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: MPI

Gene summary for MPI

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MPI

Gene ID

4351

Gene namemannose phosphate isomerase
Gene AliasCDG1B
Cytomap15q24.1-q24.2
Gene Typeprotein-coding
GO ID

GO:0000032

UniProtAcc

H3BPP3


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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
4351MPILZE2THumanEsophagusESCC1.57e-044.29e-010.082
4351MPILZE4THumanEsophagusESCC1.42e-082.14e-010.0811
4351MPILZE7THumanEsophagusESCC1.11e-031.40e-010.0667
4351MPILZE8THumanEsophagusESCC1.65e-102.17e-010.067
4351MPILZE24THumanEsophagusESCC1.68e-122.48e-010.0596
4351MPIP1T-EHumanEsophagusESCC3.83e-052.58e-010.0875
4351MPIP2T-EHumanEsophagusESCC4.03e-112.31e-010.1177
4351MPIP4T-EHumanEsophagusESCC1.07e-234.06e-010.1323
4351MPIP5T-EHumanEsophagusESCC1.74e-132.27e-010.1327
4351MPIP8T-EHumanEsophagusESCC2.94e-072.20e-010.0889
4351MPIP9T-EHumanEsophagusESCC2.11e-047.77e-020.1131
4351MPIP10T-EHumanEsophagusESCC1.16e-183.01e-010.116
4351MPIP11T-EHumanEsophagusESCC2.03e-042.57e-010.1426
4351MPIP12T-EHumanEsophagusESCC5.65e-163.28e-010.1122
4351MPIP15T-EHumanEsophagusESCC2.76e-285.75e-010.1149
4351MPIP16T-EHumanEsophagusESCC3.57e-356.28e-010.1153
4351MPIP17T-EHumanEsophagusESCC2.28e-051.85e-010.1278
4351MPIP19T-EHumanEsophagusESCC2.33e-067.08e-010.1662
4351MPIP20T-EHumanEsophagusESCC3.58e-061.09e-010.1124
4351MPIP21T-EHumanEsophagusESCC3.24e-112.14e-010.1617
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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
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:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00092256EsophagusESCCnucleotide-sugar metabolic process29/855236/187231.91e-051.67e-0429
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:00092262EsophagusESCCnucleotide-sugar biosynthetic process14/855219/187231.27e-024.21e-0214
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:00064862LiverHCCprotein glycosylation122/7958226/187233.11e-042.21e-03122
GO:00434132LiverHCCmacromolecule glycosylation122/7958226/187233.11e-042.21e-03122
GO:00700852LiverHCCglycosylation128/7958240/187234.35e-042.92e-03128
GO:00092254LiverHCCnucleotide-sugar metabolic process25/795836/187239.87e-045.71e-0325
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:00092255Oral cavityOSCCnucleotide-sugar metabolic process26/730536/187235.44e-054.51e-0426
GO:00059968Oral cavityOSCCmonosaccharide metabolic process129/7305257/187231.63e-041.13e-03129
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:00193188Oral cavityOSCChexose metabolic process118/7305237/187234.53e-042.73e-03118
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa012505EsophagusESCCBiosynthesis of nucleotide sugars28/420537/84651.10e-033.42e-031.75e-0328
hsa005202EsophagusESCCAmino sugar and nucleotide sugar metabolism35/420549/84651.60e-034.88e-032.50e-0335
hsa000512EsophagusESCCFructose and mannose metabolism24/420534/84651.09e-022.51e-021.29e-0224
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0125012EsophagusESCCBiosynthesis of nucleotide sugars28/420537/84651.10e-033.42e-031.75e-0328
hsa0052011EsophagusESCCAmino sugar and nucleotide sugar metabolism35/420549/84651.60e-034.88e-032.50e-0335
hsa0005111EsophagusESCCFructose and mannose metabolism24/420534/84651.09e-022.51e-021.29e-0224
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa00520Oral cavityOSCCAmino sugar and nucleotide sugar metabolism34/370449/84652.48e-048.08e-044.11e-0434
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa012504Oral cavityOSCCBiosynthesis of nucleotide sugars25/370437/84652.93e-037.49e-033.81e-0325
hsa005201Oral cavityOSCCAmino sugar and nucleotide sugar metabolism34/370449/84652.48e-048.08e-044.11e-0434
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0125011Oral cavityOSCCBiosynthesis of nucleotide sugars25/370437/84652.93e-037.49e-033.81e-0325
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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
MPISNVMissense_Mutationc.409N>Cp.Glu137Glnp.E137QP34949protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A26V-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenCR
MPISNVMissense_Mutationnovelc.460N>Cp.Val154Leup.V154LP34949protein_codingtolerated(0.32)benign(0.001)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
MPISNVMissense_Mutationrs863225087c.1253N>Ap.Arg418Hisp.R418HP34949protein_codingdeleterious(0)probably_damaging(0.985)TCGA-E9-A1R5-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MPISNVMissense_Mutationc.355N>Ap.Glu119Lysp.E119KP34949protein_codingtolerated(0.27)benign(0.021)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
MPIinsertionFrame_Shift_Insnovelc.651_652insCCGGCTCTTTGGTTAGGGCTGGGATGGAAAGGTGTCCTCCp.Lys218ProfsTer44p.K218Pfs*44P34949protein_codingTCGA-AO-A03P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozolePD
MPIdeletionFrame_Shift_Delnovelc.244delNp.Leu82TrpfsTer77p.L82Wfs*77P34949protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MPISNVMissense_Mutationrs781643554c.1117G>Ap.Val373Ilep.V373IP34949protein_codingtolerated(0.94)benign(0.034)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MPISNVMissense_Mutationc.23N>Ap.Pro8Glnp.P8QP34949protein_codingtolerated(0.07)benign(0.043)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MPISNVMissense_Mutationc.1016N>Gp.Asp339Glyp.D339GP34949protein_codingtolerated(0.07)benign(0.148)TCGA-CM-5348-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
MPIinsertionFrame_Shift_Insnovelc.1016_1017insCp.Val342CysfsTer17p.V342Cfs*17P34949protein_codingTCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=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
4351MPIENZYME, DRUGGABLE GENOMEGNF-PF-5134CHEMBL602969
4351MPIENZYME, DRUGGABLE GENOMEDNDI1417614CHEMBL1567571
4351MPIENZYME, DRUGGABLE GENOMEEBSELENEBSELEN
4351MPIENZYME, DRUGGABLE GENOMEAPOMORPHINE HYDROCHLORIDE HEMIHYDRATEAPOMORPHINE HYDROCHLORIDE HEMIHYDRATE
4351MPIENZYME, DRUGGABLE GENOMEHAEMATOXYLINHAEMATOXYLIN
4351MPIENZYME, DRUGGABLE GENOME4-HYDROXYESTRADIOLCHEMBL1412489
4351MPIENZYME, DRUGGABLE GENOMENSC-19803CHEMBL522983
4351MPIENZYME, DRUGGABLE GENOMETCMDC-125319CHEMBL527586
4351MPIENZYME, DRUGGABLE GENOMENSC-66209CHEMBL175266
4351MPIENZYME, DRUGGABLE GENOMESJ000029642CHEMBL591126
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