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: SYF2

Gene summary for SYF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SYF2

Gene ID

25949

Gene nameSYF2 pre-mRNA splicing factor
Gene AliasCBPIN
Cytomap1p36.11
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

O95926


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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
25949SYF2CA_HPV_1HumanCervixCC6.29e-10-8.69e-020.0264
25949SYF2CA_HPV_3HumanCervixCC2.83e-031.28e-010.0414
25949SYF2CCI_1HumanCervixCC2.95e-06-5.88e-010.528
25949SYF2CCI_3HumanCervixCC1.95e-08-5.91e-010.516
25949SYF2CCII_1HumanCervixCC4.49e-21-6.68e-010.3249
25949SYF2L1HumanCervixCC2.56e-03-1.56e-010.0802
25949SYF2HTA11_3410_2000001011HumanColorectumAD3.18e-082.76e-010.0155
25949SYF2HTA11_2487_2000001011HumanColorectumSER2.61e-032.87e-01-0.1808
25949SYF2HTA11_1938_2000001011HumanColorectumAD2.57e-105.06e-01-0.0811
25949SYF2HTA11_78_2000001011HumanColorectumAD2.77e-043.69e-01-0.1088
25949SYF2HTA11_347_2000001011HumanColorectumAD5.25e-195.13e-01-0.1954
25949SYF2HTA11_696_2000001011HumanColorectumAD7.80e-053.23e-01-0.1464
25949SYF2HTA11_866_2000001011HumanColorectumAD5.79e-033.47e-01-0.1001
25949SYF2HTA11_1391_2000001011HumanColorectumAD5.20e-094.86e-01-0.059
25949SYF2HTA11_5212_2000001011HumanColorectumAD2.61e-043.48e-01-0.2061
25949SYF2HTA11_866_3004761011HumanColorectumAD1.08e-093.61e-010.096
25949SYF2HTA11_4255_2000001011HumanColorectumSER2.55e-045.82e-010.0446
25949SYF2HTA11_7663_2000001011HumanColorectumSER8.68e-044.93e-010.0131
25949SYF2HTA11_10711_2000001011HumanColorectumAD8.22e-053.36e-010.0338
25949SYF2HTA11_7696_3000711011HumanColorectumAD4.36e-043.40e-010.0674
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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:00459307ThyroidPTCnegative regulation of mitotic cell cycle105/5968235/187232.41e-052.39e-04105
GO:19019917ThyroidPTCnegative regulation of mitotic cell cycle phase transition83/5968179/187233.34e-053.17e-0483
GO:000736910ThyroidPTCgastrulation84/5968185/187237.58e-056.52e-0484
GO:00109486ThyroidPTCnegative regulation of cell cycle process122/5968294/187232.94e-042.08e-03122
GO:19019885ThyroidPTCnegative regulation of cell cycle phase transition104/5968249/187236.01e-043.82e-03104
GO:00000866ThyroidPTCG2/M transition of mitotic cell cycle62/5968137/187236.89e-044.32e-0362
GO:00070936ThyroidPTCmitotic cell cycle checkpoint58/5968129/187231.22e-036.97e-0358
GO:00448396ThyroidPTCcell cycle G2/M phase transition65/5968148/187231.36e-037.66e-0365
GO:00103893ThyroidPTCregulation of G2/M transition of mitotic cell cycle44/596894/187231.72e-039.44e-0344
GO:00000756ThyroidPTCcell cycle checkpoint72/5968169/187232.09e-031.11e-0272
GO:00070952ThyroidPTCmitotic G2 DNA damage checkpoint19/596834/187233.21e-031.57e-0219
GO:19027493ThyroidPTCregulation of cell cycle G2/M phase transition46/5968102/187233.45e-031.67e-0246
GO:00000777ThyroidPTCDNA damage checkpoint50/5968115/187235.79e-032.61e-0250
GO:00447736ThyroidPTCmitotic DNA damage checkpoint37/596881/187236.35e-032.79e-0237
GO:00447746ThyroidPTCmitotic DNA integrity checkpoint38/596885/187238.78e-033.66e-0238
GO:19027502ThyroidPTCnegative regulation of cell cycle G2/M phase transition29/596862/187239.96e-034.07e-0229
GO:00109722ThyroidPTCnegative regulation of G2/M transition of mitotic cell cycle28/596860/187231.16e-024.59e-0228
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03040ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030401ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030402ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa030403ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa030404ColorectumMSI-HSpliceosome37/797217/84652.49e-043.23e-032.70e-0337
hsa030405ColorectumMSI-HSpliceosome37/797217/84652.49e-043.23e-032.70e-0337
hsa030409EndometriumAEHSpliceosome54/1197217/84651.47e-051.65e-041.21e-0454
hsa0304014EndometriumAEHSpliceosome54/1197217/84651.47e-051.65e-041.21e-0454
hsa0304024EndometriumEECSpliceosome54/1237217/84653.78e-053.88e-042.89e-0454
hsa0304034EndometriumEECSpliceosome54/1237217/84653.78e-053.88e-042.89e-0454
hsa0304018EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304019EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
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
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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
SYF2SNVMissense_Mutationnovelc.104N>Ap.Arg35Hisp.R35HO95926protein_codingdeleterious(0.02)benign(0.013)TCGA-A2-A3KD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
SYF2SNVMissense_Mutationnovelc.212A>Cp.Lys71Thrp.K71TO95926protein_codingdeleterious(0)possibly_damaging(0.776)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SYF2insertionIn_Frame_Insnovelc.611_612insGGGCCGGAGGTTCTCCTTGGCTTTTTGCTGGAACAGAAGCAGp.Asp204delinsGluGlyArgArgPheSerLeuAlaPheCysTrpAsnArgSerSerp.D204delinsEGRRFSLAFCWNRSSO95926protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SYF2deletionFrame_Shift_Delnovelc.509delGp.Gly170GlufsTer15p.G170Efs*15O95926protein_codingTCGA-D8-A3Z5-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SYF2deletionFrame_Shift_Delnovelc.492delCp.Asn165IlefsTer20p.N165Ifs*20O95926protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SYF2SNVMissense_Mutationrs749059576c.505N>Tp.His169Tyrp.H169YO95926protein_codingtolerated(0.27)benign(0.003)TCGA-EK-A2R7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SYF2SNVMissense_Mutationnovelc.28N>Ap.Leu10Metp.L10MO95926protein_codingtolerated_low_confidence(0.13)benign(0.027)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SYF2SNVMissense_Mutationc.675N>Ap.Phe225Leup.F225LO95926protein_codingdeleterious(0.01)possibly_damaging(0.846)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SYF2SNVMissense_Mutationrs771119272c.701A>Gp.Lys234Argp.K234RO95926protein_codingdeleterious(0.02)probably_damaging(0.958)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SYF2SNVMissense_Mutationc.288N>Tp.Glu96Aspp.E96DO95926protein_codingtolerated(0.64)benign(0.015)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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