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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: MTF1

Gene summary for MTF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTF1

Gene ID

4520

Gene namemetal regulatory transcription factor 1
Gene AliasMTF-1
Cytomap1p34.3
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

Q14872


Top

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
4520MTF1LZE7THumanEsophagusESCC1.72e-031.79e-010.0667
4520MTF1LZE20THumanEsophagusESCC9.40e-038.30e-020.0662
4520MTF1LZE22D1HumanEsophagusHGIN4.28e-031.49e-010.0595
4520MTF1LZE24THumanEsophagusESCC1.20e-143.91e-010.0596
4520MTF1P1T-EHumanEsophagusESCC2.03e-042.78e-010.0875
4520MTF1P2T-EHumanEsophagusESCC2.07e-172.54e-010.1177
4520MTF1P4T-EHumanEsophagusESCC1.19e-081.59e-010.1323
4520MTF1P5T-EHumanEsophagusESCC5.56e-088.89e-020.1327
4520MTF1P8T-EHumanEsophagusESCC3.10e-101.97e-010.0889
4520MTF1P9T-EHumanEsophagusESCC3.76e-078.55e-020.1131
4520MTF1P10T-EHumanEsophagusESCC1.68e-172.42e-010.116
4520MTF1P11T-EHumanEsophagusESCC4.93e-051.81e-010.1426
4520MTF1P12T-EHumanEsophagusESCC5.91e-051.28e-010.1122
4520MTF1P15T-EHumanEsophagusESCC6.54e-081.71e-010.1149
4520MTF1P16T-EHumanEsophagusESCC1.70e-121.10e-010.1153
4520MTF1P17T-EHumanEsophagusESCC1.18e-022.44e-010.1278
4520MTF1P20T-EHumanEsophagusESCC3.58e-153.62e-010.1124
4520MTF1P21T-EHumanEsophagusESCC9.67e-153.20e-010.1617
4520MTF1P22T-EHumanEsophagusESCC2.41e-034.49e-020.1236
4520MTF1P23T-EHumanEsophagusESCC5.88e-132.53e-010.108
Page: 1 2 3 4 

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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000697927EsophagusHGINresponse to oxidative stress107/2587446/187233.91e-092.76e-07107
GO:004668618EsophagusHGINresponse to cadmium ion20/258768/187236.35e-048.73e-0320
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:004668619EsophagusESCCresponse to cadmium ion47/855268/187237.81e-055.80e-0447
GO:007124117EsophagusESCCcellular response to inorganic substance125/8552226/187232.17e-039.67e-03125
GO:000697922LiverHCCresponse to oxidative stress281/7958446/187239.75e-191.24e-16281
GO:001003822LiverHCCresponse to metal ion208/7958373/187231.35e-072.56e-06208
GO:004668622LiverHCCresponse to cadmium ion47/795868/187238.13e-069.56e-0547
GO:007124112LiverHCCcellular response to inorganic substance119/7958226/187231.26e-036.92e-03119
GO:007124812LiverHCCcellular response to metal ion101/7958197/187237.82e-033.10e-02101
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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
MTF1M2MACCervixADJTBC1D17,IL1A,ADAM19, etc.2.67e-01The 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.
MTF1INMONCervixADJTBC1D17,IL1A,ADAM19, etc.1.29e-01The 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.
MTF1NEUTCervixADJTBC1D17,IL1A,ADAM19, etc.1.13e-01The 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.
MTF1BNCervixADJTBC1D17,IL1A,ADAM19, etc.2.45e-02The 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.
MTF1INMONCervixCCTBC1D17,IL1A,ADAM19, etc.1.87e-01The 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.
MTF1MONCervixCCTBC1D17,IL1A,ADAM19, etc.2.27e-01The 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.
MTF1NEUTCervixCCTBC1D17,IL1A,ADAM19, etc.1.39e-01The 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.
MTF1INMONCervixHealthyTBC1D17,IL1A,ADAM19, etc.3.25e-02The 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.
MTF1NEUTCervixHSIL_HPVTBC1D17,IL1A,ADAM19, etc.3.53e-01The 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.
MTF1INMONCervixHSIL_HPVTBC1D17,IL1A,ADAM19, etc.1.89e-01The 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.
∗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.
Page: 1 2 3 4 5 6 

Top

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
MTF1SNVMissense_Mutationnovelc.1845G>Tp.Gln615Hisp.Q615HQ14872protein_codingdeleterious(0)probably_damaging(0.993)TCGA-A2-A0ER-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MTF1SNVMissense_Mutationc.841C>Tp.Arg281Cysp.R281CQ14872protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MTF1SNVMissense_Mutationrs779682329c.752G>Ap.Arg251Glnp.R251QQ14872protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MTF1SNVMissense_Mutationnovelc.2060N>Tp.Ser687Leup.S687LQ14872protein_codingtolerated_low_confidence(0.25)benign(0.015)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
MTF1SNVMissense_Mutationc.1070N>Tp.Thr357Ilep.T357IQ14872protein_codingdeleterious(0.03)benign(0.024)TCGA-BH-A0E7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MTF1SNVMissense_Mutationc.245A>Tp.His82Leup.H82LQ14872protein_codingtolerated(0.71)benign(0)TCGA-EW-A1P8-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyfluorouracilPD
MTF1SNVMissense_Mutationc.193G>Ap.Gly65Argp.G65RQ14872protein_codingdeleterious(0.01)benign(0.03)TCGA-EW-A6SC-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyaromataseSD
MTF1insertionNonsense_Mutationnovelc.508_509insGGCCTATTCAGTAGCCAATTCTCTTTTTCACGTTTGTATCAGGp.Phe170TrpfsTer5p.F170Wfs*5Q14872protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
MTF1insertionIn_Frame_Insnovelc.1845_1846insAATp.Gln615_Gln616insAsnp.Q615_Q616insNQ14872protein_codingTCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
MTF1insertionFrame_Shift_Insnovelc.1844_1845insATGGp.Gln616TrpfsTer53p.Q616Wfs*53Q14872protein_codingTCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
Page: 1 2 3 4 5 6 7 8 9 10 11 

Top

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
4520MTF1TRANSCRIPTION FACTORLOR-253APTO-253
Page: 1