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: PCMTD2

Gene summary for PCMTD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCMTD2

Gene ID

55251

Gene nameprotein-L-isoaspartate (D-aspartate) O-methyltransferase domain containing 2
Gene AliasC20orf36
Cytomap20q13.33
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9NV79


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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
55251PCMTD2HTA11_99999971662_82457HumanColorectumMSS2.30e-115.57e-010.3859
55251PCMTD2A015-C-203HumanColorectumFAP8.43e-031.95e-01-0.1294
55251PCMTD2A015-C-104HumanColorectumFAP4.17e-026.70e-02-0.1899
55251PCMTD2A001-C-007HumanColorectumCRC9.38e-035.70e-010.1899
55251PCMTD2A002-C-116HumanColorectumFAP2.52e-02-5.79e-02-0.0452
55251PCMTD2CRC-1-8810HumanColorectumCRC9.14e-186.31e-010.6257
55251PCMTD2CRC-3-11773HumanColorectumCRC1.74e-074.66e-010.2564
55251PCMTD2LZE4THumanEsophagusESCC2.79e-061.64e-010.0811
55251PCMTD2LZE8THumanEsophagusESCC4.86e-041.24e-010.067
55251PCMTD2LZE20THumanEsophagusESCC9.57e-051.31e-010.0662
55251PCMTD2LZE24THumanEsophagusESCC4.26e-133.51e-010.0596
55251PCMTD2P1T-EHumanEsophagusESCC1.62e-102.43e-010.0875
55251PCMTD2P2T-EHumanEsophagusESCC3.44e-142.37e-010.1177
55251PCMTD2P4T-EHumanEsophagusESCC4.54e-132.10e-010.1323
55251PCMTD2P5T-EHumanEsophagusESCC3.66e-093.56e-020.1327
55251PCMTD2P8T-EHumanEsophagusESCC9.58e-152.21e-010.0889
55251PCMTD2P9T-EHumanEsophagusESCC8.62e-071.40e-010.1131
55251PCMTD2P10T-EHumanEsophagusESCC3.37e-274.41e-010.116
55251PCMTD2P11T-EHumanEsophagusESCC1.64e-072.20e-010.1426
55251PCMTD2P12T-EHumanEsophagusESCC1.16e-325.29e-010.1122
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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
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
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
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:0006479ColorectumFAPprotein methylation39/2622181/187233.60e-032.58e-0239
GO:0008213ColorectumFAPprotein alkylation39/2622181/187233.60e-032.58e-0239
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:00064792LiverHCCprotein methylation111/7958181/187232.36e-074.18e-06111
GO:00082132LiverHCCprotein alkylation111/7958181/187232.36e-074.18e-06111
GO:000647912ProstateTumorprotein methylation52/3246181/187239.58e-059.35e-0452
GO:000821312ProstateTumorprotein alkylation52/3246181/187239.58e-059.35e-0452
GO:000647910ThyroidPTCprotein methylation82/5968181/187231.01e-048.21e-0482
GO:000821310ThyroidPTCprotein alkylation82/5968181/187231.01e-048.21e-0482
GO:00322594ThyroidPTCmethylation146/5968364/187234.99e-043.26e-03146
GO:00434145ThyroidPTCmacromolecule methylation127/5968316/187231.02e-036.07e-03127
GO:000647916ThyroidATCprotein methylation85/6293181/187231.27e-049.00e-0485
GO:000821316ThyroidATCprotein alkylation85/6293181/187231.27e-049.00e-0485
GO:004341412ThyroidATCmacromolecule methylation131/6293316/187232.01e-039.60e-03131
GO:003225911ThyroidATCmethylation148/6293364/187232.69e-031.23e-02148
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
PCMTD2SNVMissense_Mutationnovelc.973A>Cp.Thr325Prop.T325PQ9NV79protein_codingtolerated_low_confidence(0.28)benign(0.021)TCGA-AO-A1KT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyfluorouracilSD
PCMTD2SNVMissense_Mutationc.520G>Ap.Glu174Lysp.E174KQ9NV79protein_codingtolerated(0.05)benign(0.055)TCGA-BH-A0H0-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PCMTD2SNVMissense_Mutationrs769213487c.698N>Cp.Val233Alap.V233AQ9NV79protein_codingtolerated(0.09)benign(0.005)TCGA-E2-A14N-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PCMTD2SNVMissense_Mutationrs372058955c.1015N>Tp.Arg339Cysp.R339CQ9NV79protein_codingdeleterious_low_confidence(0)probably_damaging(0.99)TCGA-OK-A5Q2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PCMTD2insertionNonsense_Mutationnovelc.239_240insATCCTATTGATTTGCAAAACCTAATATTCAGCTCTAAAATCTp.Pro80_Gly81insSerTyrTerPheAlaLysProAsnIleGlnLeuTerAsnLeup.P80_G81insSY*FAKPNIQL*NLQ9NV79protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PCMTD2deletionFrame_Shift_Delc.645delNp.Phe216LeufsTer4p.F216Lfs*4Q9NV79protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCMTD2SNVMissense_Mutationc.742N>Tp.Arg248Cysp.R248CQ9NV79protein_codingdeleterious(0)probably_damaging(0.993)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PCMTD2SNVMissense_Mutationc.437N>Cp.Val146Alap.V146AQ9NV79protein_codingdeleterious(0.04)benign(0.302)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
PCMTD2SNVMissense_Mutationrs756506348c.847C>Tp.Arg283Cysp.R283CQ9NV79protein_codingdeleterious(0.01)possibly_damaging(0.549)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PCMTD2SNVMissense_Mutationc.109N>Ap.Asp37Asnp.D37NQ9NV79protein_codingdeleterious(0)probably_damaging(0.971)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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