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: MRTO4

Gene summary for MRTO4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRTO4

Gene ID

51154

Gene nameMRT4 homolog, ribosome maturation factor
Gene AliasC1orf33
Cytomap1p36.13
Gene Typeprotein-coding
GO ID

GO:0000027

UniProtAcc

A0A024RAE1


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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
51154MRTO4LZE4THumanEsophagusESCC2.26e-088.08e-020.0811
51154MRTO4LZE7THumanEsophagusESCC1.78e-093.50e-010.0667
51154MRTO4LZE8THumanEsophagusESCC9.48e-061.58e-010.067
51154MRTO4LZE22THumanEsophagusESCC3.75e-025.78e-010.068
51154MRTO4LZE24THumanEsophagusESCC2.42e-122.51e-010.0596
51154MRTO4LZE21THumanEsophagusESCC6.31e-032.09e-010.0655
51154MRTO4P1T-EHumanEsophagusESCC2.40e-154.43e-010.0875
51154MRTO4P2T-EHumanEsophagusESCC1.06e-379.07e-010.1177
51154MRTO4P4T-EHumanEsophagusESCC3.43e-206.46e-010.1323
51154MRTO4P5T-EHumanEsophagusESCC9.06e-204.45e-010.1327
51154MRTO4P8T-EHumanEsophagusESCC2.62e-193.16e-010.0889
51154MRTO4P9T-EHumanEsophagusESCC1.87e-184.23e-010.1131
51154MRTO4P10T-EHumanEsophagusESCC8.56e-366.34e-010.116
51154MRTO4P11T-EHumanEsophagusESCC2.08e-144.96e-010.1426
51154MRTO4P12T-EHumanEsophagusESCC1.41e-174.33e-010.1122
51154MRTO4P15T-EHumanEsophagusESCC9.45e-306.52e-010.1149
51154MRTO4P16T-EHumanEsophagusESCC9.46e-244.55e-010.1153
51154MRTO4P17T-EHumanEsophagusESCC3.56e-116.75e-010.1278
51154MRTO4P19T-EHumanEsophagusESCC4.43e-061.00e+000.1662
51154MRTO4P20T-EHumanEsophagusESCC6.08e-215.82e-010.1124
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0071826113ThyroidPTCribonucleoprotein complex subunit organization134/5968227/187232.34e-172.24e-15134
GO:0034655112ThyroidPTCnucleobase-containing compound catabolic process211/5968407/187232.72e-172.52e-15211
GO:0022618113ThyroidPTCribonucleoprotein complex assembly130/5968220/187236.25e-175.47e-15130
GO:0042273113ThyroidPTCribosomal large subunit biogenesis57/596872/187231.79e-161.51e-1457
GO:0000956111ThyroidPTCnuclear-transcribed mRNA catabolic process78/5968112/187232.37e-161.94e-1478
GO:00346608ThyroidPTCncRNA metabolic process239/5968485/187235.54e-164.26e-14239
GO:0046700111ThyroidPTCheterocycle catabolic process221/5968445/187232.43e-151.72e-13221
GO:0044270111ThyroidPTCcellular nitrogen compound catabolic process223/5968451/187233.34e-152.31e-13223
GO:0019439111ThyroidPTCaromatic compound catabolic process225/5968467/187238.51e-144.71e-12225
GO:1901361111ThyroidPTCorganic cyclic compound catabolic process231/5968495/187232.55e-121.12e-10231
GO:0042255113ThyroidPTCribosome assembly43/596861/187236.72e-102.04e-0843
GO:0000027113ThyroidPTCribosomal large subunit assembly20/596827/187238.23e-069.43e-0520
GO:002261334ThyroidATCribonucleoprotein complex biogenesis292/6293463/187233.05e-399.63e-36292
GO:004225434ThyroidATCribosome biogenesis203/6293299/187233.63e-344.59e-31203
GO:000636432ThyroidATCrRNA processing157/6293225/187239.02e-295.70e-26157
GO:001607232ThyroidATCrRNA metabolic process161/6293236/187231.02e-275.89e-25161
GO:000640127ThyroidATCRNA catabolic process165/6293278/187238.45e-191.14e-16165
GO:003447021ThyroidATCncRNA processing216/6293395/187233.14e-183.98e-16216
GO:000640227ThyroidATCmRNA catabolic process140/6293232/187235.08e-174.65e-15140
GO:003465525ThyroidATCnucleobase-containing compound catabolic process217/6293407/187231.20e-161.04e-14217
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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
MRTO4SNVMissense_Mutationrs748671029c.481N>Ap.Ala161Thrp.A161TQ9UKD2protein_codingtolerated(0.35)benign(0.001)TCGA-A2-A0YT-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
MRTO4insertionIn_Frame_Insnovelc.174_175insCATTTAp.Asn58_Ala59insHisLeup.N58_A59insHLQ9UKD2protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MRTO4insertionFrame_Shift_Insnovelc.175_176insATTGGTCTCTCATCATCTCTCTp.Ala59AspfsTer32p.A59Dfs*32Q9UKD2protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MRTO4SNVMissense_Mutationc.140A>Gp.Asn47Serp.N47SQ9UKD2protein_codingdeleterious(0)probably_damaging(0.951)TCGA-AH-6897-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MRTO4SNVMissense_Mutationrs564605284c.635N>Tp.Ser212Leup.S212LQ9UKD2protein_codingtolerated(0.19)benign(0.009)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRTO4SNVMissense_Mutationnovelc.162N>Tp.Lys54Asnp.K54NQ9UKD2protein_codingdeleterious(0)possibly_damaging(0.808)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MRTO4SNVMissense_Mutationrs754307809c.565N>Ap.Val189Ilep.V189IQ9UKD2protein_codingtolerated(1)benign(0)TCGA-AJ-A8CT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRTO4SNVMissense_Mutationrs563261309c.190C>Tp.Arg64Trpp.R64WQ9UKD2protein_codingdeleterious(0.01)possibly_damaging(0.563)TCGA-AP-A0LT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRTO4SNVMissense_Mutationc.62N>Gp.Glu21Glyp.E21GQ9UKD2protein_codingtolerated(0.07)benign(0.33)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MRTO4SNVMissense_Mutationrs769660709c.169N>Tp.Arg57Trpp.R57WQ9UKD2protein_codingdeleterious(0.01)possibly_damaging(0.825)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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