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: PSD4

Gene summary for PSD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PSD4

Gene ID

23550

Gene namepleckstrin and Sec7 domain containing 4
Gene AliasEFA6B
Cytomap2q14.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q8NDX1


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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
23550PSD4C04HumanOral cavityOSCC4.13e-137.12e-010.2633
23550PSD4C21HumanOral cavityOSCC2.83e-175.87e-010.2678
23550PSD4C30HumanOral cavityOSCC2.28e-196.84e-010.3055
23550PSD4C38HumanOral cavityOSCC3.16e-046.37e-010.172
23550PSD4C43HumanOral cavityOSCC5.21e-082.39e-010.1704
23550PSD4C46HumanOral cavityOSCC1.27e-102.47e-010.1673
23550PSD4C51HumanOral cavityOSCC1.92e-054.01e-010.2674
23550PSD4C57HumanOral cavityOSCC1.29e-163.61e-010.1679
23550PSD4C06HumanOral cavityOSCC1.55e-095.99e-010.2699
23550PSD4C08HumanOral cavityOSCC3.66e-041.06e-010.1919
23550PSD4C09HumanOral cavityOSCC9.90e-036.56e-020.1431
23550PSD4LN22HumanOral cavityOSCC4.97e-064.74e-010.1733
23550PSD4LN46HumanOral cavityOSCC5.99e-063.53e-010.1666
23550PSD4LP17HumanOral cavityLP2.23e-045.56e-010.2349
23550PSD4SYSMH1HumanOral cavityOSCC1.44e-062.07e-010.1127
23550PSD4SYSMH2HumanOral cavityOSCC6.56e-061.96e-010.2326
23550PSD4SYSMH3HumanOral cavityOSCC1.09e-072.54e-010.2442
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00072659Oral cavityOSCCRas protein signal transduction185/7305337/187231.95e-094.60e-08185
GO:00465788Oral cavityOSCCregulation of Ras protein signal transduction90/7305189/187239.58e-033.40e-0290
GO:000726515Oral cavityLPRas protein signal transduction109/4623337/187238.44e-047.36e-03109
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0414428Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414436Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
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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
PSD4SNVMissense_Mutationc.2387N>Tp.Thr796Metp.T796MQ8NDX1protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PSD4SNVMissense_Mutationnovelc.1924N>Gp.Phe642Valp.F642VQ8NDX1protein_codingdeleterious(0.01)possibly_damaging(0.644)TCGA-AQ-A7U7-01Breastbreast invasive carcinomaFemale<65III/IVTargeted Molecular therapyrituximabCR
PSD4SNVMissense_Mutationc.788N>Cp.Gly263Alap.G263AQ8NDX1protein_codingtolerated_low_confidence(0.28)benign(0.003)TCGA-D8-A1JM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyHormone TherapydoxorubicineSD
PSD4SNVMissense_Mutationrs368039539c.569C>Tp.Thr190Metp.T190MQ8NDX1protein_codingtolerated_low_confidence(0.06)benign(0.015)TCGA-D8-A3Z6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
PSD4insertionFrame_Shift_Insnovelc.1113_1114insCCCCACCCAGCTAATTTTTGTATTTTTAGTAGAGATAGGTTp.Trp372ProfsTer52p.W372Pfs*52Q8NDX1protein_codingTCGA-AN-A0FD-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PSD4insertionFrame_Shift_Insnovelc.794_795insGAGCACGTCCACACAGGTAGTGTTCTGGGCAGGCATCp.Cys265TrpfsTer30p.C265Wfs*30Q8NDX1protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PSD4insertionFrame_Shift_Insnovelc.2955_2956insGTTTTTGTTTTTGTTTTTGAGACAAAGTCTCGCTCTGTCGCCCAGGp.Leu986ValfsTer21p.L986Vfs*21Q8NDX1protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
PSD4SNVMissense_Mutationrs761343089c.1391C>Tp.Ser464Leup.S464LQ8NDX1protein_codingdeleterious_low_confidence(0)benign(0.091)TCGA-Q1-A6DW-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PSD4SNVMissense_Mutationnovelc.1311N>Cp.Trp437Cysp.W437CQ8NDX1protein_codingtolerated_low_confidence(0.28)benign(0)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PSD4SNVMissense_Mutationc.2396G>Ap.Gly799Aspp.G799DQ8NDX1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<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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