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: PTCD1

Gene summary for PTCD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTCD1

Gene ID

26024

Gene namepentatricopeptide repeat domain 1
Gene AliasPTCD1
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A4D273


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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
26024PTCD1LZE20THumanEsophagusESCC1.38e-021.02e-010.0662
26024PTCD1LZE24THumanEsophagusESCC4.09e-041.21e-010.0596
26024PTCD1P1T-EHumanEsophagusESCC4.79e-031.94e-010.0875
26024PTCD1P2T-EHumanEsophagusESCC1.19e-091.69e-010.1177
26024PTCD1P4T-EHumanEsophagusESCC6.28e-091.88e-010.1323
26024PTCD1P5T-EHumanEsophagusESCC1.91e-027.53e-020.1327
26024PTCD1P10T-EHumanEsophagusESCC2.31e-101.06e-010.116
26024PTCD1P11T-EHumanEsophagusESCC3.78e-031.34e-010.1426
26024PTCD1P12T-EHumanEsophagusESCC3.74e-193.14e-010.1122
26024PTCD1P15T-EHumanEsophagusESCC3.31e-133.33e-010.1149
26024PTCD1P16T-EHumanEsophagusESCC5.28e-132.32e-010.1153
26024PTCD1P17T-EHumanEsophagusESCC8.63e-042.25e-010.1278
26024PTCD1P20T-EHumanEsophagusESCC6.24e-265.14e-010.1124
26024PTCD1P21T-EHumanEsophagusESCC7.35e-091.18e-010.1617
26024PTCD1P22T-EHumanEsophagusESCC8.21e-036.54e-020.1236
26024PTCD1P23T-EHumanEsophagusESCC2.26e-113.66e-010.108
26024PTCD1P24T-EHumanEsophagusESCC8.98e-071.08e-010.1287
26024PTCD1P26T-EHumanEsophagusESCC4.93e-162.09e-010.1276
26024PTCD1P27T-EHumanEsophagusESCC5.17e-203.06e-010.1055
26024PTCD1P28T-EHumanEsophagusESCC7.25e-112.43e-010.1149
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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
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:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00080333EsophagusESCCtRNA processing92/8552127/187237.83e-101.93e-0892
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00311233EsophagusESCCRNA 3'-end processing76/8552116/187231.25e-051.15e-0476
GO:003447018ThyroidPTCncRNA processing215/5968395/187237.14e-211.22e-18215
GO:00346608ThyroidPTCncRNA metabolic process239/5968485/187235.54e-164.26e-14239
GO:00311235ThyroidPTCRNA 3'-end processing65/5968116/187236.24e-081.30e-0665
GO:003447021ThyroidATCncRNA processing216/6293395/187233.14e-183.98e-16216
GO:003466021ThyroidATCncRNA metabolic process240/6293485/187232.03e-139.91e-12240
GO:003112312ThyroidATCRNA 3'-end processing65/6293116/187235.58e-077.93e-0665
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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
PTCD1SNVMissense_Mutationrs369237643c.119N>Ap.Arg40Glnp.R40QO75127protein_codingtolerated_low_confidence(0.31)benign(0)TCGA-3C-AALK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
PTCD1SNVMissense_Mutationnovelc.1214N>Cp.Arg405Thrp.R405TO75127protein_codingtolerated(0.21)benign(0.003)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
PTCD1SNVMissense_Mutationc.146C>Tp.Ser49Phep.S49FO75127protein_codingtolerated(0.11)benign(0.01)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
PTCD1SNVMissense_Mutationrs757199775c.550N>Ap.Gly184Argp.G184RO75127protein_codingdeleterious(0)probably_damaging(1)TCGA-EW-A6S9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PTCD1SNVMissense_Mutationc.1384N>Cp.Ala462Prop.A462PO75127protein_codingdeleterious(0.02)possibly_damaging(0.544)TCGA-GM-A2DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
PTCD1insertionFrame_Shift_Insnovelc.903_907dupGTACGp.Ala303GlyfsTer9p.A303Gfs*9O75127protein_codingTCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
PTCD1SNVMissense_Mutationc.278N>Gp.Ser93Cysp.S93CO75127protein_codingdeleterious(0)probably_damaging(0.968)TCGA-EK-A3GM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PTCD1SNVMissense_Mutationc.949N>Ap.Pro317Thrp.P317TO75127protein_codingdeleterious(0)probably_damaging(0.985)TCGA-FU-A3TQ-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
PTCD1SNVMissense_Mutationnovelc.1794C>Gp.Ile598Metp.I598MO75127protein_codingdeleterious(0.02)benign(0)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
PTCD1SNVMissense_Mutationrs147029104c.1864N>Ap.Glu622Lysp.E622KO75127protein_codingdeleterious(0.02)probably_damaging(0.978)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
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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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