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: RCL1

Gene summary for RCL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RCL1

Gene ID

10171

Gene nameRNA terminal phosphate cyclase like 1
Gene AliasRNAC
Cytomap9p24.1
Gene Typeprotein-coding
GO ID

GO:0000447

UniProtAcc

Q5VZU3


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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
10171RCL1LZE4THumanEsophagusESCC2.36e-045.48e-020.0811
10171RCL1LZE7THumanEsophagusESCC6.52e-052.17e-010.0667
10171RCL1LZE8THumanEsophagusESCC8.04e-043.67e-030.067
10171RCL1LZE24THumanEsophagusESCC6.02e-132.86e-010.0596
10171RCL1LZE21THumanEsophagusESCC1.12e-021.13e-010.0655
10171RCL1P2T-EHumanEsophagusESCC1.91e-191.86e-010.1177
10171RCL1P4T-EHumanEsophagusESCC2.27e-072.10e-010.1323
10171RCL1P5T-EHumanEsophagusESCC3.86e-132.02e-010.1327
10171RCL1P8T-EHumanEsophagusESCC1.24e-083.09e-020.0889
10171RCL1P9T-EHumanEsophagusESCC1.15e-193.72e-010.1131
10171RCL1P10T-EHumanEsophagusESCC3.52e-302.82e-010.116
10171RCL1P11T-EHumanEsophagusESCC1.01e-063.60e-010.1426
10171RCL1P12T-EHumanEsophagusESCC6.22e-183.96e-010.1122
10171RCL1P15T-EHumanEsophagusESCC3.10e-153.35e-010.1149
10171RCL1P16T-EHumanEsophagusESCC4.75e-121.45e-010.1153
10171RCL1P20T-EHumanEsophagusESCC1.38e-132.18e-010.1124
10171RCL1P21T-EHumanEsophagusESCC7.35e-182.08e-010.1617
10171RCL1P22T-EHumanEsophagusESCC3.68e-075.97e-030.1236
10171RCL1P23T-EHumanEsophagusESCC5.34e-183.68e-010.108
10171RCL1P24T-EHumanEsophagusESCC1.80e-461.81e+000.1287
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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
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
∗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:0098742CervixN_HPVcell-cell adhesion via plasma-membrane adhesion molecules17/534273/187232.26e-032.11e-0217
GO:00508086EndometriumAEHsynapse organization67/2100426/187232.67e-031.94e-0267
GO:005080812EndometriumEECsynapse organization68/2168426/187233.73e-032.49e-0268
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:0042274111EsophagusESCCribosomal small subunit biogenesis67/855273/187236.62e-175.38e-1567
GO:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
GO:00304904EsophagusESCCmaturation of SSU-rRNA45/855250/187235.07e-111.63e-0945
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:00004623EsophagusESCCmaturation of SSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)32/855237/187232.96e-074.23e-0632
GO:00004603EsophagusESCCmaturation of 5.8S rRNA30/855235/187231.07e-061.34e-0530
GO:00004693EsophagusESCCcleavage involved in rRNA processing24/855227/187233.48e-063.84e-0524
GO:00004663EsophagusESCCmaturation of 5.8S rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)21/855224/187232.57e-052.17e-0421
GO:00905023EsophagusESCCRNA phosphodiester bond hydrolysis, endonucleolytic55/855282/187237.34e-055.51e-0455
GO:00004783EsophagusESCCendonucleolytic cleavage involved in rRNA processing14/855215/187231.47e-049.85e-0414
GO:00004793EsophagusESCCendonucleolytic cleavage of tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)14/855215/187231.47e-049.85e-0414
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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
RCL1SNVMissense_Mutationc.277N>Tp.Arg93Cysp.R93CQ9Y2P8protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
RCL1SNVMissense_Mutationrs781574564c.877G>Ap.Val293Ilep.V293IQ9Y2P8protein_codingtolerated(0.21)benign(0.079)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RCL1SNVMissense_Mutationrs745330205c.614N>Tp.Ala205Valp.A205VQ9Y2P8protein_codingtolerated(0.09)benign(0.053)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
RCL1SNVMissense_Mutationc.1057G>Tp.Gly353Trpp.G353WQ9Y2P8protein_codingdeleterious(0)possibly_damaging(0.825)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
RCL1SNVMissense_Mutationc.353N>Tp.Arg118Leup.R118LQ9Y2P8protein_codingdeleterious(0.03)benign(0.044)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RCL1SNVMissense_Mutationc.712N>Cp.Ser238Prop.S238PQ9Y2P8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-F5-6861-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
RCL1SNVMissense_Mutationrs142051884c.985N>Tp.Arg329Trpp.R329WQ9Y2P8protein_codingdeleterious(0)possibly_damaging(0.849)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RCL1SNVMissense_Mutationnovelc.289N>Cp.Tyr97Hisp.Y97HQ9Y2P8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
RCL1SNVMissense_Mutationnovelc.32C>Gp.Ala11Glyp.A11GQ9Y2P8protein_codingtolerated(0.11)benign(0)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RCL1SNVMissense_Mutationc.344T>Cp.Ile115Thrp.I115TQ9Y2P8protein_codingtolerated(0.06)possibly_damaging(0.606)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
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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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