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: MT1F

Gene summary for MT1F

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MT1F

Gene ID

4494

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

GO:0006873

UniProtAcc

H3BRY8


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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
4494MT1FHTA11_2487_2000001011HumanColorectumSER1.16e-197.84e-01-0.1808
4494MT1FHTA11_2951_2000001011HumanColorectumAD6.61e-044.87e-010.0216
4494MT1FHTA11_347_2000001011HumanColorectumAD2.64e-185.74e-01-0.1954
4494MT1FHTA11_3361_2000001011HumanColorectumAD1.86e-075.36e-01-0.1207
4494MT1FHTA11_696_2000001011HumanColorectumAD5.76e-134.77e-01-0.1464
4494MT1FHTA11_866_2000001011HumanColorectumAD1.21e-207.52e-01-0.1001
4494MT1FHTA11_1391_2000001011HumanColorectumAD5.65e-075.16e-01-0.059
4494MT1FHTA11_2992_2000001011HumanColorectumSER7.54e-118.52e-01-0.1706
4494MT1FHTA11_5212_2000001011HumanColorectumAD1.08e-221.25e+00-0.2061
4494MT1FHTA11_5216_2000001011HumanColorectumSER7.06e-095.80e-01-0.1462
4494MT1FHTA11_546_2000001011HumanColorectumAD4.38e-097.41e-01-0.0842
4494MT1FHTA11_866_3004761011HumanColorectumAD6.16e-093.37e-010.096
4494MT1FHTA11_7663_2000001011HumanColorectumSER1.52e-024.71e-010.0131
4494MT1FHTA11_10623_2000001011HumanColorectumAD2.42e-023.42e-01-0.0177
4494MT1FHTA11_6818_2000001011HumanColorectumAD2.48e-065.06e-010.0112
4494MT1FHTA11_7469_2000001011HumanColorectumAD4.33e-111.35e+00-0.0124
4494MT1FLZE4THumanEsophagusESCC4.49e-032.01e-010.0811
4494MT1FLZE7THumanEsophagusESCC1.19e-044.41e-010.0667
4494MT1FLZE8THumanEsophagusESCC1.22e-103.83e-010.067
4494MT1FLZE6THumanEsophagusESCC4.11e-084.14e-010.0845
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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
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
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
hsa0497810LiverCystMineral absorption8/33960/84652.53e-032.08e-021.72e-028
hsa0497811LiverCystMineral absorption8/33960/84652.53e-032.08e-021.72e-028
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
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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
MT1FSNVMissense_Mutationrs139420918c.158C>Tp.Ala53Valp.A53VP04733protein_codingdeleterious(0.04)benign(0.251)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
4494MT1FNADEXAMETHASONEDEXAMETHASONE3342021
4494MT1FNACISPLATINCISPLATIN12520915
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