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:1903829210ThyroidATCpositive regulation of cellular protein localization167/6293276/187233.32e-205.38e-18167
GO:003238825ThyroidATCpositive regulation of intracellular transport131/6293202/187238.20e-201.24e-17131
GO:009031624ThyroidATCpositive regulation of intracellular protein transport107/6293160/187236.82e-187.84e-16107
GO:004348435ThyroidATCregulation of RNA splicing100/6293148/187232.75e-172.72e-15100
GO:190495128ThyroidATCpositive regulation of establishment of protein localization177/6293319/187235.43e-164.29e-14177
GO:005116833ThyroidATCnuclear export100/6293154/187231.63e-151.20e-13100
GO:0046822112ThyroidATCregulation of nucleocytoplasmic transport75/6293106/187235.49e-153.62e-1375
GO:005122234ThyroidATCpositive regulation of protein transport165/6293303/187234.94e-142.69e-12165
GO:190018023ThyroidATCregulation of protein localization to nucleus87/6293136/187233.94e-131.79e-1187
GO:190018222ThyroidATCpositive regulation of protein localization to nucleus60/629387/187231.63e-115.88e-1060
GO:0046824110ThyroidATCpositive regulation of nucleocytoplasmic transport45/629362/187233.93e-101.08e-0845
GO:001703822ThyroidATCprotein import110/6293206/187233.49e-098.09e-08110
GO:000661132ThyroidATCprotein export from nucleus41/629357/187233.70e-098.52e-0841
GO:004682533ThyroidATCregulation of protein export from nucleus25/629330/187232.87e-085.44e-0725
GO:005117018ThyroidATCimport into nucleus86/6293159/187238.02e-081.40e-0686
GO:000660617ThyroidATCprotein import into nucleus83/6293155/187232.38e-073.70e-0683
GO:190459119ThyroidATCpositive regulation of protein import31/629343/187232.80e-074.25e-0631
GO:190458918ThyroidATCregulation of protein import41/629363/187233.19e-074.76e-0641
GO:004230718ThyroidATCpositive regulation of protein import into nucleus29/629341/187231.30e-061.66e-0529
GO:004230617ThyroidATCregulation of protein import into nucleus38/629360/187232.34e-062.76e-0538
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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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