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: MT1X

Gene summary for MT1X

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MT1X

Gene ID

4501

Gene namemetallothionein 1X
Gene AliasMT-1l
Cytomap16q13
Gene Typeprotein-coding
GO ID

GO:0006873

UniProtAcc

A0A140VJP8


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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
4501MT1XGSM4909277HumanBreastPrecancer4.40e-027.90e-010.0177
4501MT1XGSM4909281HumanBreastIDC9.26e-063.98e-010.21
4501MT1XGSM4909282HumanBreastIDC6.13e-811.17e+00-0.0288
4501MT1XGSM4909285HumanBreastIDC1.15e-237.01e-010.21
4501MT1XGSM4909290HumanBreastIDC1.04e-05-4.61e-010.2096
4501MT1XGSM4909293HumanBreastIDC8.88e-04-3.10e-010.1581
4501MT1XGSM4909297HumanBreastIDC8.50e-07-1.18e-010.1517
4501MT1XGSM4909298HumanBreastIDC6.83e-12-4.81e-010.1551
4501MT1XGSM4909299HumanBreastIDC3.87e-034.14e-010.035
4501MT1XGSM4909301HumanBreastIDC1.81e-03-3.38e-010.1577
4501MT1XGSM4909302HumanBreastIDC6.18e-12-5.35e-010.1545
4501MT1XGSM4909308HumanBreastIDC1.03e-13-5.79e-010.158
4501MT1XGSM4909309HumanBreastIDC6.07e-095.35e-010.0483
4501MT1XGSM4909311HumanBreastIDC7.06e-292.60e-010.1534
4501MT1XGSM4909312HumanBreastIDC3.78e-06-2.50e-010.1552
4501MT1XGSM4909313HumanBreastIDC2.52e-063.55e-010.0391
4501MT1XGSM4909318HumanBreastIDC5.53e-03-6.83e-010.2031
4501MT1XGSM4909319HumanBreastIDC6.31e-33-6.52e-010.1563
4501MT1XGSM4909320HumanBreastIDC2.72e-03-4.68e-010.1575
4501MT1XGSM4909321HumanBreastIDC1.53e-24-6.38e-010.1559
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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
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
GO:001003825CervixN_HPVresponse to metal ion27/534373/187231.00e-053.46e-0427
GO:009875424CervixN_HPVdetoxification15/534152/187233.05e-058.02e-0415
GO:007124814CervixN_HPVcellular response to metal ion16/534197/187231.75e-043.00e-0316
GO:005507623CervixN_HPVtransition metal ion homeostasis12/534138/187236.00e-047.86e-0312
GO:00712419CervixN_HPVcellular response to inorganic substance16/534226/187238.02e-049.98e-0316
GO:004691613CervixN_HPVcellular transition metal ion homeostasis10/534115/187231.68e-031.72e-0210
GO:009750113CervixN_HPVstress response to metal ion4/53419/187231.80e-031.81e-024
GO:004668614CervixN_HPVresponse to cadmium ion7/53468/187233.18e-032.64e-027
GO:00068824CervixN_HPVcellular zinc ion homeostasis5/53438/187234.27e-033.26e-025
GO:00550694CervixN_HPVzinc ion homeostasis5/53440/187235.35e-033.84e-025
GO:001004312CervixN_HPVresponse to zinc ion6/53458/187236.04e-034.17e-026
GO:004668814CervixN_HPVresponse to copper ion5/53442/187236.60e-034.45e-025
GO:00725031CervixN_HPVcellular divalent inorganic cation homeostasis24/534486/187236.76e-034.52e-0224
GO:00712806CervixN_HPVcellular response to copper ion4/53428/187237.78e-034.97e-024
GO:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0046916ColorectumADcellular transition metal ion homeostasis43/3918115/187233.62e-056.56e-0443
GO:0098754ColorectumADdetoxification53/3918152/187234.63e-057.98e-0453
GO:0046686ColorectumADresponse to cadmium ion27/391868/187233.19e-043.80e-0327
GO:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0497812BreastIDCMineral absorption13/86760/84656.73e-033.42e-022.56e-0213
hsa0497813BreastIDCMineral absorption13/86760/84656.73e-033.42e-022.56e-0213
hsa0497821BreastDCISMineral absorption13/84660/84655.48e-032.81e-022.07e-0213
hsa0497831BreastDCISMineral absorption13/84660/84655.48e-032.81e-022.07e-0213
hsa0497810LiverCystMineral absorption8/33960/84652.53e-032.08e-021.72e-028
hsa0497811LiverCystMineral absorption8/33960/84652.53e-032.08e-021.72e-028
hsa0497814ProstateBPHMineral absorption20/171860/84651.22e-023.61e-022.23e-0220
hsa0497815ProstateBPHMineral absorption20/171860/84651.22e-023.61e-022.23e-0220
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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
MT1XinsertionNonsense_Mutationnovelc.32_33insTCAGGGGGCTGCTGGCTGAGCCCCAATGCTp.Gly11_Ser12insGlnGlyAlaAlaGlyTerAlaProMetLeup.G11_S12insQGAAG*APMLP80297protein_codingTCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
MT1XdeletionIn_Frame_Delnovelc.55_69delNNNNNNNNNNNNNNNp.Lys22_Cys26delp.K22_C26delP80297protein_codingTCGA-OL-A5RY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MT1XSNVMissense_Mutationrs376283692c.64N>Gp.Lys22Glup.K22EP80297protein_codingdeleterious(0.03)probably_damaging(0.989)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
MT1XinsertionIn_Frame_Insnovelc.28_28+1insTTGGCTCCTGTGCCTGTGCCGGCTCCTp.Ser18_Cys19insPheGlySerCysAlaCysAlaGlySerp.S18_C19insFGSCACAGSP80297protein_codingTCGA-FP-7829-01Stomachstomach adenocarcinomaMale>=65I/IIChemotherapy5-fluorouracilCR
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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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