophagusESCCGlycolysis / Gluconeogenesis42/420567/84652.15e-024.78e-022.45e-0242
hsa0001017EsophagusESCCGlycolysis / Gluconeogenesis42/420567/84652.15e-024.78e-022.45e-0242
hsa0001014Oral cavityOSCCGlycolysis / Gluconeogenesis40/370467/84656.08e-031.44e-027.31e-0340
hsa0001015Oral cavityOSCCGlycolysis / Gluconeogenesis40/370467/84656.08e-031.44e-027.31e-0340
hsa0001023Oral cavityLPGlycolysis / Gluconeogenesis28/241867/84651.36e-024.44e-022.86e-0228
hsa0001033Oral cavityLPGlycolysis / Gluconeogenesis28/241867/84651.36e-024.44e-022.86e-0228
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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
BPGMSNVMissense_Mutationnovelc.376A>Gp.Ile126Valp.I126VP07738protein_codingtolerated(0.11)benign(0.039)TCGA-BH-A0DS-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamideSD
BPGMSNVMissense_Mutationnovelc.566N>Ap.Gly189Glup.G189EP07738protein_codingdeleterious(0)probably_damaging(1)TCGA-EW-A1PC-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
BPGMSNVMissense_Mutationnovelc.220N>Gp.Leu74Valp.L74VP07738protein_codingtolerated(0.06)benign(0.111)TCGA-VS-A9V1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
BPGMSNVMissense_Mutationc.57N>Tp.Glu19Aspp.E19DP07738protein_codingtolerated(0.06)benign(0.007)TCGA-EI-7002-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyirinotecan+5-fluorouracilimSD
BPGMSNVMissense_Mutationrs757985056c.62G>Ap.Arg21Hisp.R21HP07738protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BPGMSNVMissense_Mutationnovelc.116G>Ap.Arg39Glnp.R39QP07738protein_codingtolerated(0.56)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
BPGMSNVMissense_Mutationnovelc.335N>Cp.Val112Alap.V112AP07738protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BPGMSNVMissense_Mutationrs771037885c.140C>Tp.Ala47Valp.A47VP07738protein_codingdeleterious(0.01)benign(0.083)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BPGMSNVMissense_Mutationnovelc.461G>Ap.Arg154Glnp.R154QP07738protein_codingtolerated(0.58)benign(0.003)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BPGMSNVMissense_Mutationrs746836937c.257N>Ap.Arg86Hisp.R86HP07738protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
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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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