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: CWC27

Gene summary for CWC27

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CWC27

Gene ID

10283

Gene nameCWC27 spliceosome associated cyclophilin
Gene AliasNY-CO-10
Cytomap5q12.3
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q6UX04


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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
10283CWC27HTA11_3410_2000001011HumanColorectumAD4.53e-08-4.63e-010.0155
10283CWC27HTA11_696_2000001011HumanColorectumAD1.09e-02-2.73e-01-0.1464
10283CWC27HTA11_866_2000001011HumanColorectumAD2.46e-02-2.47e-01-0.1001
10283CWC27HTA11_7696_3000711011HumanColorectumAD3.45e-02-2.88e-010.0674
10283CWC27HTA11_99999974143_84620HumanColorectumMSS1.60e-11-4.24e-010.3005
10283CWC27A001-C-207HumanColorectumFAP3.26e-03-2.61e-010.1278
10283CWC27A015-C-203HumanColorectumFAP2.33e-24-4.57e-01-0.1294
10283CWC27A015-C-204HumanColorectumFAP3.64e-07-4.45e-01-0.0228
10283CWC27A002-C-201HumanColorectumFAP1.55e-08-3.19e-010.0324
10283CWC27A002-C-203HumanColorectumFAP4.80e-05-2.28e-010.2786
10283CWC27A001-C-119HumanColorectumFAP1.25e-10-5.21e-01-0.1557
10283CWC27A001-C-108HumanColorectumFAP1.63e-14-3.11e-01-0.0272
10283CWC27A002-C-205HumanColorectumFAP1.33e-17-5.02e-01-0.1236
10283CWC27A001-C-104HumanColorectumFAP5.99e-07-2.97e-010.0184
10283CWC27A015-C-006HumanColorectumFAP6.21e-10-4.27e-01-0.0994
10283CWC27A015-C-106HumanColorectumFAP3.80e-11-3.18e-01-0.0511
10283CWC27A002-C-114HumanColorectumFAP9.69e-12-3.64e-01-0.1561
10283CWC27A015-C-104HumanColorectumFAP4.14e-27-4.95e-01-0.1899
10283CWC27A001-C-014HumanColorectumFAP3.49e-14-3.32e-010.0135
10283CWC27A002-C-016HumanColorectumFAP3.07e-16-3.61e-010.0521
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0000377ColorectumADRNA splicing, via transesterification reactions with bulged adenosine as nucleophile130/3918320/187235.88e-162.16e-13130
GO:0000398ColorectumADmRNA splicing, via spliceosome130/3918320/187235.88e-162.16e-13130
GO:0000375ColorectumADRNA splicing, via transesterification reactions131/3918324/187237.11e-162.22e-13131
GO:0006457ColorectumADprotein folding73/3918212/187233.24e-069.10e-0573
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:00003772ColorectumMSSRNA splicing, via transesterification reactions with bulged adenosine as nucleophile121/3467320/187232.52e-168.27e-14121
GO:00003982ColorectumMSSmRNA splicing, via spliceosome121/3467320/187232.52e-168.27e-14121
GO:00003752ColorectumMSSRNA splicing, via transesterification reactions122/3467324/187232.75e-168.58e-14122
GO:00064572ColorectumMSSprotein folding71/3467212/187231.25e-075.91e-0671
GO:00083804ColorectumFAPRNA splicing108/2622434/187237.90e-101.86e-07108
GO:00003754ColorectumFAPRNA splicing, via transesterification reactions84/2622324/187238.06e-091.10e-0684
GO:00003774ColorectumFAPRNA splicing, via transesterification reactions with bulged adenosine as nucleophile83/2622320/187239.66e-091.23e-0683
GO:00003984ColorectumFAPmRNA splicing, via spliceosome83/2622320/187239.66e-091.23e-0683
GO:00064574ColorectumFAPprotein folding44/2622212/187234.36e-032.98e-0244
GO:00083805ColorectumCRCRNA splicing90/2078434/187232.80e-097.97e-0790
GO:00003775ColorectumCRCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile66/2078320/187234.39e-073.37e-0566
GO:00003985ColorectumCRCmRNA splicing, via spliceosome66/2078320/187234.39e-073.37e-0566
GO:00003755ColorectumCRCRNA splicing, via transesterification reactions66/2078324/187237.00e-074.61e-0566
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
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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
CWC27SNVMissense_Mutationc.1060G>Ap.Asp354Asnp.D354NQ6UX04protein_codingtolerated(1)benign(0.001)TCGA-A7-A26E-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
CWC27SNVMissense_Mutationnovelc.1378N>Ap.Glu460Lysp.E460KQ6UX04protein_codingtolerated(0.16)probably_damaging(0.98)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CWC27SNVMissense_Mutationnovelc.1331N>Gp.Phe444Cysp.F444CQ6UX04protein_codingdeleterious(0)probably_damaging(0.921)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CWC27SNVMissense_Mutationrs754149136c.1259N>Ap.Met420Lysp.M420KQ6UX04protein_codingdeleterious(0)possibly_damaging(0.69)TCGA-BH-A18R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CWC27insertionFrame_Shift_Insnovelc.1336_1337insAACATGTCTGGAGTp.Ile446LysfsTer13p.I446Kfs*13Q6UX04protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
CWC27SNVMissense_Mutationrs751858333c.269G>Ap.Arg90Glnp.R90QQ6UX04protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CWC27SNVMissense_Mutationc.209N>Ap.Gly70Aspp.G70DQ6UX04protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AA-3972-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
CWC27SNVMissense_Mutationnovelc.904N>Ap.Glu302Lysp.E302KQ6UX04protein_codingtolerated(0.49)benign(0.003)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CWC27SNVMissense_Mutationc.283N>Tp.Arg95Trpp.R95WQ6UX04protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CWC27SNVMissense_Mutationc.347N>Gp.Thr116Argp.T116RQ6UX04protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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