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
155435RBM33RNA-P17T-P17T-8HumanLungIAC4.47e-097.40e-010.3329
155435RBM33RNA-P25T1-P25T1-1HumanLungAIS8.49e-156.78e-01-0.2116
155435RBM33RNA-P25T1-P25T1-2HumanLungAIS1.16e-025.22e-01-0.1941
155435RBM33RNA-P25T1-P25T1-3HumanLungAIS1.16e-045.78e-01-0.2107
155435RBM33RNA-P25T1-P25T1-4HumanLungAIS9.14e-053.68e-01-0.2119
155435RBM33RNA-P3T-P3T-2HumanLungIAC2.79e-033.60e-010.1835
155435RBM33RNA-P6T2-P6T2-1HumanLungIAC6.77e-154.93e-01-0.0166
155435RBM33RNA-P6T2-P6T2-2HumanLungIAC1.01e-195.30e-01-0.0132
155435RBM33RNA-P6T2-P6T2-3HumanLungIAC7.42e-215.12e-01-0.013
155435RBM33RNA-P6T2-P6T2-4HumanLungIAC3.11e-124.38e-01-0.0121
155435RBM33RNA-P7T1-P7T1-2HumanLungAIS2.92e-023.50e-01-0.0876
155435RBM33RNA-P7T1-P7T1-3HumanLungAIS1.08e-024.33e-01-0.0822
155435RBM33C04HumanOral cavityOSCC5.62e-158.80e-010.2633
155435RBM33C21HumanOral cavityOSCC4.90e-072.66e-010.2678
155435RBM33C30HumanOral cavityOSCC5.42e-218.63e-010.3055
155435RBM33C38HumanOral cavityOSCC2.54e-026.39e-010.172
155435RBM33C43HumanOral cavityOSCC8.72e-062.18e-010.1704
155435RBM33C46HumanOral cavityOSCC3.16e-072.43e-010.1673
155435RBM33C51HumanOral cavityOSCC1.51e-116.14e-010.2674
155435RBM33C57HumanOral cavityOSCC1.42e-093.55e-010.1679
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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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