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: SCYL2

Gene summary for SCYL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCYL2

Gene ID

55681

Gene nameSCY1 like pseudokinase 2
Gene AliasAMC4
Cytomap12q23.1
Gene Typeprotein-coding
GO ID

GO:0002090

UniProtAcc

Q6P3W7


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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
55681SCYL2CCI_2HumanCervixCC6.15e-048.75e-010.5249
55681SCYL2CCI_3HumanCervixCC6.75e-045.70e-010.516
55681SCYL2HTA11_3410_2000001011HumanColorectumAD3.21e-10-5.12e-010.0155
55681SCYL2HTA11_3361_2000001011HumanColorectumAD2.75e-02-4.59e-01-0.1207
55681SCYL2HTA11_696_2000001011HumanColorectumAD9.48e-04-2.79e-01-0.1464
55681SCYL2HTA11_866_2000001011HumanColorectumAD1.71e-02-2.70e-01-0.1001
55681SCYL2HTA11_1391_2000001011HumanColorectumAD9.61e-04-3.36e-01-0.059
55681SCYL2HTA11_866_3004761011HumanColorectumAD1.06e-07-4.97e-010.096
55681SCYL2HTA11_9408_2000001011HumanColorectumAD4.12e-02-6.51e-010.0451
55681SCYL2HTA11_10711_2000001011HumanColorectumAD2.08e-02-4.58e-010.0338
55681SCYL2HTA11_7696_3000711011HumanColorectumAD3.11e-14-4.41e-010.0674
55681SCYL2HTA11_6818_2000001021HumanColorectumAD3.92e-03-5.05e-010.0588
55681SCYL2HTA11_99999970781_79442HumanColorectumMSS9.05e-07-3.32e-010.294
55681SCYL2HTA11_99999971662_82457HumanColorectumMSS3.52e-06-3.79e-010.3859
55681SCYL2HTA11_99999973899_84307HumanColorectumMSS2.92e-02-5.10e-010.2585
55681SCYL2HTA11_99999974143_84620HumanColorectumMSS1.41e-18-5.30e-010.3005
55681SCYL2F007HumanColorectumFAP3.02e-03-3.50e-010.1176
55681SCYL2A002-C-010HumanColorectumFAP7.49e-05-2.63e-010.242
55681SCYL2A001-C-207HumanColorectumFAP2.95e-03-3.18e-010.1278
55681SCYL2A015-C-203HumanColorectumFAP3.40e-27-4.20e-01-0.1294
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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
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:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:00608287CervixCCregulation of canonical Wnt signaling pathway58/2311253/187231.83e-065.89e-0558
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:00068987CervixCCreceptor-mediated endocytosis53/2311244/187232.52e-054.29e-0453
GO:00301008CervixCCregulation of endocytosis47/2311211/187233.65e-055.82e-0447
GO:00458077CervixCCpositive regulation of endocytosis27/2311100/187235.55e-058.10e-0427
GO:00725836CervixCCclathrin-dependent endocytosis16/231147/187239.56e-051.25e-0316
GO:00431127CervixCCreceptor metabolic process37/2311166/187232.31e-042.58e-0337
GO:00070347CervixCCvacuolar transport34/2311157/187237.03e-046.40e-0334
GO:00301784CervixCCnegative regulation of Wnt signaling pathway35/2311170/187231.52e-031.17e-0235
GO:00900901CervixCCnegative regulation of canonical Wnt signaling pathway29/2311137/187232.40e-031.70e-0229
GO:00482597CervixCCregulation of receptor-mediated endocytosis24/2311110/187233.62e-032.31e-0224
GO:00219541CervixCCcentral nervous system neuron development19/231181/187233.96e-032.48e-0219
GO:00316236CervixCCreceptor internalization24/2311113/187235.18e-033.05e-0224
GO:00309003CervixCCforebrain development64/2311379/187235.53e-033.19e-0264
GO:00070416CervixCClysosomal transport24/2311114/187235.81e-033.33e-0224
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0043112ColorectumADreceptor metabolic process62/3918166/187238.18e-072.85e-0562
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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
SCYL2SNVMissense_Mutationnovelc.416N>Gp.Pro139Argp.P139Rprotein_codingdeleterious(0.01)benign(0.285)TCGA-A2-A04Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SCYL2SNVMissense_Mutationnovelc.1571N>Gp.Asp524Glyp.D524Gprotein_codingdeleterious(0)probably_damaging(0.952)TCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
SCYL2SNVMissense_Mutationc.834N>Ap.Phe278Leup.F278Lprotein_codingtolerated(0.09)benign(0.32)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SCYL2SNVMissense_Mutationrs147018741c.1525N>Tp.Arg509Cysp.R509Cprotein_codingdeleterious(0)benign(0.432)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCYL2SNVMissense_Mutationc.2698A>Tp.Met900Leup.M900Lprotein_codingtolerated_low_confidence(0.28)benign(0)TCGA-B6-A1KN-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SCYL2SNVMissense_Mutationnovelc.628N>Cp.Glu210Glnp.E210Qprotein_codingtolerated(0.54)benign(0.025)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SCYL2SNVMissense_Mutationnovelc.2525C>Tp.Ser842Phep.S842Fprotein_codingdeleterious(0)probably_damaging(0.979)TCGA-BH-A0H5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
SCYL2SNVMissense_Mutationc.2022N>Cp.Gln674Hisp.Q674Hprotein_codingtolerated(0.13)benign(0.003)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
SCYL2SNVMissense_Mutationc.958C>Gp.Gln320Glup.Q320Eprotein_codingtolerated(0.16)possibly_damaging(0.55)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SCYL2SNVMissense_Mutationnovelc.1343A>Gp.Glu448Glyp.E448Gprotein_codingtolerated(0.06)benign(0.042)TCGA-D8-A3Z6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
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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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