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: RNF41

Gene summary for RNF41

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF41

Gene ID

10193

Gene namering finger protein 41
Gene AliasFLRF
Cytomap12q13.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024RB33


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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
10193RNF41LZE7THumanEsophagusESCC1.71e-041.94e-010.0667
10193RNF41LZE24THumanEsophagusESCC5.56e-142.34e-010.0596
10193RNF41P1T-EHumanEsophagusESCC2.48e-054.51e-010.0875
10193RNF41P2T-EHumanEsophagusESCC1.90e-365.99e-010.1177
10193RNF41P4T-EHumanEsophagusESCC1.44e-093.09e-010.1323
10193RNF41P5T-EHumanEsophagusESCC4.56e-211.93e-010.1327
10193RNF41P8T-EHumanEsophagusESCC8.07e-262.57e-010.0889
10193RNF41P9T-EHumanEsophagusESCC3.11e-024.61e-020.1131
10193RNF41P10T-EHumanEsophagusESCC6.37e-243.30e-010.116
10193RNF41P11T-EHumanEsophagusESCC9.02e-082.86e-010.1426
10193RNF41P12T-EHumanEsophagusESCC3.90e-213.39e-010.1122
10193RNF41P15T-EHumanEsophagusESCC4.16e-153.21e-010.1149
10193RNF41P16T-EHumanEsophagusESCC3.41e-193.69e-010.1153
10193RNF41P17T-EHumanEsophagusESCC2.06e-022.40e-010.1278
10193RNF41P19T-EHumanEsophagusESCC4.06e-064.02e-010.1662
10193RNF41P20T-EHumanEsophagusESCC4.07e-173.33e-010.1124
10193RNF41P21T-EHumanEsophagusESCC5.78e-152.73e-010.1617
10193RNF41P22T-EHumanEsophagusESCC1.12e-172.06e-010.1236
10193RNF41P23T-EHumanEsophagusESCC3.13e-264.82e-010.108
10193RNF41P24T-EHumanEsophagusESCC8.39e-213.05e-010.1287
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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
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
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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:200037718EsophagusESCCregulation of reactive oxygen species metabolic process100/8552157/187233.87e-064.17e-05100
GO:007259318EsophagusESCCreactive oxygen species metabolic process137/8552239/187231.82e-041.16e-03137
GO:00518658EsophagusESCCprotein autoubiquitination47/855273/187239.72e-044.93e-0347
GO:200037918EsophagusESCCpositive regulation of reactive oxygen species metabolic process45/855276/187231.21e-024.04e-0245
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:000989622LiverHCCpositive regulation of catabolic process335/7958492/187233.83e-311.87e-28335
GO:004217622LiverHCCregulation of protein catabolic process267/7958391/187232.45e-257.38e-23267
GO:004573222LiverHCCpositive regulation of protein catabolic process163/7958231/187234.00e-184.69e-16163
GO:009719122LiverHCCextrinsic apoptotic signaling pathway143/7958219/187236.99e-122.97e-10143
GO:000020921LiverHCCprotein polyubiquitination151/7958236/187231.90e-117.59e-10151
GO:200037722LiverHCCregulation of reactive oxygen species metabolic process92/7958157/187233.34e-053.35e-0492
GO:200037912LiverHCCpositive regulation of reactive oxygen species metabolic process47/795876/187235.19e-043.38e-0347
GO:007259312LiverHCCreactive oxygen species metabolic process124/7958239/187232.05e-031.04e-02124
GO:00518654LiverHCCprotein autoubiquitination42/795873/187236.78e-032.73e-0242
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
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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
RNF41SNVMissense_Mutationrs753102644c.733N>Ap.Glu245Lysp.E245KQ9H4P4protein_codingtolerated(0.65)benign(0.013)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF41SNVMissense_Mutationrs758444976c.533G>Ap.Arg178Hisp.R178HQ9H4P4protein_codingtolerated(0.08)benign(0.2)TCGA-E2-A1BD-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
RNF41insertionIn_Frame_Insnovelc.499-1_499insCCTGTCTCAAAAAAAGAAAAGAAGAAAAGAAAAAGGGATATCp.Gln166_Lys167insProValSerLysLysGluLysLysLysArgLysArgAspIlep.Q166_K167insPVSKKEKKKRKRDIQ9H4P4protein_codingTCGA-AN-A041-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RNF41deletionFrame_Shift_Delnovelc.31delNp.Asp11MetfsTer50p.D11Mfs*50Q9H4P4protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RNF41SNVMissense_Mutationrs201033187c.252N>Ap.Asp84Glup.D84EQ9H4P4protein_codingtolerated(0.5)benign(0.012)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RNF41SNVMissense_Mutationc.457N>Ap.Glu153Lysp.E153KQ9H4P4protein_codingtolerated(1)benign(0.001)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RNF41SNVMissense_Mutationc.382N>Ap.Glu128Lysp.E128KQ9H4P4protein_codingdeleterious(0)probably_damaging(0.922)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RNF41SNVMissense_Mutationc.874N>Ap.Glu292Lysp.E292KQ9H4P4protein_codingdeleterious(0.01)probably_damaging(0.93)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
RNF41SNVMissense_Mutationc.787G>Cp.Glu263Glnp.E263QQ9H4P4protein_codingtolerated(0.05)possibly_damaging(0.811)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RNF41SNVMissense_Mutationrs372811152c.415N>Tp.Arg139Cysp.R139CQ9H4P4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
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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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