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: PPP4R3B

Gene summary for PPP4R3B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP4R3B

Gene ID

57223

Gene nameprotein phosphatase 4 regulatory subunit 3B
Gene AliasFLFL2
Cytomap2p16.1
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q5MIZ7


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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
57223PPP4R3BLZE2THumanEsophagusESCC1.43e-075.90e-010.082
57223PPP4R3BLZE4THumanEsophagusESCC9.84e-307.89e-010.0811
57223PPP4R3BLZE5THumanEsophagusESCC3.48e-064.61e-010.0514
57223PPP4R3BLZE7THumanEsophagusESCC2.85e-147.45e-010.0667
57223PPP4R3BLZE8THumanEsophagusESCC4.14e-103.52e-010.067
57223PPP4R3BLZE20THumanEsophagusESCC6.76e-061.95e-010.0662
57223PPP4R3BLZE22D1HumanEsophagusHGIN3.22e-041.45e-010.0595
57223PPP4R3BLZE22THumanEsophagusESCC1.05e-046.71e-010.068
57223PPP4R3BLZE24THumanEsophagusESCC6.06e-296.64e-010.0596
57223PPP4R3BLZE21THumanEsophagusESCC4.74e-093.82e-010.0655
57223PPP4R3BLZE6THumanEsophagusESCC1.56e-054.20e-010.0845
57223PPP4R3BP1T-EHumanEsophagusESCC2.00e-117.04e-010.0875
57223PPP4R3BP2T-EHumanEsophagusESCC1.94e-681.14e+000.1177
57223PPP4R3BP4T-EHumanEsophagusESCC3.68e-307.07e-010.1323
57223PPP4R3BP5T-EHumanEsophagusESCC6.65e-244.18e-010.1327
57223PPP4R3BP8T-EHumanEsophagusESCC2.14e-254.22e-010.0889
57223PPP4R3BP9T-EHumanEsophagusESCC1.41e-224.61e-010.1131
57223PPP4R3BP10T-EHumanEsophagusESCC4.56e-397.12e-010.116
57223PPP4R3BP11T-EHumanEsophagusESCC3.98e-239.45e-010.1426
57223PPP4R3BP12T-EHumanEsophagusESCC8.91e-487.60e-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
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:00463641LiverCirrhoticmonosaccharide biosynthetic process37/463482/187234.52e-055.30e-0437
GO:004426211LiverCirrhoticcellular carbohydrate metabolic process97/4634283/187231.89e-041.76e-0397
GO:00160511LiverCirrhoticcarbohydrate biosynthetic process73/4634202/187231.91e-041.77e-0373
GO:000647011LiverCirrhoticprotein dephosphorylation96/4634281/187232.32e-042.11e-0396
GO:00109061LiverCirrhoticregulation of glucose metabolic process47/4634119/187232.61e-042.33e-0347
GO:00193191LiverCirrhotichexose biosynthetic process33/463478/187234.94e-043.96e-0333
GO:00060941LiverCirrhoticgluconeogenesis32/463475/187235.00e-043.98e-0332
GO:00106751LiverCirrhoticregulation of cellular carbohydrate metabolic process54/4634146/187236.53e-044.96e-0354
GO:001631111LiverCirrhoticdephosphorylation130/4634417/187231.58e-031.03e-02130
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:000600621LiverHCCglucose metabolic process128/7958196/187238.60e-113.06e-09128
GO:006201222LiverHCCregulation of small molecule metabolic process190/7958334/187236.77e-081.40e-06190
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:000647021LiverHCCprotein dephosphorylation162/7958281/187231.91e-073.46e-06162
GO:00463642LiverHCCmonosaccharide biosynthetic process58/795882/187232.08e-073.75e-0658
GO:000610921LiverHCCregulation of carbohydrate metabolic process109/7958178/187233.36e-075.78e-06109
GO:00193192LiverHCChexose biosynthetic process54/795878/187231.61e-062.27e-0554
GO:00109062LiverHCCregulation of glucose metabolic process76/7958119/187232.03e-062.79e-0576
GO:00060942LiverHCCgluconeogenesis52/795875/187232.34e-063.14e-0552
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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
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
PPP4R3BSNVMissense_Mutationc.2248N>Ap.Glu750Lysp.E750KQ5MIZ7protein_codingtolerated(0.2)benign(0.007)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PPP4R3BSNVMissense_Mutationrs780439305c.2155G>Ap.Glu719Lysp.E719KQ5MIZ7protein_codingtolerated(0.16)benign(0.013)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPP4R3BSNVMissense_Mutationnovelc.98A>Gp.Glu33Glyp.E33GQ5MIZ7protein_codingdeleterious(0.03)possibly_damaging(0.611)TCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PPP4R3BSNVMissense_Mutationc.545N>Cp.Cys182Serp.C182SQ5MIZ7protein_codingdeleterious(0.02)probably_damaging(1)TCGA-D8-A1JD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PPP4R3BSNVMissense_Mutationnovelc.271N>Ap.Asp91Asnp.D91NQ5MIZ7protein_codingdeleterious(0.02)probably_damaging(0.979)TCGA-D8-A1XW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
PPP4R3BSNVMissense_Mutationc.1450G>Ap.Glu484Lysp.E484KQ5MIZ7protein_codingtolerated(0.13)benign(0.003)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PPP4R3BSNVMissense_Mutationc.1766G>Ap.Cys589Tyrp.C589YQ5MIZ7protein_codingdeleterious(0)possibly_damaging(0.862)TCGA-GI-A2C8-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificAdriamycinSD
PPP4R3BinsertionIn_Frame_Insnovelc.309_310insTGTTTTCTGATGAGTGTATCATGGATGTCGTGGp.Lys103_Asp104insCysPheLeuMetSerValSerTrpMetSerTrpp.K103_D104insCFLMSVSWMSWQ5MIZ7protein_codingTCGA-BH-A0HQ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PPP4R3BSNVMissense_Mutationc.5N>Tp.Ser2Leup.S2LQ5MIZ7protein_codingdeleterious(0.03)benign(0.154)TCGA-EK-A2RB-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PPP4R3BSNVMissense_Mutationc.43N>Ap.Glu15Lysp.E15KQ5MIZ7protein_codingdeleterious(0.03)benign(0.102)TCGA-IR-A3LI-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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