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: PCMT1

Gene summary for PCMT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCMT1

Gene ID

5110

Gene nameprotein-L-isoaspartate (D-aspartate) O-methyltransferase
Gene AliasPIMT
Cytomap6q25.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

H7BY58


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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
5110PCMT1GSM4909285HumanBreastIDC3.69e-255.87e-010.21
5110PCMT1GSM4909287HumanBreastIDC2.85e-022.93e-010.2057
5110PCMT1GSM4909288HumanBreastIDC6.40e-043.00e-010.0988
5110PCMT1GSM4909289HumanBreastIDC1.24e-055.96e-010.1064
5110PCMT1GSM4909293HumanBreastIDC1.66e-051.81e-010.1581
5110PCMT1GSM4909296HumanBreastIDC1.18e-03-1.73e-010.1524
5110PCMT1GSM4909297HumanBreastIDC4.13e-09-1.09e-010.1517
5110PCMT1GSM4909301HumanBreastIDC2.24e-02-1.78e-010.1577
5110PCMT1GSM4909306HumanBreastIDC6.84e-073.11e-010.1564
5110PCMT1GSM4909308HumanBreastIDC4.20e-043.27e-010.158
5110PCMT1GSM4909311HumanBreastIDC5.57e-16-2.41e-010.1534
5110PCMT1GSM4909312HumanBreastIDC1.89e-065.06e-020.1552
5110PCMT1GSM4909315HumanBreastIDC1.79e-286.61e-010.21
5110PCMT1GSM4909319HumanBreastIDC4.24e-18-2.35e-010.1563
5110PCMT1GSM4909320HumanBreastIDC4.87e-02-2.67e-010.1575
5110PCMT1GSM4909321HumanBreastIDC2.78e-07-1.41e-010.1559
5110PCMT1brca1HumanBreastPrecancer7.05e-235.46e-01-0.0338
5110PCMT1brca2HumanBreastPrecancer5.17e-123.54e-01-0.024
5110PCMT1brca3HumanBreastPrecancer1.73e-092.92e-01-0.0263
5110PCMT1NCCBC11HumanBreastDCIS2.64e-03-1.78e-020.1232
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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: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:00064791LiverCirrhoticprotein methylation61/4634181/187234.13e-032.21e-0261
GO:00082131LiverCirrhoticprotein alkylation61/4634181/187234.13e-032.21e-0261
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:00064797Oral cavityOSCCprotein methylation92/7305181/187237.86e-044.26e-0392
GO:00082137Oral cavityOSCCprotein alkylation92/7305181/187237.86e-044.26e-0392
GO:00434142Oral cavityOSCCmacromolecule methylation149/7305316/187231.82e-038.60e-03149
GO:00322591Oral cavityOSCCmethylation168/7305364/187233.03e-031.31e-02168
GO:000647915SkincSCCprotein methylation67/4864181/187236.65e-044.75e-0367
GO:000821315SkincSCCprotein alkylation67/4864181/187236.65e-044.75e-0367
GO:004341411SkincSCCmacromolecule methylation107/4864316/187231.03e-036.94e-03107
GO:00322593SkincSCCmethylation120/4864364/187231.61e-039.93e-03120
GO:000647910ThyroidPTCprotein methylation82/5968181/187231.01e-048.21e-0482
GO:000821310ThyroidPTCprotein alkylation82/5968181/187231.01e-048.21e-0482
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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
PCMT1SNVMissense_Mutationc.256G>Cp.Val86Leup.V86Lprotein_codingdeleterious(0)possibly_damaging(0.826)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
PCMT1SNVMissense_Mutationc.188N>Tp.Ser63Phep.S63Fprotein_codingtolerated(0.08)probably_damaging(0.979)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCMT1deletionFrame_Shift_Delnovelc.801delNp.Val269Terp.V269*protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PCMT1SNVMissense_Mutationrs754551183c.200G>Ap.Ser67Asnp.S67Nprotein_codingtolerated(0.5)benign(0.001)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
PCMT1SNVMissense_Mutationnovelc.291N>Ap.His97Glnp.H97Qprotein_codingtolerated(0.07)possibly_damaging(0.698)TCGA-A6-3808-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PCMT1SNVMissense_Mutationnovelc.481N>Cp.Thr161Prop.T161Pprotein_codingtolerated(0.09)benign(0.324)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PCMT1SNVMissense_Mutationnovelc.718N>Tp.Pro240Serp.P240Sprotein_codingdeleterious(0)probably_damaging(1)TCGA-F4-6808-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PCMT1SNVMissense_Mutationrs769452465c.677N>Tp.Ala226Valp.A226Vprotein_codingdeleterious(0.03)possibly_damaging(0.907)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PCMT1SNVMissense_Mutationnovelc.419N>Tp.Ala140Valp.A140Vprotein_codingtolerated(0.32)benign(0.239)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
PCMT1SNVMissense_Mutationnovelc.611N>Ap.Gly204Glup.G204Eprotein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine 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
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