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: DMTF1

Gene summary for DMTF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DMTF1

Gene ID

9988

Gene namecyclin D binding myb like transcription factor 1
Gene AliasDMP1
Cytomap7q21.12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B3KMJ8


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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
9988DMTF1LZE4THumanEsophagusESCC4.27e-081.47e-010.0811
9988DMTF1LZE5THumanEsophagusESCC8.37e-042.90e-010.0514
9988DMTF1LZE7THumanEsophagusESCC5.89e-114.16e-010.0667
9988DMTF1LZE20THumanEsophagusESCC4.35e-071.73e-010.0662
9988DMTF1LZE24THumanEsophagusESCC3.68e-142.00e-010.0596
9988DMTF1P1T-EHumanEsophagusESCC9.63e-062.67e-010.0875
9988DMTF1P2T-EHumanEsophagusESCC9.31e-182.70e-010.1177
9988DMTF1P4T-EHumanEsophagusESCC1.47e-062.46e-010.1323
9988DMTF1P5T-EHumanEsophagusESCC3.89e-111.39e-010.1327
9988DMTF1P8T-EHumanEsophagusESCC7.39e-152.21e-010.0889
9988DMTF1P9T-EHumanEsophagusESCC1.65e-142.14e-010.1131
9988DMTF1P10T-EHumanEsophagusESCC1.26e-214.09e-010.116
9988DMTF1P11T-EHumanEsophagusESCC2.99e-152.48e-010.1426
9988DMTF1P12T-EHumanEsophagusESCC7.40e-244.11e-010.1122
9988DMTF1P15T-EHumanEsophagusESCC1.24e-173.88e-010.1149
9988DMTF1P16T-EHumanEsophagusESCC1.14e-427.36e-010.1153
9988DMTF1P17T-EHumanEsophagusESCC6.28e-051.61e-010.1278
9988DMTF1P20T-EHumanEsophagusESCC8.74e-184.33e-010.1124
9988DMTF1P21T-EHumanEsophagusESCC3.09e-172.71e-010.1617
9988DMTF1P22T-EHumanEsophagusESCC7.25e-202.07e-010.1236
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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
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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
DMTF1SNVMissense_Mutationrs767321632c.1856N>Gp.Pro619Argp.P619RQ9Y222protein_codingdeleterious_low_confidence(0.02)benign(0.015)TCGA-BH-A8FZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DMTF1insertionNonsense_Mutationnovelc.60_61insCTTTGCATGTTCTAGATCTGAATCCCTTGTTGGTTTTAGATGp.Leu21_Thr22insCysMetPheTerIleTerIleProCysTrpPheTerMetLeup.L21_T22insCMF*I*IPCWF*MLQ9Y222protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DMTF1insertionFrame_Shift_Insnovelc.1530_1531insCCTCTTTTTCTp.Tyr511ProfsTer17p.Y511Pfs*17Q9Y222protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DMTF1insertionNonsense_Mutationnovelc.1490_1491insGCTTTGAGGGAATTTTCTGTAGATTTTCTTTTTAGCp.Leu497_Pro498insLeuTerGlyAsnPheLeuTerIlePhePheLeuAlap.L497_P498insL*GNFL*IFFLAQ9Y222protein_codingTCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
DMTF1deletionFrame_Shift_Delnovelc.2253delNp.Asp752MetfsTer6p.D752Mfs*6Q9Y222protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DMTF1SNVMissense_Mutationrs149748596c.1774G>Ap.Asp592Asnp.D592NQ9Y222protein_codingtolerated_low_confidence(0.18)possibly_damaging(0.548)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DMTF1SNVMissense_Mutationnovelc.1706N>Ap.Arg569Lysp.R569KQ9Y222protein_codingtolerated(0.26)benign(0.001)TCGA-VS-A94Y-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
DMTF1SNVMissense_Mutationc.794G>Ap.Arg265Glnp.R265QQ9Y222protein_codingdeleterious(0.02)probably_damaging(0.914)TCGA-AA-3655-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DMTF1SNVMissense_Mutationc.1481N>Ap.Phe494Tyrp.F494YQ9Y222protein_codingtolerated(0.14)benign(0.112)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
DMTF1SNVMissense_Mutationrs559006713c.508C>Tp.Arg170Cysp.R170CQ9Y222protein_codingdeleterious(0.01)possibly_damaging(0.844)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
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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
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