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: RPF1

Gene summary for RPF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPF1

Gene ID

80135

Gene nameribosome production factor 1 homolog
Gene AliasBXDC5
Cytomap1p22.3
Gene Typeprotein-coding
GO ID

GO:0000460

UniProtAcc

Q9H9Y2


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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
80135RPF1LZE4THumanEsophagusESCC9.42e-033.01e-020.0811
80135RPF1LZE7THumanEsophagusESCC7.80e-063.24e-010.0667
80135RPF1LZE8THumanEsophagusESCC9.68e-043.31e-030.067
80135RPF1LZE20THumanEsophagusESCC2.52e-029.81e-020.0662
80135RPF1LZE24THumanEsophagusESCC2.49e-071.58e-010.0596
80135RPF1LZE6THumanEsophagusESCC3.64e-031.14e-010.0845
80135RPF1P1T-EHumanEsophagusESCC1.36e-081.78e-010.0875
80135RPF1P2T-EHumanEsophagusESCC1.73e-141.84e-010.1177
80135RPF1P4T-EHumanEsophagusESCC1.91e-102.11e-010.1323
80135RPF1P5T-EHumanEsophagusESCC1.99e-112.51e-010.1327
80135RPF1P8T-EHumanEsophagusESCC3.88e-102.41e-010.0889
80135RPF1P9T-EHumanEsophagusESCC7.63e-131.56e-010.1131
80135RPF1P10T-EHumanEsophagusESCC1.14e-305.37e-010.116
80135RPF1P12T-EHumanEsophagusESCC1.21e-471.07e+000.1122
80135RPF1P15T-EHumanEsophagusESCC1.16e-091.68e-010.1149
80135RPF1P16T-EHumanEsophagusESCC1.12e-111.33e-010.1153
80135RPF1P17T-EHumanEsophagusESCC8.87e-132.20e-010.1278
80135RPF1P19T-EHumanEsophagusESCC1.51e-045.45e-010.1662
80135RPF1P20T-EHumanEsophagusESCC1.41e-153.46e-010.1124
80135RPF1P21T-EHumanEsophagusESCC1.05e-295.73e-010.1617
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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:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0000377ColorectumADRNA splicing, via transesterification reactions with bulged adenosine as nucleophile130/3918320/187235.88e-162.16e-13130
GO:0000398ColorectumADmRNA splicing, via spliceosome130/3918320/187235.88e-162.16e-13130
GO:0000375ColorectumADRNA splicing, via transesterification reactions131/3918324/187237.11e-162.22e-13131
GO:1903311ColorectumADregulation of mRNA metabolic process117/3918288/187231.69e-144.23e-12117
GO:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0043484ColorectumADregulation of RNA splicing70/3918148/187236.47e-131.16e-1070
GO:0022618ColorectumADribonucleoprotein complex assembly92/3918220/187231.49e-122.60e-1092
GO:0071826ColorectumADribonucleoprotein complex subunit organization94/3918227/187231.70e-122.87e-1094
GO:0048024ColorectumADregulation of mRNA splicing, via spliceosome50/3918101/187231.62e-101.56e-0850
GO:0050684ColorectumADregulation of mRNA processing61/3918137/187234.23e-103.58e-0861
GO:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:0000245ColorectumADspliceosomal complex assembly33/391879/187232.15e-054.33e-0433
GO:1903313ColorectumADpositive regulation of mRNA metabolic process44/3918118/187233.20e-055.87e-0444
GO:0033120ColorectumADpositive regulation of RNA splicing19/391837/187234.08e-057.26e-0419
GO:0010720ColorectumADpositive regulation of cell development87/3918298/187234.17e-044.71e-0387
GO:0048026ColorectumADpositive regulation of mRNA splicing, via spliceosome12/391822/187235.38e-045.74e-0312
GO:0050767ColorectumADregulation of neurogenesis99/3918364/187232.35e-031.82e-0299
GO:0070534ColorectumADprotein K63-linked ubiquitination20/391856/187237.57e-034.58e-0220
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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
RPF1insertionIn_Frame_Insnovelc.225_226insGAAGAAp.Arg75_Lys76insGluGlup.R75_K76insEEQ9H9Y2protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RPF1SNVMissense_Mutationnovelc.953C>Ap.Ser318Tyrp.S318YQ9H9Y2protein_codingdeleterious(0.02)possibly_damaging(0.838)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RPF1SNVMissense_Mutationnovelc.326G>Ap.Arg109Glnp.R109QQ9H9Y2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RPF1SNVMissense_Mutationc.238G>Ap.Ala80Thrp.A80TQ9H9Y2protein_codingtolerated(0.22)benign(0.079)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
RPF1SNVMissense_Mutationrs763702720c.782G>Ap.Arg261Hisp.R261HQ9H9Y2protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
RPF1SNVMissense_Mutationc.49A>Cp.Lys17Glnp.K17QQ9H9Y2protein_codingdeleterious_low_confidence(0.05)benign(0.04)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RPF1SNVMissense_Mutationrs530459635c.685C>Tp.Arg229Cysp.R229CQ9H9Y2protein_codingtolerated(0.08)benign(0.055)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RPF1insertionNonsense_Mutationnovelc.799_800insAGAAAAATAATGAAAAAp.Phe267Terp.F267*Q9H9Y2protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RPF1insertionFrame_Shift_Insnovelc.428dupAp.Ile144AspfsTer8p.I144Dfs*8Q9H9Y2protein_codingTCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
RPF1SNVMissense_Mutationnovelc.826N>Gp.Arg276Glyp.R276GQ9H9Y2protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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