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: RNF115

Gene summary for RNF115

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF115

Gene ID

27246

Gene namering finger protein 115
Gene AliasBCA2
Cytomap1q21.1
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q9Y4L5


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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
27246RNF115CCI_2HumanCervixCC1.52e-035.63e-010.5249
27246RNF115CCI_3HumanCervixCC7.65e-097.06e-010.516
27246RNF115LZE2THumanEsophagusESCC9.95e-076.22e-010.082
27246RNF115LZE4THumanEsophagusESCC2.78e-102.63e-010.0811
27246RNF115LZE5THumanEsophagusESCC4.96e-052.90e-010.0514
27246RNF115LZE7THumanEsophagusESCC1.64e-032.11e-010.0667
27246RNF115LZE20THumanEsophagusESCC2.07e-061.99e-010.0662
27246RNF115LZE22D1HumanEsophagusHGIN3.83e-062.71e-010.0595
27246RNF115LZE22THumanEsophagusESCC6.11e-126.01e-010.068
27246RNF115LZE24THumanEsophagusESCC5.67e-439.93e-010.0596
27246RNF115LZE21THumanEsophagusESCC1.24e-063.56e-010.0655
27246RNF115P1T-EHumanEsophagusESCC2.47e-175.69e-010.0875
27246RNF115P2T-EHumanEsophagusESCC1.31e-529.20e-010.1177
27246RNF115P4T-EHumanEsophagusESCC8.20e-295.32e-010.1323
27246RNF115P5T-EHumanEsophagusESCC9.56e-346.17e-010.1327
27246RNF115P8T-EHumanEsophagusESCC9.64e-345.79e-010.0889
27246RNF115P9T-EHumanEsophagusESCC9.85e-407.61e-010.1131
27246RNF115P10T-EHumanEsophagusESCC2.72e-366.12e-010.116
27246RNF115P11T-EHumanEsophagusESCC1.93e-297.73e-010.1426
27246RNF115P12T-EHumanEsophagusESCC7.46e-284.80e-010.1122
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00071738CervixCCepidermal growth factor receptor signaling pathway36/2311108/187231.04e-088.44e-0736
GO:00381278CervixCCERBB signaling pathway37/2311121/187238.57e-084.88e-0637
GO:00002097CervixCCprotein polyubiquitination58/2311236/187231.57e-077.41e-0658
GO:00709366CervixCCprotein K48-linked ubiquitination22/231165/187235.56e-061.38e-0422
GO:00420586CervixCCregulation of epidermal growth factor receptor signaling pathway21/231173/187231.36e-041.67e-0321
GO:19011846CervixCCregulation of ERBB signaling pathway22/231179/187231.61e-041.93e-0322
GO:19011857CervixCCnegative regulation of ERBB signaling pathway10/231132/187233.96e-032.48e-0210
GO:00420597CervixCCnegative regulation of epidermal growth factor receptor signaling pathway9/231128/187235.02e-032.98e-029
GO:00518656CervixCCprotein autoubiquitination17/231173/187236.71e-033.70e-0217
GO:00705343CervixCCprotein K63-linked ubiquitination14/231156/187236.93e-033.74e-0214
GO:007093610EsophagusHGINprotein K48-linked ubiquitination24/258765/187232.69e-069.49e-0524
GO:000020916EsophagusHGINprotein polyubiquitination58/2587236/187236.29e-061.97e-0458
GO:00705345EsophagusHGINprotein K63-linked ubiquitination17/258756/187231.07e-031.32e-0217
GO:003812717EsophagusHGINERBB signaling pathway29/2587121/187231.83e-031.97e-0229
GO:19011848EsophagusHGINregulation of ERBB signaling pathway20/258779/187234.56e-033.96e-0220
GO:000717317EsophagusHGINepidermal growth factor receptor signaling pathway25/2587108/187235.87e-034.77e-0225
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:007093617EsophagusESCCprotein K48-linked ubiquitination55/855265/187238.42e-112.58e-0955
GO:007053413EsophagusESCCprotein K63-linked ubiquitination44/855256/187234.84e-076.50e-0644
GO:003812718EsophagusESCCERBB signaling pathway82/8552121/187237.23e-079.40e-0682
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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
RNF115SNVMissense_Mutationc.389N>Ap.Arg130Glnp.R130QQ9Y4L5protein_codingtolerated(0.05)benign(0)TCGA-C8-A12M-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF115SNVMissense_Mutationc.271N>Gp.Leu91Valp.L91VQ9Y4L5protein_codingtolerated(0.13)probably_damaging(0.967)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RNF115insertionFrame_Shift_Insnovelc.312_313insGGGATGCCGGCATCAGAAGAATGTTTCGTGTTCGAAATTGTTTGp.Arg105GlyfsTer15p.R105Gfs*15Q9Y4L5protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF115SNVMissense_Mutationnovelc.350N>Ap.Arg117Lysp.R117KQ9Y4L5protein_codingtolerated(0.07)benign(0)TCGA-VS-A9UI-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RNF115deletionIn_Frame_Delnovelc.301_309delAGAGCCAATp.Arg101_Asn103delp.R101_N103delQ9Y4L5protein_codingTCGA-EA-A5ZE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
RNF115SNVMissense_Mutationc.747N>Ap.Phe249Leup.F249LQ9Y4L5protein_codingtolerated(1)benign(0.09)TCGA-A6-4107-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5SD
RNF115SNVMissense_Mutationc.632C>Ap.Ser211Tyrp.S211YQ9Y4L5protein_codingdeleterious(0)possibly_damaging(0.67)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RNF115SNVMissense_Mutationc.604N>Tp.Pro202Serp.P202SQ9Y4L5protein_codingdeleterious(0)probably_damaging(0.945)TCGA-CM-6678-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfluorouracilSD
RNF115SNVMissense_Mutationnovelc.671T>Cp.Met224Thrp.M224TQ9Y4L5protein_codingtolerated(0.77)benign(0)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RNF115insertionFrame_Shift_Insnovelc.167dupTp.Leu56PhefsTer33p.L56Ffs*33Q9Y4L5protein_codingTCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=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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