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: PPCDC

Gene summary for PPCDC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPCDC

Gene ID

60490

Gene namephosphopantothenoylcysteine decarboxylase
Gene AliasMDS018
Cytomap15q24.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

H3BQB0


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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
60490PPCDCLZE7THumanEsophagusESCC3.71e-051.95e-010.0667
60490PPCDCLZE24THumanEsophagusESCC1.20e-061.10e-010.0596
60490PPCDCP2T-EHumanEsophagusESCC8.64e-081.56e-010.1177
60490PPCDCP4T-EHumanEsophagusESCC2.43e-152.85e-010.1323
60490PPCDCP5T-EHumanEsophagusESCC4.57e-061.50e-010.1327
60490PPCDCP8T-EHumanEsophagusESCC7.53e-101.26e-010.0889
60490PPCDCP9T-EHumanEsophagusESCC3.06e-071.10e-010.1131
60490PPCDCP10T-EHumanEsophagusESCC1.28e-182.75e-010.116
60490PPCDCP12T-EHumanEsophagusESCC2.39e-061.33e-010.1122
60490PPCDCP15T-EHumanEsophagusESCC1.05e-182.97e-010.1149
60490PPCDCP16T-EHumanEsophagusESCC3.35e-172.63e-010.1153
60490PPCDCP17T-EHumanEsophagusESCC7.90e-062.20e-010.1278
60490PPCDCP19T-EHumanEsophagusESCC3.90e-021.98e-010.1662
60490PPCDCP20T-EHumanEsophagusESCC8.61e-122.26e-010.1124
60490PPCDCP21T-EHumanEsophagusESCC1.80e-122.19e-010.1617
60490PPCDCP22T-EHumanEsophagusESCC2.84e-069.68e-020.1236
60490PPCDCP23T-EHumanEsophagusESCC1.59e-123.82e-010.108
60490PPCDCP24T-EHumanEsophagusESCC2.49e-081.96e-010.1287
60490PPCDCP26T-EHumanEsophagusESCC1.52e-121.44e-010.1276
60490PPCDCP27T-EHumanEsophagusESCC2.58e-091.84e-010.1055
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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
∗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:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0046390110EsophagusESCCribose phosphate biosynthetic process119/8552190/187231.73e-062.06e-05119
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:000916516EsophagusESCCnucleotide biosynthetic process150/8552254/187231.12e-051.06e-04150
GO:0009260110EsophagusESCCribonucleotide biosynthetic process112/8552182/187231.12e-051.06e-04112
GO:190129316EsophagusESCCnucleoside phosphate biosynthetic process151/8552256/187231.15e-051.08e-04151
GO:00338664EsophagusESCCnucleoside bisphosphate biosynthetic process44/855260/187231.25e-051.15e-0444
GO:00340304EsophagusESCCribonucleoside bisphosphate biosynthetic process44/855260/187231.25e-051.15e-0444
GO:00340334EsophagusESCCpurine nucleoside bisphosphate biosynthetic process44/855260/187231.25e-051.15e-0444
GO:007252217EsophagusESCCpurine-containing compound biosynthetic process120/8552200/187233.02e-052.51e-04120
GO:0009152110EsophagusESCCpurine ribonucleotide biosynthetic process103/8552169/187234.40e-053.51e-04103
GO:000616417EsophagusESCCpurine nucleotide biosynthetic process113/8552191/187231.16e-048.04e-04113
GO:00338655EsophagusESCCnucleoside bisphosphate metabolic process77/8552128/187236.71e-043.55e-0377
GO:00338755EsophagusESCCribonucleoside bisphosphate metabolic process77/8552128/187236.71e-043.55e-0377
GO:00340325EsophagusESCCpurine nucleoside bisphosphate metabolic process77/8552128/187236.71e-043.55e-0377
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
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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
PPCDCSNVMissense_Mutationrs373109290c.88N>Cp.Ala30Prop.A30PQ96CD2protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AC-A3BB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
PPCDCinsertionIn_Frame_Insnovelc.311_312insCAGGAGp.Asp104_Ala105insArgSerp.D104_A105insRSQ96CD2protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PPCDCinsertionFrame_Shift_Insnovelc.312_313insTTGAGACCAGCTTGp.Ala105LeufsTer40p.A105Lfs*40Q96CD2protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PPCDCSNVMissense_Mutationc.220G>Ap.Asp74Asnp.D74NQ96CD2protein_codingdeleterious(0.04)possibly_damaging(0.483)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PPCDCSNVMissense_Mutationrs746984037c.374G>Ap.Arg125Glnp.R125QQ96CD2protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
PPCDCSNVMissense_Mutationrs777408463c.373N>Tp.Arg125Trpp.R125WQ96CD2protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A1C4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPCDCSNVMissense_Mutationnovelc.536N>Ap.Gly179Glup.G179EQ96CD2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D1-A16X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPCDCSNVMissense_Mutationrs758416402c.85G>Ap.Ala29Thrp.A29TQ96CD2protein_codingdeleterious(0)probably_damaging(1)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
PPCDCSNVMissense_Mutationnovelc.67N>Ap.Gly23Serp.G23SQ96CD2protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PPCDCSNVMissense_Mutationnovelc.592N>Tp.His198Tyrp.H198YQ96CD2protein_codingtolerated(0.33)benign(0.11)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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
60490PPCDCENZYMEtrastuzumabTRASTUZUMAB
60490PPCDCENZYMEFEC100
60490PPCDCENZYMEgemcitabineGEMCITABINE
60490PPCDCENZYMEdocetaxelDOCETAXEL
60490PPCDCENZYMEzoledronateZOLEDRONIC ACID
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