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: PPP1R3D

Gene summary for PPP1R3D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP1R3D

Gene ID

5509

Gene nameprotein phosphatase 1 regulatory subunit 3D
Gene AliasPPP1R6
Cytomap20q13.33
Gene Typeprotein-coding
GO ID

GO:0000271

UniProtAcc

O95685


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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
5509PPP1R3DP1T-EHumanEsophagusESCC2.88e-021.75e-010.0875
5509PPP1R3DP2T-EHumanEsophagusESCC4.47e-091.98e-010.1177
5509PPP1R3DP9T-EHumanEsophagusESCC4.34e-029.83e-020.1131
5509PPP1R3DP10T-EHumanEsophagusESCC1.24e-112.10e-010.116
5509PPP1R3DP12T-EHumanEsophagusESCC2.06e-173.94e-010.1122
5509PPP1R3DP15T-EHumanEsophagusESCC3.89e-071.88e-010.1149
5509PPP1R3DP16T-EHumanEsophagusESCC6.02e-082.10e-010.1153
5509PPP1R3DP20T-EHumanEsophagusESCC3.93e-092.64e-010.1124
5509PPP1R3DP21T-EHumanEsophagusESCC1.25e-051.34e-010.1617
5509PPP1R3DP22T-EHumanEsophagusESCC4.01e-021.05e-010.1236
5509PPP1R3DP23T-EHumanEsophagusESCC8.82e-174.22e-010.108
5509PPP1R3DP26T-EHumanEsophagusESCC5.26e-215.49e-010.1276
5509PPP1R3DP27T-EHumanEsophagusESCC1.22e-039.20e-020.1055
5509PPP1R3DP28T-EHumanEsophagusESCC4.85e-081.95e-010.1149
5509PPP1R3DP30T-EHumanEsophagusESCC4.87e-042.46e-010.137
5509PPP1R3DP31T-EHumanEsophagusESCC2.71e-041.28e-010.1251
5509PPP1R3DP36T-EHumanEsophagusESCC2.19e-114.14e-010.1187
5509PPP1R3DP37T-EHumanEsophagusESCC1.93e-031.19e-010.1371
5509PPP1R3DP39T-EHumanEsophagusESCC5.94e-061.40e-010.0894
5509PPP1R3DP47T-EHumanEsophagusESCC4.66e-061.77e-010.1067
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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
∗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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:00060069EsophagusESCCglucose metabolic process119/8552196/187231.51e-051.36e-04119
GO:004346719EsophagusESCCregulation of generation of precursor metabolites and energy81/8552130/187239.58e-056.81e-0481
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:00160514EsophagusESCCcarbohydrate biosynthetic process117/8552202/187232.96e-041.79e-03117
GO:00620129EsophagusESCCregulation of small molecule metabolic process184/8552334/187233.11e-041.85e-03184
GO:001605216EsophagusESCCcarbohydrate catabolic process91/8552154/187235.39e-042.97e-0391
GO:00434713EsophagusESCCregulation of cellular carbohydrate catabolic process11/855212/187231.26e-036.06e-0311
GO:00109065EsophagusESCCregulation of glucose metabolic process71/8552119/187231.46e-036.92e-0371
GO:00061096EsophagusESCCregulation of carbohydrate metabolic process101/8552178/187231.89e-038.52e-03101
GO:00106755EsophagusESCCregulation of cellular carbohydrate metabolic process83/8552146/187234.24e-031.69e-0283
GO:00442751EsophagusESCCcellular carbohydrate catabolic process27/855240/187234.39e-031.73e-0227
GO:004347010EsophagusESCCregulation of carbohydrate catabolic process35/855256/187238.30e-032.94e-0235
GO:00346372EsophagusESCCcellular carbohydrate biosynthetic process46/855278/187231.24e-024.13e-0246
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049109EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa049318EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
hsa0491014EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa0493113EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
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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
PPP1R3DSNVMissense_Mutationc.848N>Tp.Ala283Valp.A283VO95685protein_codingtolerated(0.25)benign(0.085)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PPP1R3DSNVMissense_Mutationc.487N>Ap.Val163Ilep.V163IO95685protein_codingtolerated(1)benign(0)TCGA-G4-6295-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PPP1R3DSNVMissense_Mutationc.754C>Tp.Arg252Cysp.R252CO95685protein_codingtolerated(0.12)possibly_damaging(0.471)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PPP1R3DSNVMissense_Mutationnovelc.838N>Tp.Arg280Cysp.R280CO95685protein_codingdeleterious(0)possibly_damaging(0.642)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPP1R3DSNVMissense_Mutationnovelc.434G>Ap.Ser145Asnp.S145NO95685protein_codingtolerated(0.2)benign(0.006)TCGA-D1-A2G0-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PPP1R3DSNVMissense_Mutationrs760835344c.641G>Ap.Arg214Hisp.R214HO95685protein_codingtolerated(0.12)benign(0.06)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
PPP1R3DSNVMissense_Mutationc.797A>Gp.Tyr266Cysp.Y266CO95685protein_codingdeleterious(0)probably_damaging(0.916)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
PPP1R3DSNVMissense_Mutationnovelc.601N>Ap.Glu201Lysp.E201KO95685protein_codingdeleterious(0)probably_damaging(0.987)TCGA-EY-A215-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPP1R3DSNVMissense_Mutationrs781512014c.703G>Ap.Val235Ilep.V235IO95685protein_codingtolerated(0.19)benign(0.015)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPP1R3DSNVMissense_Mutationrs768627326c.266N>Tp.Pro89Leup.P89LO95685protein_codingtolerated(0.06)benign(0.003)TCGA-WQ-AB4B-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownPD
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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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