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: SMU1

Gene summary for SMU1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMU1

Gene ID

55234

Gene nameSMU1 DNA replication regulator and spliceosomal factor
Gene AliasBWD
Cytomap9p21.1
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

A0MNN4


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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
55234SMU1LZE2THumanEsophagusESCC2.32e-046.21e-010.082
55234SMU1LZE4THumanEsophagusESCC1.02e-145.64e-010.0811
55234SMU1LZE5THumanEsophagusESCC7.18e-116.21e-010.0514
55234SMU1LZE7THumanEsophagusESCC1.72e-117.60e-010.0667
55234SMU1LZE8THumanEsophagusESCC1.49e-114.15e-010.067
55234SMU1LZE20THumanEsophagusESCC7.68e-081.87e-010.0662
55234SMU1LZE22THumanEsophagusESCC4.08e-053.67e-010.068
55234SMU1LZE24THumanEsophagusESCC1.22e-165.40e-010.0596
55234SMU1LZE21THumanEsophagusESCC7.23e-044.55e-010.0655
55234SMU1LZE6THumanEsophagusESCC4.64e-062.37e-010.0845
55234SMU1P1T-EHumanEsophagusESCC6.08e-084.67e-010.0875
55234SMU1P2T-EHumanEsophagusESCC7.67e-519.29e-010.1177
55234SMU1P4T-EHumanEsophagusESCC1.58e-214.70e-010.1323
55234SMU1P5T-EHumanEsophagusESCC1.05e-307.53e-010.1327
55234SMU1P8T-EHumanEsophagusESCC8.75e-223.90e-010.0889
55234SMU1P9T-EHumanEsophagusESCC9.83e-184.21e-010.1131
55234SMU1P10T-EHumanEsophagusESCC3.29e-204.91e-010.116
55234SMU1P11T-EHumanEsophagusESCC3.65e-206.73e-010.1426
55234SMU1P12T-EHumanEsophagusESCC2.71e-336.40e-010.1122
55234SMU1P15T-EHumanEsophagusESCC6.52e-316.16e-010.1149
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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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:0043484111EsophagusESCCregulation of RNA splicing116/8552148/187233.18e-162.38e-14116
GO:0050684110EsophagusESCCregulation of mRNA processing109/8552137/187233.51e-162.59e-14109
GO:0048024111EsophagusESCCregulation of mRNA splicing, via spliceosome78/8552101/187238.72e-112.66e-0978
GO:000038019EsophagusESCCalternative mRNA splicing, via spliceosome55/855277/187234.07e-064.38e-0555
GO:000038119EsophagusESCCregulation of alternative mRNA splicing, via spliceosome40/855260/187238.30e-044.28e-0340
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:000037522LiverHCCRNA splicing, via transesterification reactions228/7958324/187231.47e-244.06e-22228
GO:000037722LiverHCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile224/7958320/187231.16e-232.62e-21224
GO:000039822LiverHCCmRNA splicing, via spliceosome224/7958320/187231.16e-232.62e-21224
GO:190331121LiverHCCregulation of mRNA metabolic process205/7958288/187233.38e-236.90e-21205
GO:004348422LiverHCCregulation of RNA splicing113/7958148/187234.32e-174.15e-15113
GO:005068421LiverHCCregulation of mRNA processing106/7958137/187237.64e-177.12e-15106
GO:004802422LiverHCCregulation of mRNA splicing, via spliceosome74/7958101/187233.29e-101.10e-0874
GO:000038021LiverHCCalternative mRNA splicing, via spliceosome52/795877/187237.87e-069.27e-0552
GO:000038121LiverHCCregulation of alternative mRNA splicing, via spliceosome37/795860/187232.13e-031.07e-0237
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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
SMU1SNVMissense_Mutationrs780866174c.517C>Gp.Gln173Glup.Q173EQ2TAY7protein_codingdeleterious(0.03)benign(0.083)TCGA-A2-A1G6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
SMU1SNVMissense_Mutationc.823N>Ap.Asp275Asnp.D275NQ2TAY7protein_codingdeleterious(0.04)probably_damaging(0.979)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SMU1SNVMissense_Mutationnovelc.1450G>Ap.Glu484Lysp.E484KQ2TAY7protein_codingtolerated(0.14)benign(0.152)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SMU1SNVMissense_Mutationrs762103267c.1198G>Ap.Val400Ilep.V400IQ2TAY7protein_codingtolerated(0.38)benign(0.014)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SMU1SNVMissense_Mutationc.479N>Ap.Arg160Hisp.R160HQ2TAY7protein_codingdeleterious(0.02)possibly_damaging(0.516)TCGA-AA-3675-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SMU1SNVMissense_Mutationc.1415N>Cp.Val472Alap.V472AQ2TAY7protein_codingtolerated(0.99)benign(0)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SMU1SNVMissense_Mutationc.338G>Ap.Arg113Glnp.R113QQ2TAY7protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-G4-6303-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fuPD
SMU1deletionIn_Frame_Delnovelc.1220_1222delCTAp.Pro407_Lys408delinsGlnp.P407_K408delinsQQ2TAY7protein_codingTCGA-AA-3867-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
SMU1SNVMissense_Mutationc.884N>Tp.Ser295Ilep.S295IQ2TAY7protein_codingdeleterious(0)benign(0.063)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SMU1SNVMissense_Mutationnovelc.852N>Cp.Gln284Hisp.Q284HQ2TAY7protein_codingdeleterious(0.05)benign(0.076)TCGA-AP-A051-01Endometriumuterine corpus endometrioid 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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