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: RBM33

Gene summary for RBM33

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBM33

Gene ID

155435

Gene nameRNA binding motif protein 33
Gene AliasPRR8
Cytomap7q36.3
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q96EV2


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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
155435RBM33CA_HPV_1HumanCervixCC1.87e-04-9.60e-020.0264
155435RBM33CCI_2HumanCervixCC4.26e-035.96e-010.5249
155435RBM33CCI_3HumanCervixCC3.47e-035.46e-010.516
155435RBM33HTA11_3410_2000001011HumanColorectumAD3.16e-15-5.23e-010.0155
155435RBM33HTA11_2951_2000001011HumanColorectumAD3.53e-02-6.74e-010.0216
155435RBM33HTA11_3361_2000001011HumanColorectumAD6.69e-05-5.28e-01-0.1207
155435RBM33HTA11_696_2000001011HumanColorectumAD5.21e-08-3.45e-01-0.1464
155435RBM33HTA11_866_2000001011HumanColorectumAD3.17e-05-3.58e-01-0.1001
155435RBM33HTA11_866_3004761011HumanColorectumAD3.79e-08-4.44e-010.096
155435RBM33HTA11_8622_2000001021HumanColorectumSER1.11e-02-5.48e-010.0528
155435RBM33HTA11_10711_2000001011HumanColorectumAD1.87e-03-4.54e-010.0338
155435RBM33HTA11_7696_3000711011HumanColorectumAD1.74e-11-4.52e-010.0674
155435RBM33HTA11_99999971662_82457HumanColorectumMSS3.84e-04-2.57e-010.3859
155435RBM33HTA11_99999974143_84620HumanColorectumMSS3.58e-11-4.88e-010.3005
155435RBM33A002-C-010HumanColorectumFAP2.97e-03-7.78e-020.242
155435RBM33A015-C-203HumanColorectumFAP2.23e-29-3.38e-01-0.1294
155435RBM33A015-C-204HumanColorectumFAP4.65e-04-1.23e-01-0.0228
155435RBM33A014-C-040HumanColorectumFAP1.05e-05-2.16e-01-0.1184
155435RBM33A002-C-201HumanColorectumFAP3.78e-11-2.37e-010.0324
155435RBM33A002-C-203HumanColorectumFAP1.48e-041.53e-010.2786
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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
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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
RBM33SNVMissense_Mutationc.2618N>Tp.Arg873Ilep.R873IQ96EV2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A2-A0YJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
RBM33SNVMissense_Mutationrs771230490c.454N>Ap.Glu152Lysp.E152KQ96EV2protein_codingdeleterious(0.01)benign(0.038)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RBM33SNVMissense_Mutationc.500N>Gp.Glu167Glyp.E167GQ96EV2protein_codingtolerated(0.32)benign(0.003)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RBM33SNVMissense_Mutationc.196N>Cp.Glu66Glnp.E66QQ96EV2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RBM33SNVMissense_Mutationrs767021343c.1714N>Cp.Thr572Prop.T572PQ96EV2protein_codingtolerated_low_confidence(0.45)benign(0)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RBM33SNVMissense_Mutationc.3394N>Gp.Gln1132Glup.Q1132EQ96EV2protein_codingtolerated(0.15)probably_damaging(0.968)TCGA-D8-A1JC-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
RBM33SNVMissense_Mutationc.3469A>Gp.Met1157Valp.M1157VQ96EV2protein_codingdeleterious(0)probably_damaging(0.961)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
RBM33SNVMissense_Mutationnovelc.1753C>Ap.Pro585Thrp.P585TQ96EV2protein_codingtolerated(0.21)probably_damaging(0.998)TCGA-OL-A5DA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RBM33insertionIn_Frame_Insnovelc.3310_3311insTTTTCTCTTCGTTTCCTTTTGTGTp.Gly1104delinsValPheSerSerPheProPheValTrpp.G1104delinsVFSSFPFVWQ96EV2protein_codingTCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
RBM33insertionFrame_Shift_Insnovelc.2654_2655insAGATTTTTTTGTATp.Asn885LysfsTer28p.N885Kfs*28Q96EV2protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
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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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