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: RBM22

Gene summary for RBM22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBM22

Gene ID

55696

Gene nameRNA binding motif protein 22
Gene AliasCwc2
Cytomap5q33.1
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q9NW64


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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
55696RBM22LZE4THumanEsophagusESCC5.23e-083.59e-010.0811
55696RBM22LZE7THumanEsophagusESCC4.20e-112.52e-010.0667
55696RBM22LZE8THumanEsophagusESCC1.07e-053.17e-010.067
55696RBM22LZE20THumanEsophagusESCC3.35e-087.67e-020.0662
55696RBM22LZE24THumanEsophagusESCC5.17e-163.43e-010.0596
55696RBM22P1T-EHumanEsophagusESCC7.04e-053.16e-010.0875
55696RBM22P2T-EHumanEsophagusESCC1.34e-458.73e-010.1177
55696RBM22P4T-EHumanEsophagusESCC2.72e-123.65e-010.1323
55696RBM22P5T-EHumanEsophagusESCC1.14e-224.13e-010.1327
55696RBM22P8T-EHumanEsophagusESCC1.64e-163.41e-010.0889
55696RBM22P9T-EHumanEsophagusESCC4.79e-142.10e-010.1131
55696RBM22P10T-EHumanEsophagusESCC3.14e-162.68e-010.116
55696RBM22P11T-EHumanEsophagusESCC7.18e-179.84e-010.1426
55696RBM22P12T-EHumanEsophagusESCC6.82e-245.95e-010.1122
55696RBM22P15T-EHumanEsophagusESCC2.08e-266.23e-010.1149
55696RBM22P16T-EHumanEsophagusESCC8.68e-234.36e-010.1153
55696RBM22P17T-EHumanEsophagusESCC5.19e-124.94e-010.1278
55696RBM22P19T-EHumanEsophagusESCC1.12e-074.09e-010.1662
55696RBM22P20T-EHumanEsophagusESCC6.58e-071.95e-010.1124
55696RBM22P21T-EHumanEsophagusESCC2.84e-183.57e-010.1617
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00511709Oral cavityOSCCimport into nucleus100/7305159/187238.67e-102.15e-08100
GO:00066069Oral cavityOSCCprotein import into nucleus97/7305155/187232.27e-095.30e-0897
GO:004682414Oral cavityOSCCpositive regulation of nucleocytoplasmic transport45/730562/187238.26e-081.46e-0645
GO:004682518Oral cavityOSCCregulation of protein export from nucleus26/730530/187239.63e-081.66e-0626
GO:00066119Oral cavityOSCCprotein export from nucleus42/730557/187231.10e-071.87e-0642
GO:003312018Oral cavityOSCCpositive regulation of RNA splicing29/730537/187231.21e-061.61e-0529
GO:19045899Oral cavityOSCCregulation of protein import43/730563/187232.43e-063.06e-0543
GO:19045918Oral cavityOSCCpositive regulation of protein import31/730543/187231.10e-051.14e-0431
GO:00423068Oral cavityOSCCregulation of protein import into nucleus40/730560/187231.32e-051.33e-0440
GO:00423078Oral cavityOSCCpositive regulation of protein import into nucleus29/730541/187233.81e-053.37e-0429
GO:000941018Oral cavityOSCCresponse to xenobiotic stimulus222/7305462/187234.00e-053.48e-04222
GO:00468279Oral cavityOSCCpositive regulation of protein export from nucleus14/730517/187233.31e-042.04e-0314
GO:004348434Oral cavityNEOLPregulation of RNA splicing61/2005148/187235.56e-221.10e-1861
GO:000838033Oral cavityNEOLPRNA splicing110/2005434/187232.29e-182.72e-15110
GO:000037733Oral cavityNEOLPRNA splicing, via transesterification reactions with bulged adenosine as nucleophile81/2005320/187237.96e-142.63e-1181
GO:000039833Oral cavityNEOLPmRNA splicing, via spliceosome81/2005320/187237.96e-142.63e-1181
GO:000037533Oral cavityNEOLPRNA splicing, via transesterification reactions81/2005324/187231.64e-135.13e-1181
GO:004682231Oral cavityNEOLPregulation of nucleocytoplasmic transport39/2005106/187231.14e-122.60e-1039
GO:000691331Oral cavityNEOLPnucleocytoplasmic transport75/2005301/187231.56e-123.20e-1075
GO:005116931Oral cavityNEOLPnuclear transport75/2005301/187231.56e-123.20e-1075
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa030407LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304012LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
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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
RBM22SNVMissense_Mutationc.616A>Gp.Asn206Aspp.N206DQ9NW64protein_codingdeleterious(0.04)benign(0.038)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
RBM22insertionNonsense_Mutationnovelc.384_385insTGGTATTAGGTCTATTTTGGTAATTATATTTTGp.Ser128_Asp129insTrpTyrTerValTyrPheGlyAsnTyrIleLeup.S128_D129insWY*VYFGNYILQ9NW64protein_codingTCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
RBM22insertionFrame_Shift_Insnovelc.369_370insTTTCATAGTTCTAAGACATp.Glu124PhefsTer7p.E124Ffs*7Q9NW64protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RBM22deletionFrame_Shift_Delnovelc.696delNp.Thr233HisfsTer7p.T233Hfs*7Q9NW64protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RBM22SNVMissense_Mutationnovelc.836C>Tp.Ala279Valp.A279VQ9NW64protein_codingdeleterious(0.02)possibly_damaging(0.734)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RBM22SNVMissense_Mutationrs755478465c.191N>Ap.Arg64Hisp.R64HQ9NW64protein_codingtolerated(0.11)probably_damaging(0.999)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RBM22SNVMissense_Mutationc.959A>Gp.Asp320Glyp.D320GQ9NW64protein_codingtolerated(0.17)benign(0.031)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RBM22SNVMissense_Mutationc.602N>Ap.Arg201Hisp.R201HQ9NW64protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RBM22SNVMissense_Mutationc.125G>Tp.Gly42Valp.G42VQ9NW64protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
RBM22SNVMissense_Mutationc.391N>Gp.Thr131Alap.T131AQ9NW64protein_codingtolerated(0.33)benign(0.017)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
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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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