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: RBM41

Gene summary for RBM41

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBM41

Gene ID

55285

Gene nameRNA binding motif protein 41
Gene AliasRBM41
CytomapXq22.3
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q96IZ5


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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
55285RBM41LZE4THumanEsophagusESCC1.89e-052.05e-010.0811
55285RBM41LZE24THumanEsophagusESCC7.32e-173.64e-010.0596
55285RBM41LZE6THumanEsophagusESCC6.18e-042.69e-010.0845
55285RBM41P2T-EHumanEsophagusESCC7.94e-143.20e-010.1177
55285RBM41P4T-EHumanEsophagusESCC1.05e-102.46e-010.1323
55285RBM41P5T-EHumanEsophagusESCC2.60e-024.64e-020.1327
55285RBM41P8T-EHumanEsophagusESCC2.46e-111.91e-010.0889
55285RBM41P9T-EHumanEsophagusESCC4.35e-101.82e-010.1131
55285RBM41P10T-EHumanEsophagusESCC1.03e-091.92e-010.116
55285RBM41P11T-EHumanEsophagusESCC4.67e-082.95e-010.1426
55285RBM41P12T-EHumanEsophagusESCC3.13e-111.23e-010.1122
55285RBM41P15T-EHumanEsophagusESCC7.86e-081.71e-010.1149
55285RBM41P16T-EHumanEsophagusESCC1.94e-071.66e-010.1153
55285RBM41P20T-EHumanEsophagusESCC9.97e-102.52e-010.1124
55285RBM41P21T-EHumanEsophagusESCC4.76e-091.44e-010.1617
55285RBM41P22T-EHumanEsophagusESCC7.74e-183.02e-010.1236
55285RBM41P24T-EHumanEsophagusESCC4.52e-041.62e-010.1287
55285RBM41P26T-EHumanEsophagusESCC4.34e-112.34e-010.1276
55285RBM41P27T-EHumanEsophagusESCC2.10e-028.80e-020.1055
55285RBM41P28T-EHumanEsophagusESCC4.03e-048.13e-020.1149
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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
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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:00083807LiverNAFLDRNA splicing70/1882434/187234.62e-051.10e-0370
GO:00003777LiverNAFLDRNA splicing, via transesterification reactions with bulged adenosine as nucleophile51/1882320/187236.21e-048.18e-0351
GO:00003987LiverNAFLDmRNA splicing, via spliceosome51/1882320/187236.21e-048.18e-0351
GO:00003757LiverNAFLDRNA splicing, via transesterification reactions51/1882324/187238.28e-041.02e-0251
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:000037522LiverHCCRNA splicing, via transesterification reactions228/7958324/187231.47e-244.06e-22228
GO:000037722LiverHCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile224/7958320/187231.16e-232.62e-21224
GO:000039822LiverHCCmRNA splicing, via spliceosome224/7958320/187231.16e-232.62e-21224
GO:0008380113ThyroidPTCRNA splicing273/5968434/187234.44e-411.40e-37273
GO:0000375113ThyroidPTCRNA splicing, via transesterification reactions202/5968324/187236.81e-303.91e-27202
GO:0000377113ThyroidPTCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile199/5968320/187232.96e-291.44e-26199
GO:0000398113ThyroidPTCmRNA splicing, via spliceosome199/5968320/187232.96e-291.44e-26199
GO:000838034ThyroidATCRNA splicing270/6293434/187237.50e-351.19e-31270
GO:000037534ThyroidATCRNA splicing, via transesterification reactions200/6293324/187231.75e-257.39e-23200
GO:000037734ThyroidATCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile197/6293320/187236.54e-252.18e-22197
GO:000039834ThyroidATCmRNA splicing, via spliceosome197/6293320/187236.54e-252.18e-22197
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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
RBM41SNVMissense_Mutationc.735N>Cp.Gln245Hisp.Q245HQ96IZ5protein_codingtolerated(0.21)benign(0.066)TCGA-B6-A0X1-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
RBM41SNVMissense_Mutationnovelc.374N>Cp.Glu125Alap.E125AQ96IZ5protein_codingdeleterious(0.03)benign(0.033)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RBM41deletionFrame_Shift_Delc.892_893delNNp.Met298ValfsTer5p.M298Vfs*5Q96IZ5protein_codingTCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RBM41SNVMissense_Mutationnovelc.36G>Tp.Glu12Aspp.E12DQ96IZ5protein_codingtolerated(0.38)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RBM41SNVMissense_Mutationnovelc.265N>Tp.Gly89Trpp.G89WQ96IZ5protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RBM41SNVMissense_Mutationnovelc.520C>Gp.Gln174Glup.Q174EQ96IZ5protein_codingtolerated(0.11)possibly_damaging(0.743)TCGA-AJ-A3BK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RBM41SNVMissense_Mutationrs757123103c.859N>Tp.Arg287Cysp.R287CQ96IZ5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RBM41SNVMissense_Mutationnovelc.470N>Ap.Ser157Tyrp.S157YQ96IZ5protein_codingdeleterious(0)possibly_damaging(0.726)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RBM41SNVMissense_Mutationnovelc.282N>Cp.Glu94Aspp.E94DQ96IZ5protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RBM41SNVMissense_Mutationnovelc.490N>Tp.Arg164Cysp.R164CQ96IZ5protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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