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: MT1H

Gene summary for MT1H

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MT1H

Gene ID

4496

Gene namemetallothionein 1H
Gene AliasMT-0
Cytomap16q13
Gene Typeprotein-coding
GO ID

GO:0006873

UniProtAcc

A0A140VJP7


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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
4496MT1HHTA11_2487_2000001011HumanColorectumSER6.06e-043.18e-01-0.1808
4496MT1HHTA11_347_2000001011HumanColorectumAD1.25e-021.87e-01-0.1954
4496MT1HHTA11_411_2000001011HumanColorectumSER2.71e-025.15e-01-0.2602
4496MT1HHTA11_3361_2000001011HumanColorectumAD4.78e-043.96e-01-0.1207
4496MT1HHTA11_866_2000001011HumanColorectumAD3.42e-063.15e-01-0.1001
4496MT1HHTA11_2992_2000001011HumanColorectumSER5.47e-035.04e-01-0.1706
4496MT1HHTA11_5212_2000001011HumanColorectumAD8.84e-171.36e+00-0.2061
4496MT1HHTA11_546_2000001011HumanColorectumAD1.60e-033.79e-01-0.0842
4496MT1HP4T-EHumanEsophagusESCC2.90e-034.61e-010.1323
4496MT1HP5T-EHumanEsophagusESCC7.90e-031.07e-010.1327
4496MT1HP20T-EHumanEsophagusESCC2.18e-133.32e-010.1124
4496MT1HP24T-EHumanEsophagusESCC1.78e-032.48e-010.1287
4496MT1HP27T-EHumanEsophagusESCC1.88e-041.74e-010.1055
4496MT1HP31T-EHumanEsophagusESCC3.60e-138.11e-010.1251
4496MT1HP80T-EHumanEsophagusESCC1.30e-107.46e-010.155
4496MT1HP104T-EHumanEsophagusESCC3.26e-141.26e+000.0931
4496MT1HP107T-EHumanEsophagusESCC4.67e-061.72e-010.171
4496MT1HP128T-EHumanEsophagusESCC9.84e-835.75e+000.1241
4496MT1HP130T-EHumanEsophagusESCC3.02e-262.25e+000.1676
4496MT1HPat01-BHumanStomachGC5.44e-032.34e-010.5754
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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
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
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:001003831StomachCAGresponse to metal ion34/552373/187236.12e-098.53e-0734
GO:00975013StomachCAGstress response to metal ion7/55219/187236.90e-074.81e-057
GO:00712763StomachCAGcellular response to cadmium ion9/55240/187231.91e-061.11e-049
GO:00102733StomachCAGdetoxification of copper ion6/55215/187232.55e-061.35e-046
GO:19901693StomachCAGstress response to copper ion6/55215/187232.55e-061.35e-046
GO:00712413StomachCAGcellular response to inorganic substance21/552226/187233.70e-061.78e-0421
GO:00466863StomachCAGresponse to cadmium ion11/55268/187234.43e-062.09e-0411
GO:00712483StomachCAGcellular response to metal ion19/552197/187236.23e-062.75e-0419
GO:00616873StomachCAGdetoxification of inorganic compound6/55218/187238.77e-063.76e-046
GO:00100433StomachCAGresponse to zinc ion9/55258/187234.63e-051.45e-039
GO:00712943StomachCAGcellular response to zinc ion6/55224/187235.47e-051.60e-036
GO:00466883StomachCAGresponse to copper ion7/55242/187232.05e-044.32e-037
GO:00712803StomachCAGcellular response to copper ion5/55228/187231.23e-031.63e-025
GO:000688211StomachCAGcellular zinc ion homeostasis5/55238/187234.92e-034.24e-025
GO:005506911StomachCAGzinc ion homeostasis5/55240/187236.14e-034.88e-025
GO:009875426Thyroidgoitersdetoxification19/497152/187232.24e-082.16e-0619
GO:000963628Thyroidgoitersresponse to toxic substance21/497262/187237.42e-063.22e-0421
GO:004668626Thyroidgoitersresponse to cadmium ion8/49768/187234.26e-041.04e-028
GO:007127618Thyroidgoiterscellular response to cadmium ion6/49740/187236.05e-041.44e-026
GO:004668819Thyroidgoitersresponse to copper ion6/49742/187237.91e-041.74e-026
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04978StomachGCMineral absorption15/70860/84658.88e-059.80e-046.90e-0415
hsa049781StomachGCMineral absorption15/70860/84658.88e-059.80e-046.90e-0415
hsa049784StomachCSGMineral absorption11/63360/84654.40e-032.53e-021.82e-0211
hsa049785StomachCSGMineral absorption11/63360/84654.40e-032.53e-021.82e-0211
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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
MT1HSNVMissense_Mutationc.112N>Ap.Pro38Thrp.P38TP80294protein_codingdeleterious(0.03)benign(0.27)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MT1HSNVMissense_Mutationc.22N>Ap.Glu8Lysp.E8KP80294protein_codingtolerated(0.15)benign(0.019)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MT1HSNVMissense_Mutationc.95N>Ap.Ser32Asnp.S32NP80294protein_codingtolerated(0.06)benign(0.218)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MT1HSNVMissense_Mutationc.158C>Tp.Ala53Valp.A53VP80294protein_codingdeleterious(0.04)benign(0)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MT1HSNVMissense_Mutationc.158C>Gp.Ala53Glyp.A53GP80294protein_codingtolerated(0.14)benign(0.072)TCGA-75-6214-01Lunglung adenocarcinomaFemaleUnknownIII/IVUnknownUnknownPD
MT1HSNVMissense_Mutationc.94A>Tp.Ser32Cysp.S32CP80294protein_codingdeleterious(0)possibly_damaging(0.865)TCGA-NJ-A4YI-01Lunglung adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MT1HSNVMissense_Mutationnovelc.88N>Gp.Lys30Glup.K30EP80294protein_codingdeleterious(0.02)probably_damaging(0.945)TCGA-21-1082-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
MT1HSNVMissense_Mutationc.83C>Ap.Ser28Tyrp.S28YP80294protein_codingdeleterious(0)probably_damaging(0.995)TCGA-56-8628-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
MT1HSNVMissense_Mutationnovelc.101G>Ap.Cys34Tyrp.C34YP80294protein_codingdeleterious(0.04)probably_damaging(0.995)TCGA-77-7465-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
MT1HSNVMissense_Mutationnovelc.37N>Cp.Cys13Argp.C13RP80294protein_codingdeleterious(0)possibly_damaging(0.848)TCGA-CN-A498-01Oral cavityhead & neck squamous cell carcinomaFemale<65III/IVChemotherapycarboplatinPD
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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
4496MT1HNAGLUCOCORTICOID11713267
4496MT1HNACISPLATINCISPLATIN10422815
4496MT1HNAH2O28385930
4496MT1HNASTREPTOZOTOCINSTREPTOZOCIN9176863
4496MT1HNASELENIUM3309208
4496MT1HNAHORMONES15196976
4496MT1HNA6-AN11835189
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