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: MTERF4

Gene summary for MTERF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTERF4

Gene ID

130916

Gene namemitochondrial transcription termination factor 4
Gene AliasMTERFD2
Cytomap2q37.3
Gene Typeprotein-coding
GO ID

GO:0000959

UniProtAcc

B4DFP7


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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
130916MTERF4LZE4THumanEsophagusESCC1.39e-132.36e-010.0811
130916MTERF4LZE7THumanEsophagusESCC7.10e-052.88e-010.0667
130916MTERF4LZE8THumanEsophagusESCC1.06e-021.26e-010.067
130916MTERF4LZE20THumanEsophagusESCC8.52e-041.34e-010.0662
130916MTERF4LZE22THumanEsophagusESCC7.36e-032.72e-010.068
130916MTERF4LZE24THumanEsophagusESCC8.89e-142.85e-010.0596
130916MTERF4LZE21THumanEsophagusESCC2.16e-021.67e-010.0655
130916MTERF4LZE6THumanEsophagusESCC8.03e-041.09e-010.0845
130916MTERF4P1T-EHumanEsophagusESCC1.30e-082.50e-010.0875
130916MTERF4P2T-EHumanEsophagusESCC7.98e-203.32e-010.1177
130916MTERF4P4T-EHumanEsophagusESCC3.42e-123.06e-010.1323
130916MTERF4P5T-EHumanEsophagusESCC6.24e-193.72e-010.1327
130916MTERF4P8T-EHumanEsophagusESCC1.38e-182.46e-010.0889
130916MTERF4P9T-EHumanEsophagusESCC4.97e-082.08e-010.1131
130916MTERF4P10T-EHumanEsophagusESCC2.40e-204.62e-010.116
130916MTERF4P11T-EHumanEsophagusESCC6.97e-153.26e-010.1426
130916MTERF4P12T-EHumanEsophagusESCC1.60e-314.86e-010.1122
130916MTERF4P15T-EHumanEsophagusESCC2.16e-204.67e-010.1149
130916MTERF4P16T-EHumanEsophagusESCC2.29e-293.97e-010.1153
130916MTERF4P17T-EHumanEsophagusESCC1.90e-027.76e-020.1278
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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
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
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:0072655110EsophagusESCCestablishment of protein localization to mitochondrion97/8552120/187232.17e-151.33e-1397
GO:0070585110EsophagusESCCprotein localization to mitochondrion100/8552125/187232.96e-151.77e-13100
GO:0006626110EsophagusESCCprotein targeting to mitochondrion81/8552100/187233.60e-131.67e-1181
GO:0042255111EsophagusESCCribosome assembly50/855261/187235.66e-091.17e-0750
GO:00009592EsophagusESCCmitochondrial RNA metabolic process39/855249/187231.20e-061.49e-0539
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:001607212LiverHCCrRNA metabolic process193/7958236/187231.26e-351.14e-32193
GO:000636421LiverHCCrRNA processing185/7958225/187238.14e-356.45e-32185
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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
MTERF4SNVMissense_Mutationrs770916374c.16N>Tp.Arg6Cysp.R6CQ7Z6M4protein_codingdeleterious_low_confidence(0)probably_damaging(0.991)TCGA-A2-A0ER-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MTERF4SNVMissense_Mutationnovelc.683N>Ap.Gly228Aspp.G228DQ7Z6M4protein_codingtolerated(0.62)benign(0.011)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
MTERF4SNVMissense_Mutationc.344N>Gp.Val115Glyp.V115GQ7Z6M4protein_codingtolerated(0.13)benign(0.16)TCGA-B6-A1KN-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MTERF4insertionFrame_Shift_Insnovelc.562_563insGGAATCACTATGTATTTCCTTCTp.Thr188ArgfsTer70p.T188Rfs*70Q7Z6M4protein_codingTCGA-BH-A0BV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
MTERF4SNVMissense_Mutationnovelc.757T>Cp.Tyr253Hisp.Y253HQ7Z6M4protein_codingdeleterious(0)possibly_damaging(0.766)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MTERF4SNVMissense_Mutationc.438G>Tp.Lys146Asnp.K146NQ7Z6M4protein_codingdeleterious(0.04)benign(0.42)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MTERF4SNVMissense_Mutationnovelc.633N>Cp.Gln211Hisp.Q211HQ7Z6M4protein_codingdeleterious(0.03)benign(0.329)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MTERF4SNVMissense_Mutationrs377505682c.386C>Tp.Ser129Leup.S129LQ7Z6M4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MTERF4SNVMissense_Mutationrs763068285c.104C>Tp.Thr35Metp.T35MQ7Z6M4protein_codingtolerated_low_confidence(0.28)benign(0.003)TCGA-B5-A0JZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinPD
MTERF4SNVMissense_Mutationc.586N>Ap.Asp196Asnp.D196NQ7Z6M4protein_codingtolerated(0.55)benign(0.005)TCGA-B5-A11E-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
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