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: MXI1

Gene summary for MXI1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MXI1

Gene ID

4601

Gene nameMAX interactor 1, dimerization protein
Gene AliasMAD2
Cytomap10q25.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A0S2Z3X5


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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
4601MXI1HTA11_347_2000001011HumanColorectumAD5.00e-115.21e-01-0.1954
4601MXI1HTA11_99999965104_69814HumanColorectumMSS3.62e-023.87e-010.281
4601MXI1HTA11_99999974143_84620HumanColorectumMSS8.76e-03-1.98e-010.3005
4601MXI1A015-C-203HumanColorectumFAP1.05e-09-1.54e-01-0.1294
4601MXI1A001-C-108HumanColorectumFAP4.09e-10-2.17e-01-0.0272
4601MXI1A002-C-205HumanColorectumFAP4.26e-04-2.65e-01-0.1236
4601MXI1A015-C-006HumanColorectumFAP8.34e-03-2.75e-01-0.0994
4601MXI1A015-C-106HumanColorectumFAP1.50e-02-8.25e-02-0.0511
4601MXI1A002-C-114HumanColorectumFAP2.65e-03-2.33e-01-0.1561
4601MXI1A015-C-104HumanColorectumFAP8.66e-13-2.79e-01-0.1899
4601MXI1A001-C-014HumanColorectumFAP1.07e-03-1.28e-010.0135
4601MXI1A002-C-016HumanColorectumFAP2.55e-08-2.19e-010.0521
4601MXI1A015-C-002HumanColorectumFAP4.24e-02-2.86e-01-0.0763
4601MXI1A001-C-203HumanColorectumFAP1.47e-02-8.41e-02-0.0481
4601MXI1A002-C-116HumanColorectumFAP1.38e-14-2.66e-01-0.0452
4601MXI1A018-E-020HumanColorectumFAP5.28e-06-3.05e-01-0.2034
4601MXI1F034HumanColorectumFAP6.69e-09-2.86e-01-0.0665
4601MXI1CRC-1-8810HumanColorectumCRC8.80e-06-2.24e-010.6257
4601MXI1CRC-3-11773HumanColorectumCRC1.72e-04-1.52e-010.2564
4601MXI1LZE4THumanEsophagusESCC2.62e-105.41e-020.0811
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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
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
MXI1TFHEndometriumADJFBP1,IL1RN,RCAN3, etc.7.25e-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.
MXI1CD8TEXINTLungAISPCAT1,TMBIM1,LZTFL1, etc.3.35e-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
MXI1deletionFrame_Shift_Delnovelc.369delAp.Lys123AsnfsTer32p.K123Nfs*32P50539protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MXI1SNVMissense_Mutationrs150249655c.197T>Cp.Ile66Thrp.I66TP50539protein_codingdeleterious(0)benign(0.133)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MXI1SNVMissense_Mutationc.182N>Tp.Ser61Leup.S61LP50539protein_codingdeleterious_low_confidence(0.01)benign(0.042)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
MXI1SNVMissense_Mutationnovelc.812N>Gp.Asp271Glyp.D271GP50539protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MXI1SNVMissense_Mutationrs367591565c.665G>Ap.Arg222Glnp.R222QP50539protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MXI1SNVMissense_Mutationc.292N>Ap.Ala98Thrp.A98TP50539protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MXI1SNVMissense_Mutationnovelc.572N>Tp.Arg191Ilep.R191IP50539protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
MXI1SNVMissense_Mutationrs367591565c.665G>Ap.Arg222Glnp.R222QP50539protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MXI1SNVMissense_Mutationnovelc.177N>Tp.Glu59Aspp.E59DP50539protein_codingtolerated_low_confidence(0.53)benign(0.007)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MXI1SNVMissense_Mutationnovelc.614G>Tp.Arg205Ilep.R205IP50539protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AP-A056-01Endometriumuterine 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
4601MXI1TRANSCRIPTION FACTORTGFBETA111420421
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