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: ISY1

Gene summary for ISY1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ISY1

Gene ID

57461

Gene nameISY1 splicing factor homolog
Gene AliasFSAP33
Cytomap3q21.3
Gene Typeprotein-coding
GO ID

GO:0000245

UniProtAcc

Q9ULR0


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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
57461ISY1HTA11_3410_2000001011HumanColorectumAD3.47e-031.00e-010.0155
57461ISY1HTA11_2487_2000001011HumanColorectumSER2.44e-051.78e-01-0.1808
57461ISY1HTA11_1938_2000001011HumanColorectumAD6.59e-072.41e-01-0.0811
57461ISY1HTA11_78_2000001011HumanColorectumAD7.65e-072.11e-01-0.1088
57461ISY1HTA11_347_2000001011HumanColorectumAD4.64e-183.14e-01-0.1954
57461ISY1HTA11_411_2000001011HumanColorectumSER7.44e-095.36e-01-0.2602
57461ISY1HTA11_3361_2000001011HumanColorectumAD3.26e-041.55e-01-0.1207
57461ISY1HTA11_83_2000001011HumanColorectumSER8.73e-041.89e-01-0.1526
57461ISY1HTA11_696_2000001011HumanColorectumAD1.66e-122.70e-01-0.1464
57461ISY1HTA11_866_2000001011HumanColorectumAD2.28e-092.34e-01-0.1001
57461ISY1HTA11_1391_2000001011HumanColorectumAD1.00e-143.36e-01-0.059
57461ISY1HTA11_2992_2000001011HumanColorectumSER1.94e-062.85e-01-0.1706
57461ISY1HTA11_5212_2000001011HumanColorectumAD2.28e-021.91e-01-0.2061
57461ISY1HTA11_546_2000001011HumanColorectumAD2.65e-042.28e-01-0.0842
57461ISY1HTA11_866_3004761011HumanColorectumAD1.67e-102.31e-010.096
57461ISY1HTA11_7663_2000001011HumanColorectumSER6.29e-032.29e-010.0131
57461ISY1HTA11_10623_2000001011HumanColorectumAD6.46e-072.79e-01-0.0177
57461ISY1HTA11_10711_2000001011HumanColorectumAD6.02e-031.23e-010.0338
57461ISY1HTA11_7696_3000711011HumanColorectumAD8.44e-082.21e-010.0674
57461ISY1HTA11_6818_2000001011HumanColorectumAD2.70e-042.72e-010.0112
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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
∗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:0022618ColorectumADribonucleoprotein complex assembly92/3918220/187231.49e-122.60e-1092
GO:0071826ColorectumADribonucleoprotein complex subunit organization94/3918227/187231.70e-122.87e-1094
GO:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0000245ColorectumADspliceosomal complex assembly33/391879/187232.15e-054.33e-0433
GO:0006376ColorectumADmRNA splice site selection18/391849/187237.93e-034.73e-0218
GO:00083801ColorectumSERRNA splicing123/2897434/187233.84e-128.41e-10123
GO:00226181ColorectumSERribonucleoprotein complex assembly69/2897220/187232.25e-092.15e-0769
GO:00718261ColorectumSERribonucleoprotein complex subunit organization70/2897227/187233.83e-093.51e-0770
GO:00003751ColorectumSERRNA splicing, via transesterification reactions90/2897324/187238.68e-097.50e-0790
GO:00003771ColorectumSERRNA splicing, via transesterification reactions with bulged adenosine as nucleophile89/2897320/187239.82e-098.14e-0789
GO:00003981ColorectumSERmRNA splicing, via spliceosome89/2897320/187239.82e-098.14e-0789
GO:00226131ColorectumSERribonucleoprotein complex biogenesis112/2897463/187235.01e-072.48e-05112
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
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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
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
hsa0304026Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
hsa0304036Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
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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
ISY1SNVMissense_Mutationnovelc.670N>Cp.Lys224Glnp.K224QQ9ULR0protein_codingtolerated(0.43)possibly_damaging(0.677)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ISY1insertionNonsense_Mutationnovelc.758_759insTGGAGGTTGAAGTGAGCCAAGATCGTGCCATTGCACTCp.Asp255GlyfsTer2p.D255Gfs*2Q9ULR0protein_codingTCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ISY1SNVMissense_Mutationc.676N>Ap.Glu226Lysp.E226KQ9ULR0protein_codingtolerated(0.6)benign(0.083)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ISY1SNVMissense_Mutationc.500N>Cp.Arg167Thrp.R167TQ9ULR0protein_codingdeleterious(0)probably_damaging(0.986)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ISY1SNVMissense_Mutationnovelc.820N>Ap.Glu274Lysp.E274KQ9ULR0protein_codingdeleterious(0.03)probably_damaging(0.915)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ISY1SNVMissense_Mutationc.814N>Ap.Glu272Lysp.E272KQ9ULR0protein_codingdeleterious(0)probably_damaging(0.948)TCGA-Q1-A6DT-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
ISY1SNVMissense_Mutationnovelc.427N>Tp.Arg143Trpp.R143WQ9ULR0protein_codingdeleterious(0.02)benign(0.048)TCGA-ZJ-AB0I-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ISY1SNVMissense_Mutationnovelc.532N>Ap.Asp178Asnp.D178NQ9ULR0protein_codingtolerated(0.1)possibly_damaging(0.63)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ISY1SNVMissense_Mutationnovelc.380N>Gp.Lys127Argp.K127RQ9ULR0protein_codingtolerated(0.22)benign(0.205)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ISY1SNVMissense_Mutationc.83N>Ap.Arg28Glnp.R28QQ9ULR0protein_codingdeleterious(0)possibly_damaging(0.674)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
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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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