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: MT1M

Gene summary for MT1M

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MT1M

Gene ID

4499

Gene namemetallothionein 1M
Gene AliasMT-1M
Cytomap16q13
Gene Typeprotein-coding
GO ID

GO:0006873

UniProtAcc

A0A024R6T4


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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
4499MT1MHTA11_2487_2000001011HumanColorectumSER6.94e-087.05e-01-0.1808
4499MT1MHTA11_347_2000001011HumanColorectumAD7.48e-135.19e-01-0.1954
4499MT1MHTA11_411_2000001011HumanColorectumSER2.83e-027.83e-01-0.2602
4499MT1MHTA11_3361_2000001011HumanColorectumAD1.19e-022.81e-01-0.1207
4499MT1MHTA11_866_2000001011HumanColorectumAD3.99e-186.02e-01-0.1001
4499MT1MHTA11_2992_2000001011HumanColorectumSER6.06e-131.17e+00-0.1706
4499MT1MHTA11_5212_2000001011HumanColorectumAD2.10e-221.65e+00-0.2061
4499MT1MHTA11_5216_2000001011HumanColorectumSER2.87e-089.47e-01-0.1462
4499MT1MHTA11_6801_2000001011HumanColorectumSER4.28e-036.28e-010.0171
4499MT1MHTA11_7469_2000001011HumanColorectumAD2.62e-121.09e+00-0.0124
4499MT1MLZE8THumanEsophagusESCC1.56e-042.46e-010.067
4499MT1MP4T-EHumanEsophagusESCC4.31e-079.77e-010.1323
4499MT1MP8T-EHumanEsophagusESCC7.09e-102.66e-010.0889
4499MT1MP11T-EHumanEsophagusESCC3.82e-021.23e+000.1426
4499MT1MP12T-EHumanEsophagusESCC2.89e-197.16e-010.1122
4499MT1MP16T-EHumanEsophagusESCC4.82e-256.31e-010.1153
4499MT1MP20T-EHumanEsophagusESCC7.63e-217.89e-010.1124
4499MT1MP21T-EHumanEsophagusESCC2.07e-661.84e+000.1617
4499MT1MP24T-EHumanEsophagusESCC9.58e-291.20e+000.1287
4499MT1MP27T-EHumanEsophagusESCC1.28e-112.49e-010.1055
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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
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: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
GO:0055069ColorectumADzinc ion homeostasis18/391840/187235.36e-045.74e-0318
GO:0071276ColorectumADcellular response to cadmium ion18/391840/187235.36e-045.74e-0318
GO:0071248ColorectumADcellular response to metal ion61/3918197/187235.74e-046.09e-0361
GO:0071241ColorectumADcellular response to inorganic substance68/3918226/187236.98e-047.10e-0368
GO:0006882ColorectumADcellular zinc ion homeostasis17/391838/187238.26e-048.13e-0317
GO:0097501ColorectumADstress response to metal ion10/391819/187232.25e-031.77e-0210
GO:0045926ColorectumADnegative regulation of growth70/3918249/187234.07e-032.83e-0270
GO:0071294ColorectumADcellular response to zinc ion11/391824/187235.43e-033.55e-0211
GO:0010273ColorectumADdetoxification of copper ion8/391815/187235.67e-033.64e-028
GO:1990169ColorectumADstress response to copper ion8/391815/187235.67e-033.64e-028
GO:0071280ColorectumADcellular response to copper ion12/391828/187237.21e-034.39e-0212
GO:0046688ColorectumADresponse to copper ion16/391842/187238.10e-034.76e-0216
GO:00096361ColorectumSERresponse to toxic substance71/2897262/187238.63e-074.07e-0571
GO:00987541ColorectumSERdetoxification46/2897152/187233.02e-061.20e-0446
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
MT1MSNVMissense_Mutationc.4N>Ap.Asp2Asnp.D2NQ8N339protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.831)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
MT1MinsertionNonsense_Mutationnovelc.83_84insAGACATTTGAGTCTTCAGGGTTCAGCACAGAAGGTTp.Ser28_Cys29insAspIleTerValPheArgValGlnHisArgArgPhep.S28_C29insDI*VFRVQHRRFQ8N339protein_codingTCGA-A8-A0AD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MT1MSNVMissense_Mutationrs568220625c.49N>Ap.Gly17Serp.G17SQ8N339protein_codingtolerated(0.37)benign(0.009)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MT1MSNVMissense_Mutationc.88N>Gp.Lys30Glup.K30EQ8N339protein_codingdeleterious(0.01)benign(0.225)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MT1MSNVMissense_Mutationc.80N>Ap.Thr27Asnp.T27NQ8N339protein_codingdeleterious(0)possibly_damaging(0.508)TCGA-DC-4749-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MT1MSNVMissense_Mutationnovelc.179N>Ap.Cys60Tyrp.C60YQ8N339protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.998)TCGA-AX-A2HA-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MT1MSNVMissense_Mutationc.177C>Gp.Cys59Trpp.C59WQ8N339protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-BG-A0M4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
MT1MSNVMissense_Mutationnovelc.38G>Ap.Cys13Tyrp.C13YQ8N339protein_codingdeleterious(0.02)probably_damaging(0.958)TCGA-73-A9RS-01Lunglung adenocarcinomaMale<65I/IIChemotherapycarboplatinPD
MT1MSNVMissense_Mutationc.85T>Ap.Cys29Serp.C29SQ8N339protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-CD-8531-01Stomachstomach adenocarcinomaFemale>=65III/IVChemotherapyepirubicinCR
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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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