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: CECR2

Gene summary for CECR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CECR2

Gene ID

27443

Gene nameCECR2 histone acetyl-lysine reader
Gene AliasCECR2
Cytomap22q11.1-q11.21
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B7WPH3


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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
27443CECR2AEH-subject1HumanEndometriumAEH6.63e-032.08e-01-0.3059
27443CECR2AEH-subject4HumanEndometriumAEH3.73e-063.34e-01-0.2657
27443CECR2AEH-subject5HumanEndometriumAEH3.29e-02-6.61e-02-0.2953
27443CECR2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.29e-02-6.61e-02-0.1917
27443CECR2LZE24THumanEsophagusESCC9.19e-061.50e-010.0596
27443CECR2P1T-EHumanEsophagusESCC7.11e-042.22e-010.0875
27443CECR2P9T-EHumanEsophagusESCC6.74e-061.49e-010.1131
27443CECR2P23T-EHumanEsophagusESCC3.36e-031.26e-010.108
27443CECR2P26T-EHumanEsophagusESCC2.93e-152.79e-010.1276
27443CECR2P28T-EHumanEsophagusESCC1.78e-031.20e-010.1149
27443CECR2P36T-EHumanEsophagusESCC7.72e-031.39e-010.1187
27443CECR2P39T-EHumanEsophagusESCC3.97e-049.76e-020.0894
27443CECR2P49T-EHumanEsophagusESCC1.65e-106.49e-010.1768
27443CECR2P56T-EHumanEsophagusESCC2.17e-075.31e-010.1613
27443CECR2P62T-EHumanEsophagusESCC1.04e-081.82e-010.1302
27443CECR2P65T-EHumanEsophagusESCC1.22e-061.60e-010.0978
27443CECR2P74T-EHumanEsophagusESCC5.32e-113.40e-010.1479
27443CECR2P127T-EHumanEsophagusESCC1.81e-061.43e-010.0826
27443CECR2P130T-EHumanEsophagusESCC4.31e-061.55e-010.1676
27443CECR2RNA-P25T1-P25T1-1HumanLungAIS1.89e-054.77e-01-0.2116
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00009108EndometriumAEHcytokinesis40/2100173/187236.01e-061.49e-0440
GO:00605627EndometriumAEHepithelial tube morphogenesis63/2100325/187239.63e-062.23e-0463
GO:002241115EndometriumAEHcellular component disassembly80/2100443/187231.07e-052.45e-0480
GO:003465510EndometriumAEHnucleobase-containing compound catabolic process74/2100407/187231.78e-053.65e-0474
GO:004427010EndometriumAEHcellular nitrogen compound catabolic process80/2100451/187232.09e-054.13e-0480
GO:00467009EndometriumAEHheterocycle catabolic process79/2100445/187232.27e-054.35e-0479
GO:00194399EndometriumAEHaromatic compound catabolic process80/2100467/187237.21e-051.10e-0380
GO:19013619EndometriumAEHorganic cyclic compound catabolic process83/2100495/187231.13e-041.60e-0383
GO:00616403EndometriumAEHcytoskeleton-dependent cytokinesis24/2100100/187232.27e-042.75e-0324
GO:00063258EndometriumAEHchromatin organization64/2100409/187233.69e-032.52e-0264
GO:00163313EndometriumAEHmorphogenesis of embryonic epithelium27/2100147/187236.70e-033.94e-0227
GO:00351488EndometriumAEHtube formation27/2100148/187237.34e-034.18e-0227
GO:002241116EndometriumEECcellular component disassembly82/2168443/187231.06e-052.26e-0482
GO:004427013EndometriumEECcellular nitrogen compound catabolic process83/2168451/187231.17e-052.43e-0483
GO:004670013EndometriumEECheterocycle catabolic process82/2168445/187231.26e-052.55e-0482
GO:000091013EndometriumEECcytokinesis40/2168173/187231.29e-052.60e-0440
GO:006056213EndometriumEECepithelial tube morphogenesis64/2168325/187231.35e-052.70e-0464
GO:003465514EndometriumEECnucleobase-containing compound catabolic process76/2168407/187231.61e-053.12e-0476
GO:001943913EndometriumEECaromatic compound catabolic process83/2168467/187234.32e-057.10e-0483
GO:190136113EndometriumEECorganic cyclic compound catabolic process86/2168495/187237.31e-051.07e-0386
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
CECR2SNVMissense_Mutationnovelc.3391N>Cp.Glu1131Glnp.E1131Qprotein_codingtolerated(0.05)probably_damaging(0.994)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CECR2SNVMissense_Mutationrs749447312c.799N>Ap.Val267Ilep.V267Iprotein_codingdeleterious(0.04)possibly_damaging(0.872)TCGA-A1-A0SF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
CECR2SNVMissense_Mutationc.3037N>Tp.Arg1013Cysp.R1013Cprotein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-A1-A0SG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
CECR2SNVMissense_Mutationc.3379N>Cp.Glu1127Glnp.E1127Qprotein_codingdeleterious(0)probably_damaging(0.994)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CECR2SNVMissense_Mutationnovelc.1867T>Gp.Leu623Valp.L623Vprotein_codingtolerated_low_confidence(0.09)benign(0.048)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CECR2SNVMissense_Mutationc.3104G>Ap.Arg1035Glnp.R1035Qprotein_codingtolerated(0.2)benign(0.097)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CECR2SNVMissense_Mutationc.3281C>Ap.Ser1094Tyrp.S1094Yprotein_codingdeleterious(0)possibly_damaging(0.733)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CECR2SNVMissense_Mutationnovelc.3740G>Tp.Arg1247Ilep.R1247Iprotein_codingtolerated_low_confidence(0.05)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CECR2SNVMissense_Mutationrs771332466c.1918N>Tp.Arg640Cysp.R640Cprotein_codingdeleterious(0)possibly_damaging(0.72)TCGA-D8-A145-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CECR2SNVMissense_Mutationc.3412C>Ap.His1138Asnp.H1138Nprotein_codingdeleterious(0)probably_damaging(0.98)TCGA-D8-A1XW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
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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
27443CECR2NAinhibitor252827481
27443CECR2NAinhibitor310264732
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