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: MTAP

Gene summary for MTAP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTAP

Gene ID

4507

Gene namemethylthioadenosine phosphorylase
Gene AliasBDMF
Cytomap9p21.3
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

Q13126


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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
4507MTAPLZE4THumanEsophagusESCC5.69e-072.28e-010.0811
4507MTAPLZE7THumanEsophagusESCC3.39e-064.94e-010.0667
4507MTAPLZE20THumanEsophagusESCC8.15e-051.08e-010.0662
4507MTAPLZE24THumanEsophagusESCC1.24e-143.49e-010.0596
4507MTAPLZE21THumanEsophagusESCC1.12e-032.97e-010.0655
4507MTAPP2T-EHumanEsophagusESCC5.76e-192.91e-010.1177
4507MTAPP4T-EHumanEsophagusESCC6.98e-071.39e-010.1323
4507MTAPP11T-EHumanEsophagusESCC3.58e-151.16e+000.1426
4507MTAPP15T-EHumanEsophagusESCC4.67e-061.32e-010.1149
4507MTAPP16T-EHumanEsophagusESCC5.13e-071.04e-010.1153
4507MTAPP21T-EHumanEsophagusESCC1.90e-162.33e-010.1617
4507MTAPP22T-EHumanEsophagusESCC1.42e-187.71e-020.1236
4507MTAPP23T-EHumanEsophagusESCC1.12e-132.91e-010.108
4507MTAPP24T-EHumanEsophagusESCC2.84e-135.52e-020.1287
4507MTAPP26T-EHumanEsophagusESCC2.95e-172.27e-010.1276
4507MTAPP27T-EHumanEsophagusESCC7.53e-129.29e-020.1055
4507MTAPP28T-EHumanEsophagusESCC4.97e-284.97e-010.1149
4507MTAPP30T-EHumanEsophagusESCC4.21e-041.16e-010.137
4507MTAPP32T-EHumanEsophagusESCC6.08e-112.29e-010.1666
4507MTAPP36T-EHumanEsophagusESCC1.93e-082.79e-010.1187
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:1901654111EsophagusESCCresponse to ketone118/8552194/187231.45e-051.31e-04118
GO:007252217EsophagusESCCpurine-containing compound biosynthetic process120/8552200/187233.02e-052.51e-04120
GO:00086525EsophagusESCCcellular amino acid biosynthetic process51/855276/187231.30e-048.88e-0451
GO:00463948EsophagusESCCcarboxylic acid biosynthetic process175/8552314/187231.98e-041.26e-03175
GO:19016574EsophagusESCCglycosyl compound metabolic process57/855288/187232.32e-041.44e-0357
GO:00160538EsophagusESCCorganic acid biosynthetic process175/8552316/187233.04e-041.82e-03175
GO:19016075EsophagusESCCalpha-amino acid biosynthetic process45/855268/187235.13e-042.84e-0345
GO:00090674EsophagusESCCaspartate family amino acid biosynthetic process17/855221/187231.03e-035.19e-0317
GO:003357415EsophagusESCCresponse to testosterone29/855242/187231.87e-038.46e-0329
GO:00091163EsophagusESCCnucleoside metabolic process39/855262/187234.68e-031.82e-0239
GO:00090862EsophagusESCCmethionine biosynthetic process10/855212/187238.94e-033.12e-0210
GO:00430941EsophagusESCCcellular metabolic compound salvage18/855226/187231.32e-024.31e-0218
GO:001605321LiverHCCorganic acid biosynthetic process200/7958316/187235.24e-143.22e-12200
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:004639421LiverHCCcarboxylic acid biosynthetic process198/7958314/187231.19e-136.78e-12198
GO:007252122LiverHCCpurine-containing compound metabolic process250/7958416/187232.26e-131.24e-11250
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa002702LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
hsa002703LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
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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
MTAPSNVMissense_Mutationnovelc.796A>Cp.Thr266Prop.T266PQ13126protein_codingtolerated(0.15)possibly_damaging(0.491)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
MTAPSNVMissense_Mutationnovelc.796N>Cp.Thr266Prop.T266PQ13126protein_codingtolerated(0.15)possibly_damaging(0.491)TCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MTAPSNVMissense_Mutationnovelc.610N>Tp.Leu204Phep.L204FQ13126protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
MTAPSNVMissense_Mutationrs200708704c.572N>Tp.Ala191Valp.A191VQ13126protein_codingdeleterious(0.02)possibly_damaging(0.77)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
MTAPSNVMissense_Mutationnovelc.819N>Ap.Met273Ilep.M273IQ13126protein_codingtolerated(0.45)benign(0.003)TCGA-NH-A6GB-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyoxaliplatinSD
MTAPSNVMissense_Mutationc.508N>Ap.Val170Ilep.V170IQ13126protein_codingtolerated(0.43)benign(0.007)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MTAPSNVMissense_Mutationnovelc.319N>Cp.Ile107Leup.I107LQ13126protein_codingtolerated(1)benign(0)TCGA-AP-A0LS-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MTAPSNVMissense_Mutationnovelc.316N>Ap.Asp106Asnp.D106NQ13126protein_codingdeleterious(0.03)benign(0.34)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
MTAPSNVMissense_Mutationc.527G>Ap.Arg176Hisp.R176HQ13126protein_codingdeleterious(0)probably_damaging(0.995)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MTAPSNVMissense_Mutationnovelc.125C>Ap.Ser42Tyrp.S42YQ13126protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
4507MTAPDRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEL-ALANOSINEALANOSINE16505107
4507MTAPDRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEDIFLUOROMETHYLORNITHINE15534104
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