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: PCMTD1

Gene summary for PCMTD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCMTD1

Gene ID

115294

Gene nameprotein-L-isoaspartate (D-aspartate) O-methyltransferase domain containing 1
Gene AliasPCMTD1
Cytomap8q11.23
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

F5H1M8


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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
115294PCMTD1RNA-P17T-P17T-6HumanLungIAC6.39e-077.72e-010.3385
115294PCMTD1RNA-P25T1-P25T1-1HumanLungAIS2.10e-105.42e-01-0.2116
115294PCMTD1RNA-P25T1-P25T1-2HumanLungAIS1.25e-035.22e-01-0.1941
115294PCMTD1RNA-P25T1-P25T1-3HumanLungAIS3.80e-034.37e-01-0.2107
115294PCMTD1RNA-P25T1-P25T1-4HumanLungAIS6.19e-136.74e-01-0.2119
115294PCMTD1RNA-P6T2-P6T2-1HumanLungIAC1.23e-063.11e-01-0.0166
115294PCMTD1RNA-P6T2-P6T2-2HumanLungIAC6.35e-083.15e-01-0.0132
115294PCMTD1RNA-P6T2-P6T2-3HumanLungIAC1.21e-072.69e-01-0.013
115294PCMTD1RNA-P6T2-P6T2-4HumanLungIAC6.61e-052.68e-01-0.0121
115294PCMTD1C04HumanOral cavityOSCC2.91e-118.41e-010.2633
115294PCMTD1C21HumanOral cavityOSCC1.19e-156.73e-010.2678
115294PCMTD1C30HumanOral cavityOSCC5.04e-281.33e+000.3055
115294PCMTD1C38HumanOral cavityOSCC1.10e-061.08e+000.172
115294PCMTD1C43HumanOral cavityOSCC2.60e-092.73e-010.1704
115294PCMTD1C46HumanOral cavityOSCC2.54e-144.74e-010.1673
115294PCMTD1C51HumanOral cavityOSCC2.70e-087.69e-010.2674
115294PCMTD1C57HumanOral cavityOSCC1.08e-022.92e-010.1679
115294PCMTD1C06HumanOral cavityOSCC2.25e-061.18e+000.2699
115294PCMTD1C08HumanOral cavityOSCC1.11e-236.32e-010.1919
115294PCMTD1LN46HumanOral cavityOSCC1.68e-095.11e-010.1666
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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: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:00064794LungIACprotein methylation34/2061181/187231.28e-031.45e-0234
GO:00082134LungIACprotein alkylation34/2061181/187231.28e-031.45e-0234
GO:000647911LungAISprotein methylation29/1849181/187236.16e-034.98e-0229
GO:000821311LungAISprotein alkylation29/1849181/187236.16e-034.98e-0229
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:000647913Oral cavityEOLPprotein methylation35/2218181/187232.30e-031.42e-0235
GO:000821313Oral cavityEOLPprotein alkylation35/2218181/187232.30e-031.42e-0235
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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
PCMTD1SNVMissense_Mutationc.485N>Ap.Arg162Glnp.R162QQ96MG8protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCMTD1SNVMissense_Mutationrs750606733c.274N>Ap.Gly92Argp.G92RQ96MG8protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCMTD1deletionFrame_Shift_Delnovelc.231delNp.Lys77AsnfsTer18p.K77Nfs*18Q96MG8protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PCMTD1SNVMissense_Mutationc.599N>Ap.Arg200Glnp.R200QQ96MG8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PCMTD1SNVMissense_Mutationc.695C>Tp.Ser232Phep.S232FQ96MG8protein_codingtolerated(0.34)benign(0)TCGA-AA-3712-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
PCMTD1SNVMissense_Mutationc.668N>Cp.Ser223Thrp.S223TQ96MG8protein_codingtolerated(0.57)benign(0.007)TCGA-AA-3989-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
PCMTD1SNVMissense_Mutationrs764485169c.755G>Ap.Arg252Glnp.R252QQ96MG8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PCMTD1SNVMissense_Mutationc.19G>Ap.Ala7Thrp.A7TQ96MG8protein_codingtolerated(0.18)benign(0.258)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
PCMTD1SNVMissense_Mutationc.485N>Ap.Arg162Glnp.R162QQ96MG8protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PCMTD1SNVMissense_Mutationc.995N>Cp.Asn332Thrp.N332TQ96MG8protein_codingtolerated(0.12)possibly_damaging(0.493)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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