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: PDCL3

Gene summary for PDCL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDCL3

Gene ID

79031

Gene namephosducin like 3
Gene AliasHTPHLP
Cytomap2q11.2
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q9H2J4


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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
79031PDCL3LZE2THumanEsophagusESCC4.49e-037.05e-010.082
79031PDCL3LZE4THumanEsophagusESCC4.51e-236.32e-010.0811
79031PDCL3LZE7THumanEsophagusESCC5.00e-127.34e-010.0667
79031PDCL3LZE8THumanEsophagusESCC5.87e-122.15e-010.067
79031PDCL3LZE20THumanEsophagusESCC1.25e-082.69e-010.0662
79031PDCL3LZE21D1HumanEsophagusHGIN2.41e-021.85e-010.0632
79031PDCL3LZE22THumanEsophagusESCC1.51e-044.50e-010.068
79031PDCL3LZE24D1HumanEsophagusHGIN3.32e-023.74e-010.054
79031PDCL3LZE24THumanEsophagusESCC5.28e-154.60e-010.0596
79031PDCL3LZE21THumanEsophagusESCC2.96e-033.78e-010.0655
79031PDCL3LZE6THumanEsophagusESCC8.05e-187.03e-010.0845
79031PDCL3P1T-EHumanEsophagusESCC4.26e-085.58e-010.0875
79031PDCL3P2T-EHumanEsophagusESCC1.19e-417.91e-010.1177
79031PDCL3P4T-EHumanEsophagusESCC1.89e-491.07e+000.1323
79031PDCL3P5T-EHumanEsophagusESCC1.31e-377.71e-010.1327
79031PDCL3P8T-EHumanEsophagusESCC1.67e-255.29e-010.0889
79031PDCL3P9T-EHumanEsophagusESCC4.17e-368.11e-010.1131
79031PDCL3P10T-EHumanEsophagusESCC1.45e-488.38e-010.116
79031PDCL3P11T-EHumanEsophagusESCC7.87e-201.17e+000.1426
79031PDCL3P12T-EHumanEsophagusESCC3.58e-518.79e-010.1122
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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
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
∗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:004217627EsophagusHGINregulation of protein catabolic process119/2587391/187238.09e-182.43e-15119
GO:003164727EsophagusHGINregulation of protein stability96/2587298/187232.21e-165.76e-1496
GO:000645720EsophagusHGINprotein folding75/2587212/187231.61e-153.86e-1375
GO:190336227EsophagusHGINregulation of cellular protein catabolic process81/2587255/187231.16e-131.93e-1181
GO:005082127EsophagusHGINprotein stabilization64/2587191/187233.11e-124.24e-1064
GO:190305027EsophagusHGINregulation of proteolysis involved in cellular protein catabolic process70/2587221/187236.21e-127.76e-1070
GO:000989520EsophagusHGINnegative regulation of catabolic process87/2587320/187231.74e-101.68e-0887
GO:003133026EsophagusHGINnegative regulation of cellular catabolic process74/2587262/187236.27e-105.30e-0874
GO:200005827EsophagusHGINregulation of ubiquitin-dependent protein catabolic process53/2587164/187239.89e-108.13e-0853
GO:003460520EsophagusHGINcellular response to heat30/258769/187231.78e-091.35e-0730
GO:006107720EsophagusHGINchaperone-mediated protein folding27/258767/187237.99e-084.20e-0627
GO:004217720EsophagusHGINnegative regulation of protein catabolic process37/2587121/187231.47e-065.56e-0537
GO:000940819EsophagusHGINresponse to heat34/2587110/187232.94e-061.01e-0434
GO:000926618EsophagusHGINresponse to temperature stimulus42/2587178/187232.91e-044.98e-0342
GO:190336319EsophagusHGINnegative regulation of cellular protein catabolic process22/258775/187233.62e-045.68e-0322
GO:200005920EsophagusHGINnegative regulation of ubiquitin-dependent protein catabolic process16/258748/187234.73e-046.93e-0316
GO:190305119EsophagusHGINnegative regulation of proteolysis involved in cellular protein catabolic process18/258764/187232.03e-032.13e-0218
GO:004586126EsophagusHGINnegative regulation of proteolysis68/2587351/187232.21e-032.28e-0268
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
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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
PDCL3SNVMissense_Mutationnovelc.574N>Cp.Asp192Hisp.D192HQ9H2J4protein_codingdeleterious(0)probably_damaging(0.963)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PDCL3SNVMissense_Mutationc.517N>Cp.Asp173Hisp.D173HQ9H2J4protein_codingdeleterious(0.03)possibly_damaging(0.894)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PDCL3SNVMissense_Mutationc.478N>Cp.Asp160Hisp.D160HQ9H2J4protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A1EV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PDCL3SNVMissense_Mutationnovelc.181N>Cp.Asp61Hisp.D61HQ9H2J4protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PDCL3SNVMissense_Mutationnovelc.241N>Ap.Glu81Lysp.E81KQ9H2J4protein_codingdeleterious(0)benign(0.034)TCGA-MY-A5BE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PDCL3SNVMissense_Mutationnovelc.572N>Ap.Arg191Lysp.R191KQ9H2J4protein_codingtolerated(0.89)benign(0.001)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PDCL3SNVMissense_Mutationrs750858703c.44N>Ap.Arg15Hisp.R15HQ9H2J4protein_codingdeleterious(0.02)benign(0.024)TCGA-A6-6654-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyoxaliplatinSD
PDCL3SNVMissense_Mutationrs771734941c.673N>Tp.Arg225Trpp.R225WQ9H2J4protein_codingtolerated(0.06)benign(0.035)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PDCL3SNVMissense_Mutationrs763398924c.227N>Ap.Arg76Glnp.R76QQ9H2J4protein_codingtolerated(1)benign(0.003)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
PDCL3SNVMissense_Mutationc.588N>Tp.Trp196Cysp.W196CQ9H2J4protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=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
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