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
4495MT1GGSM4909282HumanBreastIDC2.37e-144.67e-01-0.0288
4495MT1GGSM4909286HumanBreastIDC2.00e-781.12e+000.1081
4495MT1GGSM4909289HumanBreastIDC6.90e-108.73e-010.1064
4495MT1GGSM4909293HumanBreastIDC2.27e-185.04e-010.1581
4495MT1GGSM4909294HumanBreastIDC3.78e-06-1.69e-010.2022
4495MT1GGSM4909301HumanBreastIDC7.33e-04-1.78e-010.1577
4495MT1GGSM4909304HumanBreastIDC2.45e-347.87e-010.1636
4495MT1GGSM4909306HumanBreastIDC1.54e-246.17e-010.1564
4495MT1GGSM4909308HumanBreastIDC3.00e-04-1.90e-010.158
4495MT1GGSM4909309HumanBreastIDC4.91e-063.67e-010.0483
4495MT1GGSM4909311HumanBreastIDC5.56e-112.66e-010.1534
4495MT1GGSM4909315HumanBreastIDC1.72e-05-1.84e-010.21
4495MT1GGSM4909319HumanBreastIDC8.07e-06-1.75e-010.1563
4495MT1GGSM4909321HumanBreastIDC3.78e-06-1.90e-010.1559
4495MT1GNCCBC5HumanBreastDCIS2.20e-052.77e-010.2046
4495MT1GP1HumanBreastIDC1.41e-03-1.90e-010.1527
4495MT1GDCIS2HumanBreastDCIS4.22e-09-7.81e-020.0085
4495MT1GHTA11_3410_2000001011HumanColorectumAD2.19e-032.51e-010.0155
4495MT1GHTA11_2487_2000001011HumanColorectumSER2.90e-341.89e+00-0.1808
4495MT1GHTA11_2951_2000001011HumanColorectumAD3.54e-067.94e-010.0216
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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:004668612LiverCirrhoticresponse to cadmium ion34/463468/187236.04e-069.74e-0534
GO:00987547LiverCirrhoticdetoxification60/4634152/187234.09e-054.86e-0460
GO:00469164LiverCirrhoticcellular transition metal ion homeostasis48/4634115/187234.51e-055.30e-0448
GO:00712487LiverCirrhoticcellular response to metal ion73/4634197/187237.73e-058.54e-0473
GO:00712417LiverCirrhoticcellular response to inorganic substance81/4634226/187231.21e-041.20e-0381
GO:00712766LiverCirrhoticcellular response to cadmium ion19/463440/187231.49e-039.87e-0319
GO:00025735LiverCirrhoticmyeloid leukocyte differentiation70/4634208/187232.34e-031.42e-0270
GO:00302246LiverCirrhoticmonocyte differentiation17/463436/187232.82e-031.63e-0217
GO:00712805LiverCirrhoticcellular response to copper ion14/463428/187233.40e-031.89e-0214
GO:00068823LiverCirrhoticcellular zinc ion homeostasis17/463438/187235.62e-032.84e-0217
GO:00466886LiverCirrhoticresponse to copper ion18/463442/187237.64e-033.61e-0218
GO:00550693LiverCirrhoticzinc ion homeostasis17/463440/187231.04e-024.61e-0217
GO:001003822LiverHCCresponse to metal ion208/7958373/187231.35e-072.56e-06208
GO:000963622LiverHCCresponse to toxic substance153/7958262/187231.37e-072.58e-06153
GO:004668622LiverHCCresponse to cadmium ion47/795868/187238.13e-069.56e-0547
GO:003009922LiverHCCmyeloid cell differentiation200/7958381/187234.64e-054.49e-04200
GO:005507612LiverHCCtransition metal ion homeostasis81/7958138/187238.87e-057.72e-0481
GO:009875412LiverHCCdetoxification87/7958152/187231.70e-041.35e-0387
GO:004691611LiverHCCcellular transition metal ion homeostasis67/7958115/187234.64e-043.08e-0367
GO:007124112LiverHCCcellular response to inorganic substance119/7958226/187231.26e-036.92e-03119
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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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