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: RRNAD1

Gene summary for RRNAD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RRNAD1

Gene ID

51093

Gene namemethyltransferase like 25B
Gene AliasC1orf66
Cytomap1q23.1
Gene Typeprotein-coding
GO ID

GO:0000154

UniProtAcc

Q96FB5


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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
51093RRNAD1P21T-EHumanEsophagusESCC7.55e-203.31e-010.1617
51093RRNAD1P22T-EHumanEsophagusESCC1.49e-142.16e-010.1236
51093RRNAD1P23T-EHumanEsophagusESCC2.90e-173.74e-010.108
51093RRNAD1P24T-EHumanEsophagusESCC3.07e-204.33e-010.1287
51093RRNAD1P26T-EHumanEsophagusESCC1.54e-263.14e-010.1276
51093RRNAD1P27T-EHumanEsophagusESCC1.67e-071.05e-010.1055
51093RRNAD1P28T-EHumanEsophagusESCC5.03e-192.74e-010.1149
51093RRNAD1P30T-EHumanEsophagusESCC1.70e-174.85e-010.137
51093RRNAD1P31T-EHumanEsophagusESCC1.15e-202.25e-010.1251
51093RRNAD1P32T-EHumanEsophagusESCC5.42e-182.98e-010.1666
51093RRNAD1P36T-EHumanEsophagusESCC1.98e-123.68e-010.1187
51093RRNAD1P37T-EHumanEsophagusESCC4.88e-192.25e-010.1371
51093RRNAD1P39T-EHumanEsophagusESCC1.05e-152.50e-010.0894
51093RRNAD1P40T-EHumanEsophagusESCC3.89e-051.29e-010.109
51093RRNAD1P42T-EHumanEsophagusESCC4.10e-213.30e-010.1175
51093RRNAD1P44T-EHumanEsophagusESCC6.88e-132.17e-010.1096
51093RRNAD1P47T-EHumanEsophagusESCC3.23e-192.82e-010.1067
51093RRNAD1P48T-EHumanEsophagusESCC1.07e-111.72e-010.0959
51093RRNAD1P49T-EHumanEsophagusESCC1.08e-046.10e-010.1768
51093RRNAD1P52T-EHumanEsophagusESCC1.16e-171.92e-010.1555
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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
∗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
RRNAD1SNVMissense_Mutationc.1314T>Gp.His438Glnp.H438QQ96FB5protein_codingtolerated(0.77)benign(0.003)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RRNAD1SNVMissense_Mutationc.530N>Cp.Leu177Serp.L177SQ96FB5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RRNAD1SNVMissense_Mutationc.111N>Gp.Ile37Metp.I37MQ96FB5protein_codingdeleterious(0)probably_damaging(0.975)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
RRNAD1SNVMissense_Mutationnovelc.1013N>Gp.Thr338Serp.T338SQ96FB5protein_codingtolerated(0.15)benign(0.018)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
RRNAD1insertionFrame_Shift_Insnovelc.373_374insCCCTTTTTTTTp.Phe126LeufsTer24p.F126Lfs*24Q96FB5protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
RRNAD1insertionFrame_Shift_Insnovelc.375_376insGCTGACATAAATAATATTTCTTp.Phe126AlafsTer19p.F126Afs*19Q96FB5protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
RRNAD1insertionNonsense_Mutationnovelc.1324_1325insAAGTCCCAGCCCCAACATCTTCTGGGCCTAGCTAATCACTGTTGp.Leu442GlnfsTer12p.L442Qfs*12Q96FB5protein_codingTCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
RRNAD1insertionIn_Frame_Insnovelc.1382_1383insACCACCACAp.Met461delinsIleProProGlnp.M461delinsIPPQQ96FB5protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RRNAD1SNVMissense_Mutationnovelc.1383N>Tp.Met461Ilep.M461IQ96FB5protein_codingtolerated_low_confidence(0.2)benign(0)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RRNAD1SNVMissense_Mutationc.1015N>Gp.His339Aspp.H339DQ96FB5protein_codingdeleterious(0)possibly_damaging(0.858)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
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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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