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: SNRNP48

Gene summary for SNRNP48

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SNRNP48

Gene ID

154007

Gene namesmall nuclear ribonucleoprotein U11/U12 subunit 48
Gene AliasC6orf151
Cytomap6p24.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q6IEG0


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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
154007SNRNP48P52T-EHumanEsophagusESCC4.65e-173.79e-010.1555
154007SNRNP48P54T-EHumanEsophagusESCC1.25e-174.33e-010.0975
154007SNRNP48P56T-EHumanEsophagusESCC1.63e-109.00e-010.1613
154007SNRNP48P57T-EHumanEsophagusESCC9.25e-162.18e-010.0926
154007SNRNP48P61T-EHumanEsophagusESCC2.20e-121.50e-010.099
154007SNRNP48P62T-EHumanEsophagusESCC6.65e-304.68e-010.1302
154007SNRNP48P65T-EHumanEsophagusESCC1.63e-273.57e-010.0978
154007SNRNP48P74T-EHumanEsophagusESCC4.79e-215.02e-010.1479
154007SNRNP48P75T-EHumanEsophagusESCC2.40e-163.28e-010.1125
154007SNRNP48P76T-EHumanEsophagusESCC1.20e-163.67e-010.1207
154007SNRNP48P79T-EHumanEsophagusESCC5.30e-212.99e-010.1154
154007SNRNP48P80T-EHumanEsophagusESCC1.56e-256.97e-010.155
154007SNRNP48P82T-EHumanEsophagusESCC4.81e-124.08e-010.1072
154007SNRNP48P83T-EHumanEsophagusESCC9.42e-264.45e-010.1738
154007SNRNP48P84T-EHumanEsophagusESCC1.67e-153.29e-010.0933
154007SNRNP48P89T-EHumanEsophagusESCC3.69e-219.70e-010.1752
154007SNRNP48P91T-EHumanEsophagusESCC1.49e-127.02e-010.1828
154007SNRNP48P107T-EHumanEsophagusESCC4.77e-151.42e-010.171
154007SNRNP48P127T-EHumanEsophagusESCC1.69e-101.70e-010.0826
154007SNRNP48P128T-EHumanEsophagusESCC3.42e-308.06e-010.1241
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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
∗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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
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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
SNRNP48SNVMissense_Mutationc.466N>Gp.Leu156Valp.L156VQ6IEG0protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
SNRNP48SNVMissense_Mutationc.994N>Tp.His332Tyrp.H332YQ6IEG0protein_codingtolerated_low_confidence(0.07)benign(0.006)TCGA-AR-A1AR-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDocetaxelPD
SNRNP48SNVMissense_Mutationc.640G>Ap.Glu214Lysp.E214KQ6IEG0protein_codingdeleterious(0)probably_damaging(0.985)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SNRNP48SNVMissense_Mutationnovelc.680N>Tp.Ala227Valp.A227VQ6IEG0protein_codingdeleterious(0)probably_damaging(0.994)TCGA-PL-A8LX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SNRNP48SNVMissense_Mutationrs766355090c.605G>Ap.Arg202Glnp.R202QQ6IEG0protein_codingtolerated(1)benign(0.003)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SNRNP48SNVMissense_Mutationc.121N>Cp.Asp41Hisp.D41HQ6IEG0protein_codingdeleterious(0.01)benign(0.28)TCGA-FU-A3HY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SNRNP48SNVMissense_Mutationrs766355090c.605N>Ap.Arg202Glnp.R202QQ6IEG0protein_codingtolerated(1)benign(0.003)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SNRNP48SNVMissense_Mutationrs752490463c.725N>Ap.Arg242Glnp.R242QQ6IEG0protein_codingdeleterious(0)possibly_damaging(0.886)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SNRNP48SNVMissense_Mutationnovelc.1014N>Cp.Lys338Asnp.K338NQ6IEG0protein_codingdeleterious_low_confidence(0.01)benign(0.261)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SNRNP48SNVMissense_Mutationc.664C>Tp.Arg222Cysp.R222CQ6IEG0protein_codingdeleterious(0)probably_damaging(0.996)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<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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