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
51093RRNAD1P54T-EHumanEsophagusESCC4.80e-061.34e-010.0975
51093RRNAD1P56T-EHumanEsophagusESCC1.23e-025.03e-010.1613
51093RRNAD1P57T-EHumanEsophagusESCC1.16e-142.61e-010.0926
51093RRNAD1P61T-EHumanEsophagusESCC3.40e-163.51e-010.099
51093RRNAD1P62T-EHumanEsophagusESCC7.32e-264.67e-010.1302
51093RRNAD1P65T-EHumanEsophagusESCC1.22e-172.14e-010.0978
51093RRNAD1P74T-EHumanEsophagusESCC3.78e-214.12e-010.1479
51093RRNAD1P75T-EHumanEsophagusESCC1.12e-173.33e-010.1125
51093RRNAD1P76T-EHumanEsophagusESCC1.94e-052.06e-010.1207
51093RRNAD1P79T-EHumanEsophagusESCC1.34e-111.11e-010.1154
51093RRNAD1P80T-EHumanEsophagusESCC1.35e-204.45e-010.155
51093RRNAD1P82T-EHumanEsophagusESCC4.06e-051.99e-010.1072
51093RRNAD1P83T-EHumanEsophagusESCC1.24e-184.42e-010.1738
51093RRNAD1P89T-EHumanEsophagusESCC1.64e-073.96e-010.1752
51093RRNAD1P91T-EHumanEsophagusESCC1.04e-044.51e-010.1828
51093RRNAD1P107T-EHumanEsophagusESCC3.82e-142.64e-010.171
51093RRNAD1P127T-EHumanEsophagusESCC1.89e-251.39e-010.0826
51093RRNAD1P128T-EHumanEsophagusESCC4.73e-134.95e-010.1241
51093RRNAD1P130T-EHumanEsophagusESCC6.36e-265.68e-010.1676
51093RRNAD1S43HumanLiverCirrhotic3.66e-02-3.03e-02-0.0187
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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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