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: RBM47

Gene summary for RBM47

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBM47

Gene ID

54502

Gene nameRNA binding motif protein 47
Gene AliasNET18
Cytomap4p14
Gene Typeprotein-coding
GO ID

GO:0002244

UniProtAcc

A0AV96


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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
54502RBM47CA_HPV_1HumanCervixCC1.71e-031.24e-010.0264
54502RBM47HSIL_HPV_2HumanCervixHSIL_HPV2.05e-052.31e-010.0208
54502RBM47CCI_1HumanCervixCC6.33e-051.15e+000.528
54502RBM47CCI_2HumanCervixCC1.75e-081.26e+000.5249
54502RBM47CCI_3HumanCervixCC8.10e-078.33e-010.516
54502RBM47H2HumanCervixHSIL_HPV1.91e-144.81e-010.0632
54502RBM47HTA11_3410_2000001011HumanColorectumAD2.60e-11-4.54e-010.0155
54502RBM47HTA11_2487_2000001011HumanColorectumSER3.07e-023.80e-01-0.1808
54502RBM47HTA11_347_2000001011HumanColorectumAD1.10e-381.14e+00-0.1954
54502RBM47HTA11_411_2000001011HumanColorectumSER4.08e-158.68e-01-0.2602
54502RBM47HTA11_2112_2000001011HumanColorectumSER1.12e-035.04e-01-0.2196
54502RBM47HTA11_83_2000001011HumanColorectumSER1.09e-025.06e-01-0.1526
54502RBM47HTA11_696_2000001011HumanColorectumAD6.39e-055.24e-01-0.1464
54502RBM47HTA11_866_2000001011HumanColorectumAD2.35e-034.64e-01-0.1001
54502RBM47HTA11_1391_2000001011HumanColorectumAD6.49e-045.13e-01-0.059
54502RBM47HTA11_7663_2000001011HumanColorectumSER9.93e-045.52e-010.0131
54502RBM47HTA11_10623_2000001011HumanColorectumAD9.02e-073.72e-01-0.0177
54502RBM47HTA11_7469_2000001011HumanColorectumAD6.04e-03-4.50e-01-0.0124
54502RBM47HTA11_99999965062_69753HumanColorectumMSI-H1.07e-108.50e-010.3487
54502RBM47HTA11_99999973899_84307HumanColorectumMSS2.51e-06-5.69e-010.2585
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00022443CervixCChematopoietic progenitor cell differentiation26/2311114/187231.30e-031.03e-0226
GO:0002244ColorectumMSShematopoietic progenitor cell differentiation32/3467114/187238.07e-034.91e-0232
GO:00022441ColorectumFAPhematopoietic progenitor cell differentiation29/2622114/187238.35e-048.71e-0329
GO:00022442ColorectumCRChematopoietic progenitor cell differentiation23/2078114/187233.20e-032.79e-0223
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00022446EsophagusESCChematopoietic progenitor cell differentiation66/8552114/187235.74e-032.13e-0266
GO:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
GO:00094511Oral cavityOSCCRNA modification95/7305167/187232.05e-062.62e-0595
GO:00022445Oral cavityOSCChematopoietic progenitor cell differentiation57/7305114/187231.09e-023.71e-0257
GO:00022444ProstateBPHhematopoietic progenitor cell differentiation34/3107114/187233.08e-042.37e-0334
GO:000224411ProstateTumorhematopoietic progenitor cell differentiation34/3246114/187237.00e-044.92e-0334
GO:00022448ThyroidATChematopoietic progenitor cell differentiation51/6293114/187238.62e-033.28e-0251
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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
RBM47SNVMissense_Mutationc.1732N>Ap.Pro578Thrp.P578TA0AV96protein_codingdeleterious_low_confidence(0)probably_damaging(0.915)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RBM47SNVMissense_Mutationnovelc.710N>Ap.Val237Glup.V237EA0AV96protein_codingdeleterious(0)possibly_damaging(0.826)TCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
RBM47SNVMissense_Mutationnovelc.855N>Ap.Phe285Leup.F285LA0AV96protein_codingdeleterious(0)probably_damaging(0.922)TCGA-C8-A273-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RBM47SNVMissense_Mutationc.883G>Ap.Val295Metp.V295MA0AV96protein_codingtolerated(0.05)benign(0.108)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RBM47insertionNonsense_Mutationnovelc.660_661insTAGTCCp.Gln220_Leu221insTerp.Q220_L221ins*A0AV96protein_codingTCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RBM47insertionFrame_Shift_Insnovelc.130_131insTp.Tyr44LeufsTer64p.Y44Lfs*64A0AV96protein_codingTCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
RBM47insertionNonsense_Mutationnovelc.660_661insTAGTCCp.Gln220_Leu221insTerp.Q220_L221ins*A0AV96protein_codingTCGA-A8-A08T-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
RBM47insertionFrame_Shift_Insnovelc.811_812insAGAAGGCAGCp.Pro271GlnfsTer38p.P271Qfs*38A0AV96protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
RBM47deletionFrame_Shift_Delc.1761delNp.Asp588ThrfsTer21p.D588Tfs*21A0AV96protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RBM47deletionFrame_Shift_Delnovelc.1184delNp.Gly395ValfsTer50p.G395Vfs*50A0AV96protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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