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: MBD3

Gene summary for MBD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MBD3

Gene ID

53615

Gene namemethyl-CpG binding domain protein 3
Gene AliasMBD3
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O95983


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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
53615MBD3LZE7THumanEsophagusESCC1.34e-051.95e-010.0667
53615MBD3LZE24THumanEsophagusESCC4.58e-077.55e-020.0596
53615MBD3LZE21THumanEsophagusESCC7.00e-052.34e-010.0655
53615MBD3P1T-EHumanEsophagusESCC2.14e-042.07e-010.0875
53615MBD3P2T-EHumanEsophagusESCC8.80e-085.43e-020.1177
53615MBD3P4T-EHumanEsophagusESCC2.10e-091.53e-010.1323
53615MBD3P5T-EHumanEsophagusESCC5.46e-068.58e-030.1327
53615MBD3P8T-EHumanEsophagusESCC2.59e-055.58e-020.0889
53615MBD3P9T-EHumanEsophagusESCC4.42e-071.83e-010.1131
53615MBD3P10T-EHumanEsophagusESCC9.68e-223.67e-010.116
53615MBD3P11T-EHumanEsophagusESCC1.58e-031.49e-010.1426
53615MBD3P12T-EHumanEsophagusESCC2.17e-083.52e-020.1122
53615MBD3P15T-EHumanEsophagusESCC1.09e-02-7.29e-030.1149
53615MBD3P16T-EHumanEsophagusESCC7.41e-095.46e-030.1153
53615MBD3P20T-EHumanEsophagusESCC2.12e-036.54e-030.1124
53615MBD3P21T-EHumanEsophagusESCC5.23e-129.22e-020.1617
53615MBD3P22T-EHumanEsophagusESCC3.65e-068.52e-020.1236
53615MBD3P23T-EHumanEsophagusESCC2.06e-071.68e-010.108
53615MBD3P24T-EHumanEsophagusESCC1.41e-03-3.02e-030.1287
53615MBD3P26T-EHumanEsophagusESCC1.85e-109.47e-020.1276
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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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00400295EsophagusESCCregulation of gene expression, epigenetic74/8552105/187232.24e-073.42e-0674
GO:000756820EsophagusESCCaging201/8552339/187232.64e-073.94e-06201
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00708281EsophagusESCCheterochromatin organization31/855246/187232.42e-031.06e-0231
GO:0045814EsophagusESCCnegative regulation of gene expression, epigenetic32/855250/187236.90e-032.52e-0232
GO:0006304EsophagusESCCDNA modification68/8552120/187239.95e-033.42e-0268
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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
MBD3SNVMissense_Mutationc.530N>Ap.Leu177Glnp.L177QO95983protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MBD3SNVMissense_Mutationnovelc.335N>Ap.Val112Glup.V112EO95983protein_codingdeleterious(0.03)probably_damaging(0.993)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
MBD3SNVMissense_Mutationc.260N>Gp.Asn87Serp.N87SO95983protein_codingtolerated(0.61)benign(0.009)TCGA-E2-A15C-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
MBD3deletionFrame_Shift_Delnovelc.640delNp.Leu214CysfsTer7p.L214Cfs*7O95983protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MBD3SNVMissense_Mutationnovelc.775N>Cp.Glu259Glnp.E259QO95983protein_codingtolerated_low_confidence(0.06)benign(0.039)TCGA-VS-A9UC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MBD3SNVMissense_Mutationnovelc.593N>Gp.Ala198Glyp.A198GO95983protein_codingtolerated(0.06)possibly_damaging(0.643)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
MBD3SNVMissense_Mutationc.193N>Ap.Arg65Serp.R65SO95983protein_codingdeleterious(0.02)possibly_damaging(0.5)TCGA-DM-A28C-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MBD3SNVMissense_Mutationc.245G>Ap.Arg82Hisp.R82HO95983protein_codingtolerated(0.1)probably_damaging(0.943)TCGA-QG-A5YV-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaCR
MBD3SNVMissense_Mutationc.19N>Ap.Glu7Lysp.E7KO95983protein_codingdeleterious(0.01)benign(0.133)TCGA-DY-A1DF-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MBD3SNVMissense_Mutationnovelc.239N>Ap.Arg80Hisp.R80HO95983protein_codingtolerated(0.06)possibly_damaging(0.902)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
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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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