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: MBD5

Gene summary for MBD5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MBD5

Gene ID

55777

Gene namemethyl-CpG binding domain protein 5
Gene AliasMRD1
Cytomap2q23.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q9P267


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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
55777MBD5CCI_1HumanCervixCC7.01e-081.05e+000.528
55777MBD5CCI_2HumanCervixCC1.24e-141.31e+000.5249
55777MBD5CCI_3HumanCervixCC2.94e-321.40e+000.516
55777MBD5HTA11_3410_2000001011HumanColorectumAD2.41e-16-5.85e-010.0155
55777MBD5HTA11_2487_2000001011HumanColorectumSER4.56e-04-4.71e-01-0.1808
55777MBD5HTA11_3361_2000001011HumanColorectumAD2.78e-09-6.86e-01-0.1207
55777MBD5HTA11_866_2000001011HumanColorectumAD3.17e-02-3.22e-01-0.1001
55777MBD5HTA11_5212_2000001011HumanColorectumAD1.66e-09-9.08e-01-0.2061
55777MBD5HTA11_866_3004761011HumanColorectumAD1.30e-12-6.03e-010.096
55777MBD5HTA11_4255_2000001011HumanColorectumSER6.06e-03-6.03e-010.0446
55777MBD5HTA11_8622_2000001021HumanColorectumSER1.48e-04-5.79e-010.0528
55777MBD5HTA11_10711_2000001011HumanColorectumAD1.30e-04-4.49e-010.0338
55777MBD5HTA11_7696_3000711011HumanColorectumAD6.57e-14-5.57e-010.0674
55777MBD5HTA11_7469_2000001011HumanColorectumAD5.85e-04-1.04e+00-0.0124
55777MBD5HTA11_99999970781_79442HumanColorectumMSS9.75e-09-4.54e-010.294
55777MBD5HTA11_99999973899_84307HumanColorectumMSS6.55e-05-6.59e-010.2585
55777MBD5HTA11_99999974143_84620HumanColorectumMSS1.30e-13-5.01e-010.3005
55777MBD5A015-C-203HumanColorectumFAP4.79e-25-3.56e-01-0.1294
55777MBD5A015-C-204HumanColorectumFAP5.21e-08-3.45e-01-0.0228
55777MBD5A014-C-040HumanColorectumFAP2.41e-05-1.24e-01-0.1184
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:19016538CervixCCcellular response to peptide72/2311359/187231.89e-053.48e-0472
GO:00434349CervixCCresponse to peptide hormone77/2311414/187231.40e-041.70e-0377
GO:00713757CervixCCcellular response to peptide hormone stimulus57/2311290/187232.32e-042.59e-0357
GO:00425939CervixCCglucose homeostasis50/2311258/187237.57e-046.76e-0350
GO:00486386CervixCCregulation of developmental growth61/2311330/187237.69e-046.85e-0361
GO:00335009CervixCCcarbohydrate homeostasis50/2311259/187238.28e-047.22e-0350
GO:1901653ColorectumADcellular response to peptide114/3918359/187238.32e-072.88e-05114
GO:0071375ColorectumADcellular response to peptide hormone stimulus95/3918290/187231.50e-064.66e-0595
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:0033500ColorectumADcarbohydrate homeostasis84/3918259/187239.10e-062.15e-0484
GO:0042593ColorectumADglucose homeostasis83/3918258/187231.44e-053.11e-0483
GO:0048638ColorectumADregulation of developmental growth92/3918330/187231.48e-031.25e-0292
GO:19016531ColorectumSERcellular response to peptide83/2897359/187238.03e-051.77e-0383
GO:00434341ColorectumSERresponse to peptide hormone93/2897414/187239.61e-052.04e-0393
GO:00713751ColorectumSERcellular response to peptide hormone stimulus68/2897290/187232.20e-043.89e-0368
GO:00425931ColorectumSERglucose homeostasis57/2897258/187232.92e-032.59e-0257
GO:00335001ColorectumSERcarbohydrate homeostasis57/2897259/187233.20e-032.76e-0257
GO:0060396ColorectumSERgrowth hormone receptor signaling pathway9/289723/187235.20e-033.95e-029
GO:0071378ColorectumSERcellular response to growth hormone stimulus9/289724/187237.19e-034.99e-029
GO:00335002ColorectumMSScarbohydrate homeostasis76/3467259/187231.37e-053.14e-0476
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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
MBD5SNVMissense_Mutationc.1173N>Cp.Met391Ilep.M391IQ9P267protein_codingtolerated(0.17)benign(0)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MBD5SNVMissense_Mutationrs140900949c.2056N>Cp.Asp686Hisp.D686HQ9P267protein_codingdeleterious(0)probably_damaging(0.947)TCGA-AC-A2BK-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
MBD5SNVMissense_Mutationrs571209967c.3532N>Ap.Glu1178Lysp.E1178KQ9P267protein_codingdeleterious_low_confidence(0.04)benign(0.127)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MBD5SNVMissense_Mutationc.1640G>Tp.Gly547Valp.G547VQ9P267protein_codingdeleterious(0.02)benign(0.055)TCGA-AR-A0TZ-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDoxorubicinPD
MBD5SNVMissense_Mutationc.24C>Ap.Asp8Glup.D8EQ9P267protein_codingtolerated(1)probably_damaging(0.992)TCGA-BH-A0H6-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MBD5SNVMissense_Mutationc.2759N>Ap.Ser920Asnp.S920NQ9P267protein_codingtolerated(0.45)benign(0)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MBD5SNVMissense_Mutationc.3374N>Tp.Ala1125Valp.A1125VQ9P267protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-C8-A1HK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MBD5SNVMissense_Mutationc.2232G>Tp.Met744Ilep.M744IQ9P267protein_codingtolerated(0.2)benign(0)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MBD5SNVMissense_Mutationnovelc.52G>Ap.Ala18Thrp.A18TQ9P267protein_codingtolerated(0.08)benign(0.011)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MBD5SNVMissense_Mutationc.788N>Ap.Ser263Tyrp.S263YQ9P267protein_codingdeleterious(0)probably_damaging(0.944)TCGA-FU-A3HZ-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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