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: GMPR2

Gene summary for GMPR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GMPR2

Gene ID

51292

Gene nameguanosine monophosphate reductase 2
Gene AliasGMPR 2
Cytomap14q12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9P2T1


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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
51292GMPR2LZE2THumanEsophagusESCC2.82e-023.43e-010.082
51292GMPR2LZE4THumanEsophagusESCC1.61e-135.22e-010.0811
51292GMPR2LZE8THumanEsophagusESCC1.08e-041.94e-010.067
51292GMPR2LZE20THumanEsophagusESCC6.94e-041.69e-010.0662
51292GMPR2LZE24THumanEsophagusESCC1.06e-197.19e-010.0596
51292GMPR2LZE6THumanEsophagusESCC1.89e-031.13e-010.0845
51292GMPR2P1T-EHumanEsophagusESCC1.37e-064.18e-010.0875
51292GMPR2P2T-EHumanEsophagusESCC2.00e-313.46e-010.1177
51292GMPR2P4T-EHumanEsophagusESCC5.53e-205.69e-010.1323
51292GMPR2P5T-EHumanEsophagusESCC1.55e-153.52e-010.1327
51292GMPR2P8T-EHumanEsophagusESCC2.26e-357.64e-010.0889
51292GMPR2P9T-EHumanEsophagusESCC2.70e-143.72e-010.1131
51292GMPR2P10T-EHumanEsophagusESCC4.56e-355.16e-010.116
51292GMPR2P11T-EHumanEsophagusESCC5.72e-115.83e-010.1426
51292GMPR2P12T-EHumanEsophagusESCC1.20e-581.21e+000.1122
51292GMPR2P15T-EHumanEsophagusESCC2.85e-551.24e+000.1149
51292GMPR2P16T-EHumanEsophagusESCC3.79e-273.91e-010.1153
51292GMPR2P17T-EHumanEsophagusESCC6.89e-064.12e-010.1278
51292GMPR2P19T-EHumanEsophagusESCC1.14e-046.45e-010.1662
51292GMPR2P20T-EHumanEsophagusESCC7.61e-152.94e-010.1124
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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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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: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:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:00091234EsophagusESCCnucleoside monophosphate metabolic process49/855276/187237.30e-043.80e-0349
GO:00091124EsophagusESCCnucleobase metabolic process25/855234/187239.19e-044.68e-0325
GO:00091615EsophagusESCCribonucleoside monophosphate metabolic process38/855258/187231.81e-038.32e-0338
GO:00091269EsophagusESCCpurine nucleoside monophosphate metabolic process30/855244/187232.14e-039.54e-0330
GO:00091678EsophagusESCCpurine ribonucleoside monophosphate metabolic process27/855241/187237.31e-032.63e-0227
GO:00061444EsophagusESCCpurine nucleobase metabolic process14/855219/187231.27e-024.21e-0214
GO:000675312LiverCirrhoticnucleoside phosphate metabolic process190/4634497/187231.10e-116.96e-10190
GO:000911712LiverCirrhoticnucleotide metabolic process187/4634489/187231.55e-119.63e-10187
GO:001969312LiverCirrhoticribose phosphate metabolic process156/4634396/187235.83e-113.23e-09156
GO:000925912LiverCirrhoticribonucleotide metabolic process151/4634385/187231.72e-108.70e-09151
GO:007252112LiverCirrhoticpurine-containing compound metabolic process156/4634416/187233.74e-091.52e-07156
GO:000915012LiverCirrhoticpurine ribonucleotide metabolic process141/4634368/187234.22e-091.70e-07141
GO:000616312LiverCirrhoticpurine nucleotide metabolic process146/4634396/187234.12e-081.34e-06146
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012325EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa0123212EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa01232LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa012321LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa012322LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa012323LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa012324Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa0123211Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa0123221Oral cavityLPNucleotide metabolism42/241885/84653.62e-052.36e-041.52e-0442
hsa0123231Oral cavityLPNucleotide metabolism42/241885/84653.62e-052.36e-041.52e-0442
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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
GMPR2SNVMissense_Mutationc.40N>Tp.Pro14Serp.P14Sprotein_codingtolerated_low_confidence(0.1)benign(0.046)TCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
GMPR2SNVMissense_Mutationc.868N>Cp.Glu290Glnp.E290Qprotein_codingtolerated(0.17)possibly_damaging(0.825)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GMPR2SNVMissense_Mutationrs537372849c.406N>Ap.Glu136Lysp.E136Kprotein_codingtolerated(0.64)benign(0.009)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GMPR2SNVMissense_Mutationc.1076A>Cp.Lys359Thrp.K359Tprotein_codingtolerated(0.07)benign(0)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
GMPR2SNVMissense_Mutationc.421G>Ap.Val141Metp.V141Mprotein_codingtolerated(0.07)benign(0.08)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GMPR2SNVMissense_Mutationnovelc.1097N>Tp.Ala366Valp.A366Vprotein_codingdeleterious(0.02)probably_damaging(0.986)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GMPR2SNVMissense_Mutationnovelc.235N>Cp.Phe79Leup.F79Lprotein_codingtolerated(0.06)benign(0.106)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
GMPR2SNVMissense_Mutationc.1030N>Ap.Val344Metp.V344Mprotein_codingtolerated(0.08)benign(0.015)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GMPR2SNVMissense_Mutationc.248N>Gp.Lys83Argp.K83Rprotein_codingtolerated(0.44)benign(0.02)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GMPR2SNVMissense_Mutationnovelc.128N>Cp.Lys43Thrp.K43Tprotein_codingtolerated(0.1)probably_damaging(0.998)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<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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