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: MBD1

Gene summary for MBD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MBD1

Gene ID

4152

Gene namemethyl-CpG binding domain protein 1
Gene AliasCXXC3
Cytomap18q21.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A8K654


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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
4152MBD1LZE4THumanEsophagusESCC1.12e-032.44e-010.0811
4152MBD1LZE7THumanEsophagusESCC1.32e-074.00e-010.0667
4152MBD1LZE8THumanEsophagusESCC4.49e-028.70e-020.067
4152MBD1LZE20THumanEsophagusESCC1.44e-057.30e-020.0662
4152MBD1LZE24THumanEsophagusESCC5.11e-092.19e-010.0596
4152MBD1P1T-EHumanEsophagusESCC1.10e-135.22e-010.0875
4152MBD1P2T-EHumanEsophagusESCC3.64e-203.44e-010.1177
4152MBD1P4T-EHumanEsophagusESCC3.02e-174.94e-010.1323
4152MBD1P5T-EHumanEsophagusESCC7.92e-131.46e-010.1327
4152MBD1P8T-EHumanEsophagusESCC1.19e-133.69e-010.0889
4152MBD1P9T-EHumanEsophagusESCC9.67e-154.04e-010.1131
4152MBD1P10T-EHumanEsophagusESCC2.60e-293.42e-010.116
4152MBD1P11T-EHumanEsophagusESCC1.64e-052.17e-010.1426
4152MBD1P12T-EHumanEsophagusESCC2.61e-082.50e-010.1122
4152MBD1P15T-EHumanEsophagusESCC6.58e-112.34e-010.1149
4152MBD1P16T-EHumanEsophagusESCC2.35e-223.36e-010.1153
4152MBD1P17T-EHumanEsophagusESCC2.38e-101.93e-010.1278
4152MBD1P19T-EHumanEsophagusESCC6.59e-055.82e-010.1662
4152MBD1P20T-EHumanEsophagusESCC3.62e-204.22e-010.1124
4152MBD1P21T-EHumanEsophagusESCC3.89e-163.88e-010.1617
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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
∗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:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000756820EsophagusESCCaging201/8552339/187232.64e-073.94e-06201
GO:00420636EsophagusESCCgliogenesis172/8552301/187233.75e-053.04e-04172
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:005076710EsophagusESCCregulation of neurogenesis203/8552364/187236.10e-054.68e-04203
GO:00100016EsophagusESCCglial cell differentiation129/8552225/187232.73e-041.65e-03129
GO:00519606EsophagusESCCregulation of nervous system development237/8552443/187235.02e-042.78e-03237
GO:0006304EsophagusESCCDNA modification68/8552120/187239.95e-033.42e-0268
GO:00140131EsophagusESCCregulation of gliogenesis59/8552103/187231.17e-023.91e-0259
GO:003166722LiverHCCresponse to nutrient levels276/7958474/187232.30e-121.08e-10276
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
GO:005105221LiverHCCregulation of DNA metabolic process198/7958359/187237.62e-071.17e-05198
GO:000756822LiverHCCaging185/7958339/187234.28e-065.50e-05185
GO:00323552LiverHCCresponse to estradiol81/7958141/187232.39e-041.79e-0381
GO:00507674LiverHCCregulation of neurogenesis181/7958364/187233.00e-031.40e-02181
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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
MBD1TFHBreastPrecancerCHI3L1,USPL1,ADTRP, etc.3.54e-02The 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.
∗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
MBD1SNVMissense_Mutationnovelc.1763N>Tp.Ala588Valp.A588VQ9UIS9protein_codingdeleterious_low_confidence(0)benign(0.412)TCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
MBD1SNVMissense_Mutationrs545375854c.455N>Tp.Thr152Metp.T152MQ9UIS9protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MBD1SNVMissense_Mutationc.640N>Tp.Arg214Cysp.R214CQ9UIS9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E2-A15K-06Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MBD1insertionFrame_Shift_Insnovelc.1760_1761insTGAATATTTTCTTTTAATTp.Ala588GlufsTer25p.A588Efs*25Q9UIS9protein_codingTCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
MBD1deletionFrame_Shift_Delc.1592delAp.Asp531AlafsTer7p.D531Afs*7Q9UIS9protein_codingTCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MBD1deletionFrame_Shift_Delnovelc.83delNp.Cys28LeufsTer22p.C28Lfs*22Q9UIS9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MBD1deletionFrame_Shift_Delnovelc.1205delNp.Pro402LeufsTer20p.P402Lfs*20Q9UIS9protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
MBD1SNVMissense_Mutationrs775229161c.1282N>Tp.Arg428Cysp.R428CQ9UIS9protein_codingtolerated(0.16)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MBD1SNVMissense_Mutationnovelc.297N>Tp.Gln99Hisp.Q99HQ9UIS9protein_codingtolerated(0.14)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MBD1SNVMissense_Mutationnovelc.55N>Ap.Glu19Lysp.E19KQ9UIS9protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-2W-A8YY-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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