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: CWC15

Gene summary for CWC15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CWC15

Gene ID

51503

Gene nameCWC15 spliceosome associated protein homolog
Gene AliasAD002
Cytomap11q21
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q9P013


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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
51503CWC15LZE2THumanEsophagusESCC1.75e-068.66e-010.082
51503CWC15LZE4THumanEsophagusESCC3.37e-173.20e-010.0811
51503CWC15LZE7THumanEsophagusESCC1.76e-032.57e-010.0667
51503CWC15LZE8THumanEsophagusESCC3.65e-222.19e-010.067
51503CWC15LZE20THumanEsophagusESCC2.05e-072.83e-010.0662
51503CWC15LZE22THumanEsophagusESCC9.11e-041.55e-010.068
51503CWC15LZE24THumanEsophagusESCC2.80e-287.26e-010.0596
51503CWC15LZE21THumanEsophagusESCC1.06e-042.75e-010.0655
51503CWC15LZE6THumanEsophagusESCC1.54e-122.17e-010.0845
51503CWC15P1T-EHumanEsophagusESCC2.32e-154.63e-010.0875
51503CWC15P2T-EHumanEsophagusESCC8.98e-213.85e-010.1177
51503CWC15P4T-EHumanEsophagusESCC9.26e-471.23e+000.1323
51503CWC15P5T-EHumanEsophagusESCC3.49e-551.06e+000.1327
51503CWC15P8T-EHumanEsophagusESCC1.52e-491.16e+000.0889
51503CWC15P9T-EHumanEsophagusESCC2.00e-356.93e-010.1131
51503CWC15P10T-EHumanEsophagusESCC1.30e-336.45e-010.116
51503CWC15P11T-EHumanEsophagusESCC1.67e-239.05e-010.1426
51503CWC15P12T-EHumanEsophagusESCC3.60e-417.47e-010.1122
51503CWC15P15T-EHumanEsophagusESCC1.18e-283.74e-010.1149
51503CWC15P16T-EHumanEsophagusESCC2.68e-347.24e-010.1153
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:000838018ProstateBPHRNA splicing147/3107434/187235.17e-192.29e-16147
GO:000037517ProstateBPHRNA splicing, via transesterification reactions114/3107324/187232.19e-164.53e-14114
GO:000037717ProstateBPHRNA splicing, via transesterification reactions with bulged adenosine as nucleophile112/3107320/187236.21e-161.07e-13112
GO:000039817ProstateBPHmRNA splicing, via spliceosome112/3107320/187236.21e-161.07e-13112
GO:000838019ProstateTumorRNA splicing153/3246434/187239.15e-205.79e-17153
GO:000037518ProstateTumorRNA splicing, via transesterification reactions119/3246324/187233.40e-171.06e-14119
GO:000037718ProstateTumorRNA splicing, via transesterification reactions with bulged adenosine as nucleophile117/3246320/187239.31e-172.22e-14117
GO:000039818ProstateTumormRNA splicing, via spliceosome117/3246320/187239.31e-172.22e-14117
GO:0008380112SkincSCCRNA splicing263/4864434/187232.45e-535.13e-50263
GO:0000375112SkincSCCRNA splicing, via transesterification reactions201/4864324/187234.07e-435.10e-40201
GO:0000377112SkincSCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile197/4864320/187231.45e-411.14e-38197
GO:0000398112SkincSCCmRNA splicing, via spliceosome197/4864320/187231.45e-411.14e-38197
GO:0008380113ThyroidPTCRNA splicing273/5968434/187234.44e-411.40e-37273
GO:0000375113ThyroidPTCRNA splicing, via transesterification reactions202/5968324/187236.81e-303.91e-27202
GO:0000377113ThyroidPTCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile199/5968320/187232.96e-291.44e-26199
GO:0000398113ThyroidPTCmRNA splicing, via spliceosome199/5968320/187232.96e-291.44e-26199
GO:000838034ThyroidATCRNA splicing270/6293434/187237.50e-351.19e-31270
GO:000037534ThyroidATCRNA splicing, via transesterification reactions200/6293324/187231.75e-257.39e-23200
GO:000037734ThyroidATCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile197/6293320/187236.54e-252.18e-22197
GO:000039834ThyroidATCmRNA splicing, via spliceosome197/6293320/187236.54e-252.18e-22197
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa030407LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304012LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304026Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
hsa0304036Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
hsa0304010ProstateBPHSpliceosome62/1718217/84651.99e-037.92e-034.90e-0362
hsa0304015ProstateBPHSpliceosome62/1718217/84651.99e-037.92e-034.90e-0362
hsa0304025ProstateTumorSpliceosome66/1791217/84657.53e-043.59e-032.23e-0366
hsa0304035ProstateTumorSpliceosome66/1791217/84657.53e-043.59e-032.23e-0366
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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
CWC15SNVMissense_Mutationnovelc.72C>Ap.Ser24Argp.S24RQ9P013protein_codingtolerated(0.08)benign(0.195)TCGA-B6-A408-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
CWC15SNVMissense_Mutationnovelc.424N>Cp.Glu142Glnp.E142QQ9P013protein_codingtolerated(0.26)probably_damaging(0.992)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
CWC15SNVMissense_Mutationnovelc.69G>Cp.Leu23Phep.L23FQ9P013protein_codingdeleterious(0)possibly_damaging(0.857)TCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
CWC15SNVMissense_Mutationrs782295901c.163C>Tp.Arg55Cysp.R55CQ9P013protein_codingtolerated(0.11)benign(0.005)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CWC15SNVMissense_Mutationnovelc.388C>Gp.Leu130Valp.L130VQ9P013protein_codingtolerated(0.05)benign(0.148)TCGA-AF-2690-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CWC15insertionFrame_Shift_Insnovelc.275_276insAp.Pro93AlafsTer12p.P93Afs*12Q9P013protein_codingTCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CWC15SNVMissense_Mutationnovelc.140N>Ap.Thr47Asnp.T47NQ9P013protein_codingdeleterious(0.02)possibly_damaging(0.562)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CWC15SNVMissense_Mutationnovelc.433N>Cp.Ala145Prop.A145PQ9P013protein_codingtolerated(0.09)possibly_damaging(0.521)TCGA-AJ-A23O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CWC15SNVMissense_Mutationnovelc.323C>Ap.Pro108Hisp.P108HQ9P013protein_codingdeleterious(0.04)possibly_damaging(0.888)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
CWC15SNVMissense_Mutationnovelc.232N>Tp.Arg78Cysp.R78CQ9P013protein_codingdeleterious(0.04)possibly_damaging(0.83)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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