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: MT1G

Gene summary for MT1G

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MT1G

Gene ID

4495

Gene namemetallothionein 1G
Gene AliasMT1
Cytomap16q13
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P13640


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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
4495MT1GHTA11_6818_2000001011HumanColorectumAD7.43e-058.39e-010.0112
4495MT1GHTA11_7469_2000001011HumanColorectumAD2.87e-172.43e+00-0.0124
4495MT1GHTA11_6818_2000001021HumanColorectumAD1.35e-075.74e-010.0588
4495MT1GHTA11_99999970781_79442HumanColorectumMSS1.46e-104.53e-010.294
4495MT1GHTA11_99999965062_69753HumanColorectumMSI-H5.71e-049.53e-010.3487
4495MT1GCRC-1-8810HumanColorectumCRC3.61e-02-1.05e-010.6257
4495MT1GCRC-3-11773HumanColorectumCRC1.71e-02-1.11e-010.2564
4495MT1GP2T-EHumanEsophagusESCC2.55e-124.64e-010.1177
4495MT1GP4T-EHumanEsophagusESCC1.96e-132.28e+000.1323
4495MT1GP5T-EHumanEsophagusESCC2.10e-661.81e+000.1327
4495MT1GP8T-EHumanEsophagusESCC4.33e-052.05e-010.0889
4495MT1GP11T-EHumanEsophagusESCC1.03e-048.58e-010.1426
4495MT1GP16T-EHumanEsophagusESCC4.21e-134.43e-010.1153
4495MT1GP19T-EHumanEsophagusESCC3.84e-068.37e-010.1662
4495MT1GP20T-EHumanEsophagusESCC3.61e-501.58e+000.1124
4495MT1GP21T-EHumanEsophagusESCC1.18e-022.26e-010.1617
4495MT1GP23T-EHumanEsophagusESCC7.73e-093.12e+000.108
4495MT1GP24T-EHumanEsophagusESCC4.05e-361.64e+000.1287
4495MT1GP26T-EHumanEsophagusESCC2.25e-021.13e-010.1276
4495MT1GP27T-EHumanEsophagusESCC4.39e-136.44e-010.1055
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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
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
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:001003814BreastIDCresponse to metal ion65/1434373/187232.95e-103.42e-0865
GO:004668613BreastIDCresponse to cadmium ion19/143468/187234.97e-072.45e-0519
GO:000963613BreastIDCresponse to toxic substance44/1434262/187236.33e-073.00e-0544
GO:009875413BreastIDCdetoxification29/1434152/187233.97e-061.43e-0429
GO:003009914BreastIDCmyeloid cell differentiation54/1434381/187238.07e-062.39e-0454
GO:003022412BreastIDCmonocyte differentiation12/143436/187238.61e-062.47e-0412
GO:000257312BreastIDCmyeloid leukocyte differentiation33/1434208/187235.02e-051.09e-0333
GO:007127613BreastIDCcellular response to cadmium ion11/143440/187231.48e-042.60e-0311
GO:005507613BreastIDCtransition metal ion homeostasis23/1434138/187233.20e-044.79e-0323
GO:001004311BreastIDCresponse to zinc ion13/143458/187233.59e-045.18e-0313
GO:004691612BreastIDCcellular transition metal ion homeostasis20/1434115/187234.35e-045.90e-0320
GO:190313111BreastIDCmononuclear cell differentiation51/1434426/187239.81e-041.11e-0251
GO:00466887BreastIDCresponse to copper ion10/143442/187231.03e-031.14e-0210
GO:009750112BreastIDCstress response to metal ion6/143419/187232.27e-032.09e-026
GO:007124813BreastIDCcellular response to metal ion27/1434197/187232.28e-032.09e-0227
GO:00102737BreastIDCdetoxification of copper ion5/143415/187234.10e-033.25e-025
GO:19901697BreastIDCstress response to copper ion5/143415/187234.10e-033.25e-025
GO:007124113BreastIDCcellular response to inorganic substance29/1434226/187234.28e-033.34e-0229
GO:001003824BreastDCISresponse to metal ion65/1390373/187238.03e-119.88e-0965
GO:004668623BreastDCISresponse to cadmium ion19/139068/187233.07e-071.46e-0519
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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
hsa0497814ProstateBPHMineral absorption20/171860/84651.22e-023.61e-022.23e-0220
hsa0497815ProstateBPHMineral absorption20/171860/84651.22e-023.61e-022.23e-0220
hsa04978StomachGCMineral absorption15/70860/84658.88e-059.80e-046.90e-0415
hsa049781StomachGCMineral absorption15/70860/84658.88e-059.80e-046.90e-0415
hsa049782StomachCAG with IMMineral absorption12/64060/84651.52e-031.01e-027.10e-0312
hsa049783StomachCAG with IMMineral absorption12/64060/84651.52e-031.01e-027.10e-0312
hsa049784StomachCSGMineral absorption11/63360/84654.40e-032.53e-021.82e-0211
hsa049785StomachCSGMineral absorption11/63360/84654.40e-032.53e-021.82e-0211
hsa049786StomachCAGMineral absorption8/36860/84654.18e-032.94e-022.36e-028
hsa049787StomachCAGMineral absorption8/36860/84654.18e-032.94e-022.36e-028
hsa049788StomachSIMMineral absorption11/46560/84653.61e-043.41e-032.74e-0311
hsa049789StomachSIMMineral absorption11/46560/84653.61e-043.41e-032.74e-0311
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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
MT1GSNVMissense_Mutationc.185C>Tp.Ala62Valp.A62VP13640protein_codingdeleterious_low_confidence(0.02)benign(0.399)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
MT1GSNVMissense_Mutationnovelc.14N>Ap.Cys5Tyrp.C5YP13640protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.99)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MT1GSNVMissense_Mutationnovelc.137N>Tp.Ala46Valp.A46VP13640protein_codingdeleterious(0.04)possibly_damaging(0.463)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MT1GSNVMissense_Mutationc.49N>Tp.Ala17Serp.A17SP13640protein_codingtolerated_low_confidence(0.23)benign(0.111)TCGA-73-4670-01Lunglung adenocarcinomaFemale>=65III/IVChemotherapycarboplatinSD
MT1GSNVMissense_Mutationrs546669333c.164C>Tp.Ser55Leup.S55LP13640protein_codingtolerated(0.18)benign(0.001)TCGA-BR-8680-01Stomachstomach adenocarcinomaMale<65III/IVChemotherapyoxaliplatinCR
MT1GSNVMissense_Mutationrs370776559c.49N>Ap.Ala17Thrp.A17TP13640protein_codingtolerated_low_confidence(0.2)benign(0.003)TCGA-VQ-A8P2-01Stomachstomach adenocarcinomaMale>=65III/IVUnspecificComplete Response
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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
4495MT1GNABSO8966720
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