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: MXD4

Gene summary for MXD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MXD4

Gene ID

10608

Gene nameMAX dimerization protein 4
Gene AliasMAD4
Cytomap4p16.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q14582


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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
10608MXD4HTA11_2487_2000001011HumanColorectumSER2.72e-042.65e-01-0.1808
10608MXD4HTA11_1938_2000001011HumanColorectumAD2.22e-114.93e-01-0.0811
10608MXD4HTA11_347_2000001011HumanColorectumAD1.62e-154.19e-01-0.1954
10608MXD4HTA11_411_2000001011HumanColorectumSER1.39e-035.75e-01-0.2602
10608MXD4HTA11_696_2000001011HumanColorectumAD1.45e-093.81e-01-0.1464
10608MXD4HTA11_866_2000001011HumanColorectumAD3.68e-032.66e-01-0.1001
10608MXD4HTA11_1391_2000001011HumanColorectumAD3.34e-154.59e-01-0.059
10608MXD4HTA11_546_2000001011HumanColorectumAD8.19e-033.01e-01-0.0842
10608MXD4HTA11_866_3004761011HumanColorectumAD3.18e-021.89e-010.096
10608MXD4HTA11_4255_2000001011HumanColorectumSER3.64e-044.93e-010.0446
10608MXD4HTA11_9408_2000001011HumanColorectumAD4.06e-024.71e-010.0451
10608MXD4HTA11_8622_2000001021HumanColorectumSER1.26e-023.95e-010.0528
10608MXD4HTA11_7663_2000001011HumanColorectumSER8.98e-034.28e-010.0131
10608MXD4HTA11_10623_2000001011HumanColorectumAD1.37e-053.39e-01-0.0177
10608MXD4HTA11_10711_2000001011HumanColorectumAD6.26e-073.30e-010.0338
10608MXD4HTA11_7696_3000711011HumanColorectumAD4.46e-053.30e-010.0674
10608MXD4HTA11_99999974143_84620HumanColorectumMSS7.18e-032.33e-010.3005
10608MXD4A002-C-116HumanColorectumFAP1.84e-02-7.47e-02-0.0452
10608MXD4LZE24THumanEsophagusESCC3.84e-031.01e-010.0596
10608MXD4P2T-EHumanEsophagusESCC6.90e-142.97e-010.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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
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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
MXD4ECMBreastHealthyCD81,EPHX1,ITM2B, etc.3.77e-01The 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.
MXD4CD8TEFFCervixADJAPOBEC3G,ITM2C,CD27, etc.2.05e-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.
MXD4TFHCervixADJAPOBEC3G,ITM2C,CD27, etc.3.12e-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.
MXD4NKCervixADJAPOBEC3G,ITM2C,CD27, etc.1.01e-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.
MXD4CD8TEXPCervixCCAPOBEC3G,ITM2C,CD27, etc.2.61e-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.
MXD4CD8TEXPCervixN_HPVAPOBEC3G,ITM2C,CD27, etc.3.01e-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.
MXD4CD8TEXINTCervixN_HPVAPOBEC3G,ITM2C,CD27, etc.2.70e-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.
MXD4GOBColorectumCRCMAGI2,CA8,LINC01060, etc.3.10e-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.
MXD4IMGOBColorectumFAPMAGI2,CA8,LINC01060, etc.2.65e-01The 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.
MXD4GOBColorectumFAPMAGI2,CA8,LINC01060, etc.1.80e-01The 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
MXD4SNVMissense_Mutationc.170C>Tp.Ser57Leup.S57LQ14582protein_codingdeleterious(0)benign(0.251)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MXD4SNVMissense_Mutationrs776946148c.289N>Tp.Arg97Trpp.R97WQ14582protein_codingdeleterious(0.04)probably_damaging(0.994)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MXD4SNVMissense_Mutationc.205C>Tp.Leu69Phep.L69FQ14582protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AZ-6599-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MXD4SNVMissense_Mutationrs201554312c.386G>Ap.Arg129Hisp.R129HQ14582protein_codingdeleterious(0)probably_damaging(0.964)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MXD4SNVMissense_Mutationnovelc.167C>Ap.Ser56Tyrp.S56YQ14582protein_codingdeleterious(0)probably_damaging(0.963)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MXD4SNVMissense_Mutationnovelc.430G>Ap.Asp144Asnp.D144NQ14582protein_codingdeleterious(0.04)probably_damaging(0.987)TCGA-AJ-A8CW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MXD4SNVMissense_Mutationc.544G>Ap.Asp182Asnp.D182NQ14582protein_codingdeleterious(0.01)possibly_damaging(0.787)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
MXD4SNVMissense_Mutationrs772082970c.329N>Ap.Arg110Hisp.R110HQ14582protein_codingdeleterious(0)benign(0.042)TCGA-BG-A0VZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinCR
MXD4SNVMissense_Mutationrs757540498c.332G>Ap.Arg111Glnp.R111QQ14582protein_codingdeleterious(0.04)benign(0.037)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MXD4SNVMissense_Mutationnovelc.263N>Ap.Arg88Hisp.R88HQ14582protein_codingdeleterious(0)probably_damaging(0.984)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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