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: RBM12B

Gene summary for RBM12B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBM12B

Gene ID

389677

Gene nameRNA binding motif protein 12B
Gene AliasMGC:33837
Cytomap8q22.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8IXT5


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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
389677RBM12BHCC1_MengHumanLiverHCC1.89e-461.60e-010.0246
389677RBM12BHCC2_MengHumanLiverHCC4.52e-262.71e-010.0107
389677RBM12BHCC2HumanLiverHCC2.30e-042.02e+000.5341
389677RBM12BPt14.aHumanLiverHCC1.89e-033.36e-010.0169
389677RBM12BS014HumanLiverHCC1.06e-042.80e-010.2254
389677RBM12BS015HumanLiverHCC1.22e-064.14e-010.2375
389677RBM12BS016HumanLiverHCC6.02e-154.27e-010.2243
389677RBM12BS027HumanLiverHCC8.09e-034.50e-010.2446
389677RBM12BS028HumanLiverHCC1.68e-145.62e-010.2503
389677RBM12BS029HumanLiverHCC1.11e-033.12e-010.2581
389677RBM12Bmale-WTAHumanThyroidPTC2.20e-151.35e-010.1037
389677RBM12BPTC01HumanThyroidPTC1.53e-109.55e-020.1899
389677RBM12BPTC04HumanThyroidPTC7.87e-112.60e-010.1927
389677RBM12BPTC05HumanThyroidPTC3.09e-175.51e-010.2065
389677RBM12BPTC06HumanThyroidPTC2.04e-225.80e-010.2057
389677RBM12BPTC07HumanThyroidPTC4.08e-243.93e-010.2044
389677RBM12BATC12HumanThyroidATC3.94e-131.29e-010.34
389677RBM12BATC13HumanThyroidATC5.76e-416.26e-010.34
389677RBM12BATC2HumanThyroidATC4.32e-087.29e-010.34
389677RBM12BATC4HumanThyroidATC4.23e-111.72e-010.34
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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
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:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:004348422LiverHCCregulation of RNA splicing113/7958148/187234.32e-174.15e-15113
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
RBM12BSNVMissense_Mutationnovelc.2285N>Cp.His762Prop.H762PQ8IXT5protein_codingtolerated_low_confidence(0.13)benign(0)TCGA-A8-A06T-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
RBM12BSNVMissense_Mutationnovelc.2657N>Cp.Val886Alap.V886AQ8IXT5protein_codingtolerated(0.13)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RBM12BSNVMissense_Mutationnovelc.415N>Tp.His139Tyrp.H139YQ8IXT5protein_codingtolerated(0.79)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RBM12BSNVMissense_Mutationrs371306525c.2867C>Tp.Ser956Leup.S956LQ8IXT5protein_codingdeleterious(0.04)probably_damaging(0.922)TCGA-MY-A5BE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RBM12BSNVMissense_Mutationrs745848080c.2197N>Tp.Arg733Trpp.R733WQ8IXT5protein_codingdeleterious_low_confidence(0)probably_damaging(0.924)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
RBM12BSNVMissense_Mutationrs373301535c.1909N>Tp.Arg637Trpp.R637WQ8IXT5protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.937)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RBM12BSNVMissense_Mutationc.1363N>Gp.Met455Valp.M455VQ8IXT5protein_codingtolerated(0.31)benign(0)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RBM12BSNVMissense_Mutationrs774533933c.2176N>Ap.Pro726Thrp.P726TQ8IXT5protein_codingtolerated_low_confidence(0.15)benign(0.034)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RBM12BSNVMissense_Mutationnovelc.1216N>Cp.Asn406Hisp.N406HQ8IXT5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RBM12BSNVMissense_Mutationrs373712480c.2669G>Ap.Arg890Hisp.R890HQ8IXT5protein_codingtolerated(0.06)benign(0.01)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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