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: PPP2R2D

Gene summary for PPP2R2D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP2R2D

Gene ID

55844

Gene nameprotein phosphatase 2 regulatory subunit Bdelta
Gene AliasB55D
Cytomap10q26.3
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q66LE6


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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
55844PPP2R2DCA_HPV_1HumanCervixCC4.99e-02-9.57e-020.0264
55844PPP2R2DCCI_2HumanCervixCC2.74e-026.15e-010.5249
55844PPP2R2DCCI_3HumanCervixCC1.08e-045.20e-010.516
55844PPP2R2DLZE8THumanEsophagusESCC4.17e-02-8.79e-030.067
55844PPP2R2DLZE24THumanEsophagusESCC2.20e-064.77e-020.0596
55844PPP2R2DP1T-EHumanEsophagusESCC2.55e-042.18e-010.0875
55844PPP2R2DP2T-EHumanEsophagusESCC2.12e-172.95e-010.1177
55844PPP2R2DP4T-EHumanEsophagusESCC3.18e-193.46e-010.1323
55844PPP2R2DP5T-EHumanEsophagusESCC2.64e-162.84e-010.1327
55844PPP2R2DP8T-EHumanEsophagusESCC1.34e-151.61e-010.0889
55844PPP2R2DP9T-EHumanEsophagusESCC2.68e-065.88e-020.1131
55844PPP2R2DP10T-EHumanEsophagusESCC1.31e-034.51e-030.116
55844PPP2R2DP11T-EHumanEsophagusESCC1.16e-061.36e-010.1426
55844PPP2R2DP12T-EHumanEsophagusESCC2.72e-121.92e-010.1122
55844PPP2R2DP15T-EHumanEsophagusESCC6.22e-132.41e-010.1149
55844PPP2R2DP16T-EHumanEsophagusESCC3.04e-156.94e-020.1153
55844PPP2R2DP17T-EHumanEsophagusESCC1.98e-022.74e-020.1278
55844PPP2R2DP20T-EHumanEsophagusESCC2.43e-089.03e-020.1124
55844PPP2R2DP21T-EHumanEsophagusESCC8.09e-081.12e-010.1617
55844PPP2R2DP22T-EHumanEsophagusESCC8.31e-101.45e-020.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:00064708CervixCCprotein dephosphorylation60/2311281/187231.33e-052.68e-0460
GO:00163117CervixCCdephosphorylation73/2311417/187231.23e-039.87e-0373
GO:01400143CervixCCmitotic nuclear division50/2311287/187237.27e-033.91e-0250
GO:00482851CervixCCorganelle fission78/2311488/187239.70e-034.79e-0278
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:00702624EsophagusESCCpeptidyl-serine dephosphorylation16/855219/187236.45e-043.43e-0316
GO:01400145Oral cavityOSCCmitotic nuclear division191/7305287/187231.99e-213.70e-19191
GO:00447728Oral cavityOSCCmitotic cell cycle phase transition255/7305424/187235.29e-196.98e-17255
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
GO:000647015Oral cavityOSCCprotein dephosphorylation162/7305281/187231.56e-104.56e-09162
GO:00163119Oral cavityOSCCdephosphorylation220/7305417/187236.33e-091.34e-07220
GO:00702623Oral cavityOSCCpeptidyl-serine dephosphorylation16/730519/187237.05e-055.60e-0416
GO:0010458Oral cavityOSCCexit from mitosis21/730529/187232.73e-041.73e-0321
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0453020CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa0407110CervixCCSphingolipid signaling pathway35/1267121/84655.70e-053.93e-042.32e-0435
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa043908CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa04530110CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa0407113CervixCCSphingolipid signaling pathway35/1267121/84655.70e-053.93e-042.32e-0435
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0439013CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0301524EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa051609EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa0407116EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa0415210EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa051425EsophagusESCCChagas disease65/4205102/84652.81e-037.59e-033.89e-0365
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0301534EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0516016EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
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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
PPP2R2DSNVMissense_Mutationc.192A>Tp.Glu64Aspp.E64DQ66LE6protein_codingtolerated(0.36)benign(0.003)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPP2R2DinsertionNonsense_Mutationnovelc.738_739insTAGGAAGCCTCCCTGACCACAGCACTCAACACAGAGATGGp.Val247Terp.V247*Q66LE6protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPP2R2DinsertionIn_Frame_Insnovelc.1073_1074insCCACTTCCTACTTGAACTTGAAAAp.Gly358_Ser359insHisPheLeuLeuGluLeuGluAsnp.G358_S359insHFLLELENQ66LE6protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPP2R2DinsertionNonsense_Mutationnovelc.1052_1053insAGAACAGTAGGCCTTTACTAGGCCCAGTCTTGp.Phe352GlufsTer3p.F352Efs*3Q66LE6protein_codingTCGA-BH-A0HQ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PPP2R2DSNVMissense_Mutationc.1156G>Ap.Glu386Lysp.E386KQ66LE6protein_codingdeleterious(0)probably_damaging(0.944)TCGA-C5-A1BE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PPP2R2DSNVMissense_Mutationc.489G>Cp.Leu163Phep.L163FQ66LE6protein_codingtolerated(0.15)benign(0.012)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PPP2R2DSNVMissense_Mutationrs193198132c.1007N>Ap.Arg336Hisp.R336HQ66LE6protein_codingdeleterious(0.01)probably_damaging(0.968)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PPP2R2DSNVMissense_Mutationnovelc.562N>Gp.Ser188Alap.S188AQ66LE6protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
PPP2R2DSNVMissense_Mutationc.527G>Ap.Arg176Glnp.R176QQ66LE6protein_codingdeleterious(0.05)probably_damaging(0.969)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PPP2R2DSNVMissense_Mutationnovelc.1307T>Cp.Val436Alap.V436AQ66LE6protein_codingdeleterious(0.02)benign(0.096)TCGA-AZ-4315-01Colorectumcolon 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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