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: RBM7

Gene summary for RBM7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBM7

Gene ID

10179

Gene nameRNA binding motif protein 7
Gene AliasRBM7
Cytomap11q23.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

J3KPD3


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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
10179RBM7P23T-EHumanEsophagusESCC2.40e-163.64e-010.108
10179RBM7P24T-EHumanEsophagusESCC6.28e-121.79e-010.1287
10179RBM7P26T-EHumanEsophagusESCC3.36e-356.22e-010.1276
10179RBM7P27T-EHumanEsophagusESCC1.38e-173.21e-010.1055
10179RBM7P28T-EHumanEsophagusESCC5.78e-121.54e-010.1149
10179RBM7P30T-EHumanEsophagusESCC4.70e-251.02e+000.137
10179RBM7P31T-EHumanEsophagusESCC3.86e-306.10e-010.1251
10179RBM7P32T-EHumanEsophagusESCC8.44e-203.47e-010.1666
10179RBM7P36T-EHumanEsophagusESCC7.33e-072.66e-010.1187
10179RBM7P37T-EHumanEsophagusESCC4.78e-151.88e-010.1371
10179RBM7P38T-EHumanEsophagusESCC5.48e-084.23e-010.127
10179RBM7P39T-EHumanEsophagusESCC1.11e-181.31e-010.0894
10179RBM7P40T-EHumanEsophagusESCC5.27e-082.25e-010.109
10179RBM7P42T-EHumanEsophagusESCC5.93e-121.45e-010.1175
10179RBM7P44T-EHumanEsophagusESCC8.33e-042.56e-010.1096
10179RBM7P47T-EHumanEsophagusESCC1.21e-163.28e-010.1067
10179RBM7P48T-EHumanEsophagusESCC1.21e-161.61e-010.0959
10179RBM7P49T-EHumanEsophagusESCC3.36e-131.37e+000.1768
10179RBM7P52T-EHumanEsophagusESCC4.42e-102.08e-010.1555
10179RBM7P54T-EHumanEsophagusESCC5.59e-062.82e-010.0975
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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
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
∗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:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
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:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:0043484111EsophagusESCCregulation of RNA splicing116/8552148/187233.18e-162.38e-14116
GO:0050684110EsophagusESCCregulation of mRNA processing109/8552137/187233.51e-162.59e-14109
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:0048024111EsophagusESCCregulation of mRNA splicing, via spliceosome78/8552101/187238.72e-112.66e-0978
GO:000038019EsophagusESCCalternative mRNA splicing, via spliceosome55/855277/187234.07e-064.38e-0555
GO:00346613EsophagusESCCncRNA catabolic process33/855243/187233.25e-052.69e-0433
GO:000038119EsophagusESCCregulation of alternative mRNA splicing, via spliceosome40/855260/187238.30e-044.28e-0340
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:000037519Oral cavityOSCCRNA splicing, via transesterification reactions225/7305324/187235.20e-292.99e-26225
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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
RBM7SNVMissense_Mutationc.783N>Cp.Lys261Asnp.K261Nprotein_codingdeleterious(0)probably_damaging(0.959)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RBM7SNVMissense_Mutationnovelc.146N>Tp.Pro49Leup.P49Lprotein_codingdeleterious(0.04)benign(0.012)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RBM7SNVMissense_Mutationrs772778246c.596G>Ap.Arg199Hisp.R199Hprotein_codingtolerated(0.09)benign(0.069)TCGA-AA-3837-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RBM7SNVMissense_Mutationc.614C>Ap.Ser205Tyrp.S205Yprotein_codingdeleterious(0)probably_damaging(0.967)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RBM7SNVMissense_Mutationrs752632231c.416N>Tp.Pro139Leup.P139Lprotein_codingdeleterious(0.02)benign(0.169)TCGA-CI-6622-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapy5-fluorouracilSD
RBM7SNVMissense_Mutationnovelc.659A>Gp.Tyr220Cysp.Y220Cprotein_codingdeleterious(0.02)possibly_damaging(0.873)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RBM7SNVMissense_Mutationnovelc.649N>Ap.Glu217Lysp.E217Kprotein_codingdeleterious(0)possibly_damaging(0.686)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RBM7SNVMissense_Mutationrs772286712c.656N>Ap.Arg219Hisp.R219Hprotein_codingtolerated(0.1)benign(0.007)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
RBM7SNVMissense_Mutationrs772778246c.596G>Ap.Arg199Hisp.R199Hprotein_codingtolerated(0.09)benign(0.069)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
RBM7SNVMissense_Mutationrs199909173c.797G>Ap.Arg266Glnp.R266Qprotein_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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