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: MXD1

Gene summary for MXD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MXD1

Gene ID

4084

Gene nameMAX dimerization protein 1
Gene AliasBHLHC58
Cytomap2p13.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

B7ZLI7


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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
4084MXD1GSM4909282HumanBreastIDC3.65e-02-1.20e-01-0.0288
4084MXD1GSM4909294HumanBreastIDC9.88e-04-2.19e-010.2022
4084MXD1GSM4909297HumanBreastIDC2.06e-03-1.05e-010.1517
4084MXD1GSM4909306HumanBreastIDC2.56e-04-2.18e-010.1564
4084MXD1GSM4909311HumanBreastIDC1.60e-11-2.53e-010.1534
4084MXD1GSM4909312HumanBreastIDC2.20e-05-2.13e-010.1552
4084MXD1GSM4909319HumanBreastIDC8.27e-09-2.38e-010.1563
4084MXD1GSM4909321HumanBreastIDC7.75e-04-1.47e-010.1559
4084MXD1ctrl6HumanBreastPrecancer1.02e-239.29e-01-0.0061
4084MXD1brca10HumanBreastPrecancer1.10e-196.16e-01-0.0029
4084MXD1P1HumanBreastIDC9.09e-03-1.03e-010.1527
4084MXD1DCIS2HumanBreastDCIS1.31e-31-9.87e-030.0085
4084MXD1CA_HPV_1HumanCervixCC8.68e-031.56e-010.0264
4084MXD1CA_HPV_2HumanCervixCC1.12e-084.07e-010.0391
4084MXD1N_HPV_2HumanCervixN_HPV4.49e-063.24e-01-0.0131
4084MXD1CCI_1HumanCervixCC3.19e-061.19e+000.528
4084MXD1sample3HumanCervixCC6.98e-186.30e-010.1387
4084MXD1H2HumanCervixHSIL_HPV2.73e-175.67e-010.0632
4084MXD1T1HumanCervixCC1.25e-074.90e-010.0918
4084MXD1T3HumanCervixCC9.07e-226.53e-010.1389
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
∗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
MXD1MLUMBreastHealthyUSP53,MALAT1,IER3, etc.3.96e-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.
MXD1SMCEsophagusESCCBDH1,CDKN2A,MFSD1, etc.4.56e-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.
MXD1SMCEsophagusHealthyBDH1,CDKN2A,MFSD1, etc.8.77e-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.
MXD1MONLiverCirrhoticPLAUR,S100A8,VCAN, etc.3.94e-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.
MXD1DCLiverHealthyPLAUR,S100A8,VCAN, etc.1.63e-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.
MXD1MONLiverHealthyPLAUR,S100A8,VCAN, etc.1.33e-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.
MXD1INMONLungIACFCGR3B,SLC25A37,NAMPT, etc.2.55e-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.
MXD1NEUTLungIACFCGR3B,SLC25A37,NAMPT, etc.6.17e-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
MXD1SNVMissense_Mutationc.571N>Cp.Ser191Argp.S191RQ05195protein_codingdeleterious(0)probably_damaging(0.942)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
MXD1insertionNonsense_Mutationnovelc.574_575insCTGAGTCTACTTAATATATTTCATTGCTCTCCTGp.Met192ThrfsTer5p.M192Tfs*5Q05195protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MXD1SNVMissense_Mutationnovelc.398T>Cp.Leu133Prop.L133PQ05195protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MXD1SNVMissense_Mutationrs767887648c.281N>Tp.Thr94Metp.T94MQ05195protein_codingdeleterious(0.01)probably_damaging(0.964)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MXD1SNVMissense_Mutationrs185788603c.496G>Ap.Val166Metp.V166MQ05195protein_codingdeleterious(0.02)possibly_damaging(0.765)TCGA-DM-A288-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
MXD1SNVMissense_Mutationrs535119144c.487N>Ap.Asp163Asnp.D163NQ05195protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MXD1SNVMissense_Mutationnovelc.406N>Ap.Leu136Metp.L136MQ05195protein_codingdeleterious(0.01)probably_damaging(0.95)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MXD1SNVMissense_Mutationnovelc.661C>Tp.Leu221Phep.L221FQ05195protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.986)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
MXD1SNVMissense_Mutationc.164G>Tp.Ser55Ilep.S55IQ05195protein_codingtolerated(0.17)benign(0.09)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MXD1SNVMissense_Mutationc.400N>Ap.Glu134Lysp.E134KQ05195protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-D1-A168-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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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