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: RBM12

Gene summary for RBM12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBM12

Gene ID

10137

Gene nameRNA binding motif protein 12
Gene AliasHRIHFB2091
Cytomap20q11.22
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9NTZ6


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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
10137RBM12HCC1_MengHumanLiverHCC4.28e-497.55e-020.0246
10137RBM12HCC2_MengHumanLiverHCC2.42e-201.18e-010.0107
10137RBM12HCC1HumanLiverHCC1.20e-042.68e+000.5336
10137RBM12HCC2HumanLiverHCC9.25e-062.48e+000.5341
10137RBM12S014HumanLiverHCC5.68e-156.05e-010.2254
10137RBM12S015HumanLiverHCC2.90e-105.61e-010.2375
10137RBM12S016HumanLiverHCC4.20e-155.07e-010.2243
10137RBM12S027HumanLiverHCC1.27e-056.79e-010.2446
10137RBM12S028HumanLiverHCC3.93e-146.44e-010.2503
10137RBM12S029HumanLiverHCC2.99e-115.69e-010.2581
10137RBM12C04HumanOral cavityOSCC1.62e-034.35e-010.2633
10137RBM12C21HumanOral cavityOSCC7.53e-104.95e-010.2678
10137RBM12C30HumanOral cavityOSCC1.76e-219.42e-010.3055
10137RBM12C38HumanOral cavityOSCC1.27e-046.79e-010.172
10137RBM12C46HumanOral cavityOSCC1.88e-049.83e-020.1673
10137RBM12C57HumanOral cavityOSCC1.74e-063.37e-010.1679
10137RBM12C08HumanOral cavityOSCC1.89e-071.67e-010.1919
10137RBM12SYSMH1HumanOral cavityOSCC5.07e-031.90e-010.1127
10137RBM12SYSMH3HumanOral cavityOSCC7.44e-113.27e-010.2442
10137RBM12GSM5252132_BPH389PrGFHumanProstateBPH5.22e-032.83e-01-0.2247
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:004348422LiverHCCregulation of RNA splicing113/7958148/187234.32e-174.15e-15113
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:004348420Oral cavityOSCCregulation of RNA splicing108/7305148/187234.25e-173.69e-15108
GO:000838018ProstateBPHRNA splicing147/3107434/187235.17e-192.29e-16147
GO:004348418ProstateBPHregulation of RNA splicing71/3107148/187236.14e-192.53e-1671
GO:000838019ProstateTumorRNA splicing153/3246434/187239.15e-205.79e-17153
GO:004348419ProstateTumorregulation of RNA splicing70/3246148/187233.22e-171.05e-1470
GO:0008380113ThyroidPTCRNA splicing273/5968434/187234.44e-411.40e-37273
GO:0043484113ThyroidPTCregulation of RNA splicing102/5968148/187232.03e-203.21e-18102
GO:000838034ThyroidATCRNA splicing270/6293434/187237.50e-351.19e-31270
GO:004348435ThyroidATCregulation of RNA splicing100/6293148/187232.75e-172.72e-15100
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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
RBM12SNVMissense_Mutationrs199582639c.296N>Ap.Pro99Glnp.P99QQ9NTZ6protein_codingdeleterious(0.01)possibly_damaging(0.731)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
RBM12SNVMissense_Mutationc.2582A>Tp.Gln861Leup.Q861LQ9NTZ6protein_codingtolerated(0.27)benign(0.38)TCGA-A8-A09W-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RBM12SNVMissense_Mutationc.901N>Ap.Pro301Thrp.P301TQ9NTZ6protein_codingtolerated(0.06)benign(0.007)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RBM12SNVMissense_Mutationnovelc.655N>Gp.Pro219Alap.P219AQ9NTZ6protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.994)TCGA-AC-A4ZE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RBM12SNVMissense_Mutationc.631N>Ap.Pro211Thrp.P211TQ9NTZ6protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.614)TCGA-B6-A0RT-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
RBM12SNVMissense_Mutationrs767631496c.2170C>Tp.Pro724Serp.P724SQ9NTZ6protein_codingdeleterious_low_confidence(0.03)benign(0.186)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
RBM12SNVMissense_Mutationc.1185G>Ap.Met395Ilep.M395IQ9NTZ6protein_codingtolerated(0.56)benign(0)TCGA-D8-A1XZ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone Therapytamoxiphen+anastrozolumSD
RBM12SNVMissense_Mutationc.2692G>Ap.Gly898Serp.G898SQ9NTZ6protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RBM12insertionFrame_Shift_Insnovelc.2055_2056insTTGAGGGTGAp.Gly686LeufsTer17p.G686Lfs*17Q9NTZ6protein_codingTCGA-A8-A06O-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
RBM12insertionFrame_Shift_Insnovelc.2053_2054insGGATGAAGAAAATAGAAATGTCAGTAGAACTp.Ala685GlyfsTer25p.A685Gfs*25Q9NTZ6protein_codingTCGA-A8-A06O-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
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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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