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: PRKD3

Gene summary for PRKD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRKD3

Gene ID

23683

Gene nameprotein kinase D3
Gene AliasEPK2
Cytomap2p22.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

O94806


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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
23683PRKD3LZE4THumanEsophagusESCC1.04e-057.28e-020.0811
23683PRKD3LZE5THumanEsophagusESCC1.33e-052.29e-010.0514
23683PRKD3LZE7THumanEsophagusESCC8.57e-032.88e-010.0667
23683PRKD3LZE24THumanEsophagusESCC1.28e-061.12e-010.0596
23683PRKD3LZE6THumanEsophagusESCC2.18e-021.09e-010.0845
23683PRKD3P1T-EHumanEsophagusESCC2.96e-031.43e-010.0875
23683PRKD3P2T-EHumanEsophagusESCC2.60e-245.27e-010.1177
23683PRKD3P4T-EHumanEsophagusESCC5.54e-061.30e-010.1323
23683PRKD3P5T-EHumanEsophagusESCC8.69e-03-2.99e-020.1327
23683PRKD3P8T-EHumanEsophagusESCC3.15e-111.06e-010.0889
23683PRKD3P9T-EHumanEsophagusESCC9.14e-098.33e-020.1131
23683PRKD3P10T-EHumanEsophagusESCC6.36e-149.84e-020.116
23683PRKD3P11T-EHumanEsophagusESCC1.02e-134.83e-010.1426
23683PRKD3P12T-EHumanEsophagusESCC8.94e-061.25e-010.1122
23683PRKD3P15T-EHumanEsophagusESCC9.42e-101.79e-010.1149
23683PRKD3P16T-EHumanEsophagusESCC2.82e-274.52e-010.1153
23683PRKD3P17T-EHumanEsophagusESCC3.26e-061.75e-010.1278
23683PRKD3P19T-EHumanEsophagusESCC2.10e-042.03e-010.1662
23683PRKD3P20T-EHumanEsophagusESCC3.29e-061.47e-010.1124
23683PRKD3P21T-EHumanEsophagusESCC6.58e-079.65e-020.1617
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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:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00464673EsophagusESCCmembrane lipid biosynthetic process91/8552142/187237.19e-067.19e-0591
GO:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:00301481EsophagusESCCsphingolipid biosynthetic process62/8552103/187232.10e-039.38e-0362
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05208211EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa05208310EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
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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
PRKD3SNVMissense_Mutationc.715N>Cp.Glu239Glnp.E239QO94806protein_codingtolerated(0.28)benign(0.063)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PRKD3SNVMissense_Mutationc.19N>Gp.Pro7Alap.P7AO94806protein_codingdeleterious_low_confidence(0)benign(0.046)TCGA-A8-A081-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRKD3SNVMissense_Mutationc.594N>Gp.Phe198Leup.F198LO94806protein_codingtolerated(0.08)benign(0.225)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PRKD3SNVMissense_Mutationc.1582N>Tp.Arg528Cysp.R528CO94806protein_codingdeleterious(0.02)probably_damaging(0.975)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRKD3SNVMissense_Mutationc.1738N>Cp.Glu580Glnp.E580QO94806protein_codingdeleterious(0)possibly_damaging(0.903)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
PRKD3SNVMissense_Mutationc.2284N>Ap.Val762Metp.V762MO94806protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PRKD3insertionNonsense_Mutationnovelc.158_159insTTTAGATCTTGTTTAGGAAGATTCTGAAp.Arg54LeufsTer5p.R54Lfs*5O94806protein_codingTCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
PRKD3SNVMissense_Mutationnovelc.2537C>Tp.Thr846Ilep.T846IO94806protein_codingtolerated(0.2)benign(0.129)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRKD3SNVMissense_Mutationnovelc.2242C>Tp.Leu748Phep.L748FO94806protein_codingdeleterious(0.02)possibly_damaging(0.739)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRKD3SNVMissense_Mutationc.1879N>Ap.Leu627Ilep.L627IO94806protein_codingdeleterious(0)probably_damaging(0.972)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
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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
23683PRKD3KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMECENISERTIBCENISERTIB
23683PRKD3KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMEinhibitorCHEMBL565612SOTRASTAURIN
23683PRKD3KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMEBRYOSTATIN-1
23683PRKD3KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMEGEFITINIBGEFITINIB
23683PRKD3KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMEBMS-387032BMS-387032
23683PRKD3KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMEinhibitor249565728
23683PRKD3KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMEGW441756XGW441756X
23683PRKD3KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMEBAY-613606CHEMBL541400
23683PRKD3KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMER-1487R-1487
23683PRKD3KINASE, ENZYME, SERINE THREONINE KINASE, DRUGGABLE GENOMEJNJ-7706621JNJ-7706621
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