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: MT1A

Gene summary for MT1A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MT1A

Gene ID

4489

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

GO:0006873

UniProtAcc

P04731


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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
4489MT1AP24T-EHumanEsophagusESCC3.31e-04-3.88e-020.1287
4489MT1AP89T-EHumanEsophagusESCC2.23e-109.58e-010.1752
4489MT1AP128T-EHumanEsophagusESCC5.34e-151.29e+000.1241
4489MT1AHCC1_MengHumanLiverHCC3.31e-683.07e-010.0246
4489MT1Acirrhotic3HumanLiverCirrhotic2.49e-051.94e-010.0215
4489MT1APt13.bHumanLiverHCC4.35e-02-1.91e-020.0251
4489MT1AS014HumanLiverHCC9.15e-075.79e-010.2254
4489MT1AS015HumanLiverHCC1.98e-044.98e-010.2375
4489MT1AS016HumanLiverHCC2.38e-023.58e-010.2243
4489MT1AS028HumanLiverHCC2.53e-075.46e-010.2503
4489MT1AS029HumanLiverHCC4.24e-075.13e-010.2581
4489MT1AC04HumanOral cavityOSCC2.13e-06-5.28e-010.2633
4489MT1AC21HumanOral cavityOSCC2.66e-09-9.42e-010.2678
4489MT1AC30HumanOral cavityOSCC2.31e-03-9.13e-010.3055
4489MT1AC43HumanOral cavityOSCC1.58e-19-9.49e-010.1704
4489MT1AC46HumanOral cavityOSCC4.92e-16-9.34e-010.1673
4489MT1AC51HumanOral cavityOSCC1.87e-03-9.32e-010.2674
4489MT1AC57HumanOral cavityOSCC1.07e-12-9.52e-010.1679
4489MT1AC08HumanOral cavityOSCC2.87e-14-8.74e-010.1919
4489MT1AC09HumanOral cavityOSCC2.34e-12-7.40e-010.1431
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0006575ColorectumADcellular modified amino acid metabolic process59/3918188/187234.80e-045.27e-0359
GO:0042398ColorectumADcellular modified amino acid biosynthetic process18/391846/187233.67e-032.60e-0218
GO:00423981ColorectumMSScellular modified amino acid biosynthetic process20/346746/187238.26e-051.35e-0320
GO:00065751ColorectumMSScellular modified amino acid metabolic process55/3467188/187232.16e-043.01e-0355
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:005507617EsophagusESCCtransition metal ion homeostasis87/8552138/187232.85e-052.37e-0487
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:004668619EsophagusESCCresponse to cadmium ion47/855268/187237.81e-055.80e-0447
GO:000963620EsophagusESCCresponse to toxic substance150/8552262/187231.00e-047.12e-04150
GO:00469169EsophagusESCCcellular transition metal ion homeostasis70/8552115/187237.28e-043.79e-0370
GO:007124117EsophagusESCCcellular response to inorganic substance125/8552226/187232.17e-039.67e-03125
GO:007127615EsophagusESCCcellular response to cadmium ion27/855240/187234.39e-031.73e-0227
GO:004668817EsophagusESCCresponse to copper ion27/855242/187231.16e-023.90e-0227
GO:001003812LiverCirrhoticresponse to metal ion150/4634373/187232.27e-111.37e-09150
GO:000963612LiverCirrhoticresponse to toxic substance104/4634262/187235.63e-081.74e-06104
GO:00550766LiverCirrhotictransition metal ion homeostasis59/4634138/187232.59e-064.65e-0559
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
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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
∗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
MT1ASNVMissense_Mutationnovelc.115A>Gp.Met39Valp.M39VP04731protein_codingtolerated(1)benign(0)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MT1ASNVMissense_Mutationc.154N>Tp.Gly52Trpp.G52WP04731protein_codingdeleterious(0)probably_damaging(0.963)TCGA-B5-A0JV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
MT1ASNVMissense_Mutationnovelc.165N>Tp.Glu55Aspp.E55DP04731protein_codingtolerated(1)benign(0)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
MT1ASNVMissense_Mutationnovelc.95N>Ap.Ser32Asnp.S32NP04731protein_codingtolerated(0.06)benign(0.239)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MT1ASNVMissense_Mutationnovelc.110N>Tp.Cys37Phep.C37FP04731protein_codingtolerated(0.05)probably_damaging(0.997)TCGA-55-8616-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
MT1ASNVMissense_Mutationnovelc.101N>Ap.Cys34Tyrp.C34YP04731protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-43-2581-01Lunglung squamous cell carcinomaFemale<65III/IVChemotherapycisplatinSD
MT1ASNVMissense_Mutationnovelc.22N>Ap.Ala8Thrp.A8TP04731protein_codingtolerated(0.45)benign(0.198)TCGA-F7-A624-01Oral cavityhead & neck squamous cell carcinomaMale>=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
4489MT1ANAarsenic trioxide24924344
4489MT1ANAoxaliplatinOXALIPLATIN24924344
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