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: 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


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
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
Page: 1 2 3 4 5 6 

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.

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: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:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:0006402110EsophagusESCCmRNA catabolic process170/8552232/187238.70e-188.00e-16170
GO:0071826111EsophagusESCCribonucleoprotein complex subunit organization166/8552227/187232.94e-172.42e-15166
GO:0022618111EsophagusESCCribonucleoprotein complex assembly159/8552220/187238.19e-165.71e-14159
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:0042273111EsophagusESCCribosomal large subunit biogenesis65/855272/187231.53e-159.82e-1465
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:000095618EsophagusESCCnuclear-transcribed mRNA catabolic process88/8552112/187239.41e-134.14e-1188
GO:0042255111EsophagusESCCribosome assembly50/855261/187235.66e-091.17e-0750
GO:0000027111EsophagusESCCribosomal large subunit assembly22/855227/187231.49e-049.92e-0422
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
Page: 1 2 3 4 5 6 7 8 9 

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
∗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 

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
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
Page: 1 2 3 

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
Page: 1