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: PPP4R3A

Gene summary for PPP4R3A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP4R3A

Gene ID

55671

Gene nameprotein phosphatase 4 regulatory subunit 3A
Gene AliasFLFL1
Cytomap14q32.12
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A0A024R6M2


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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
55671PPP4R3ALZE4THumanEsophagusESCC1.06e-092.82e-010.0811
55671PPP4R3ALZE5THumanEsophagusESCC2.96e-055.08e-010.0514
55671PPP4R3ALZE7THumanEsophagusESCC2.15e-071.75e-010.0667
55671PPP4R3ALZE8THumanEsophagusESCC2.04e-091.68e-010.067
55671PPP4R3ALZE20THumanEsophagusESCC6.67e-184.26e-010.0662
55671PPP4R3ALZE22THumanEsophagusESCC3.90e-039.98e-020.068
55671PPP4R3ALZE24THumanEsophagusESCC5.10e-094.36e-010.0596
55671PPP4R3ALZE21THumanEsophagusESCC2.01e-049.12e-020.0655
55671PPP4R3ALZE6THumanEsophagusESCC2.96e-021.15e-020.0845
55671PPP4R3AP1T-EHumanEsophagusESCC1.56e-031.05e-010.0875
55671PPP4R3AP2T-EHumanEsophagusESCC3.16e-203.91e-010.1177
55671PPP4R3AP4T-EHumanEsophagusESCC5.78e-184.73e-010.1323
55671PPP4R3AP5T-EHumanEsophagusESCC8.95e-212.19e-010.1327
55671PPP4R3AP8T-EHumanEsophagusESCC2.67e-264.91e-010.0889
55671PPP4R3AP9T-EHumanEsophagusESCC5.01e-181.88e-010.1131
55671PPP4R3AP10T-EHumanEsophagusESCC8.86e-337.76e-010.116
55671PPP4R3AP11T-EHumanEsophagusESCC8.49e-123.18e-010.1426
55671PPP4R3AP12T-EHumanEsophagusESCC4.78e-346.68e-010.1122
55671PPP4R3AP15T-EHumanEsophagusESCC3.36e-348.85e-010.1149
55671PPP4R3AP16T-EHumanEsophagusESCC1.34e-201.92e-010.1153
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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
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0492214EsophagusESCCGlucagon signaling pathway64/4205107/84652.18e-024.80e-022.46e-0264
hsa0492215EsophagusESCCGlucagon signaling pathway64/4205107/84652.18e-024.80e-022.46e-0264
hsa0492210LiverNAFLDGlucagon signaling pathway24/1043107/84652.33e-032.46e-021.99e-0224
hsa0492211LiverNAFLDGlucagon signaling pathway24/1043107/84652.33e-032.46e-021.99e-0224
hsa0492221LiverCirrhoticGlucagon signaling pathway43/2530107/84651.42e-024.35e-022.68e-0243
hsa0492231LiverCirrhoticGlucagon signaling pathway43/2530107/84651.42e-024.35e-022.68e-0243
hsa0492241LiverHCCGlucagon signaling pathway64/4020107/84656.70e-031.87e-021.04e-0264
hsa0492251LiverHCCGlucagon signaling pathway64/4020107/84656.70e-031.87e-021.04e-0264
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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
PPP4R3ASNVMissense_Mutationc.1631G>Ap.Arg544Hisp.R544HQ6IN85protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A7-A26J-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PPP4R3ASNVMissense_Mutationnovelc.161N>Tp.Ser54Leup.S54LQ6IN85protein_codingdeleterious(0.03)probably_damaging(0.975)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPP4R3ASNVMissense_Mutationc.2306G>Cp.Gly769Alap.G769AQ6IN85protein_codingtolerated(0.18)benign(0.108)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
PPP4R3ASNVMissense_Mutationrs141774507c.2216C>Tp.Thr739Metp.T739MQ6IN85protein_codingtolerated(0.2)possibly_damaging(0.703)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPP4R3ASNVMissense_Mutationc.1522N>Ap.Glu508Lysp.E508KQ6IN85protein_codingtolerated(0.09)benign(0.11)TCGA-BH-A1F6-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PPP4R3ASNVMissense_Mutationnovelc.133N>Ap.Glu45Lysp.E45KQ6IN85protein_codingtolerated(0.07)probably_damaging(0.953)TCGA-PE-A5DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
PPP4R3AinsertionFrame_Shift_Insnovelc.1268_1269insGGTTTCTTCTACAAGCACTGTATGCATGTTCTCACTGCTCCp.Cys423TrpfsTer34p.C423Wfs*34Q6IN85protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PPP4R3AinsertionIn_Frame_Insnovelc.1897_1898insGCGTGTGGTGGCGGGCGCCTGTAGTCTCAACTACTCAGGAGGCTGp.Gln633delinsArgValTrpTrpArgAlaProValValSerThrThrGlnGluAlaGlup.Q633delinsRVWWRAPVVSTTQEAEQ6IN85protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
PPP4R3AdeletionFrame_Shift_Delnovelc.813delNp.Asp272IlefsTer27p.D272Ifs*27Q6IN85protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PPP4R3ASNVMissense_Mutationnovelc.2152N>Tp.Leu718Phep.L718FQ6IN85protein_codingtolerated(0.16)probably_damaging(0.975)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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