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: SCAI

Gene summary for SCAI

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCAI

Gene ID

286205

Gene namesuppressor of cancer cell invasion
Gene AliasC9orf126
Cytomap9q33.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8N9R8


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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
286205SCAICCI_2HumanCervixCC2.15e-099.87e-010.5249
286205SCAICCI_3HumanCervixCC2.91e-107.27e-010.516
286205SCAIHTA11_3410_2000001011HumanColorectumAD2.14e-02-2.82e-010.0155
286205SCAIF007HumanColorectumFAP4.61e-04-4.16e-010.1176
286205SCAIA001-C-207HumanColorectumFAP1.81e-08-4.74e-010.1278
286205SCAIA015-C-203HumanColorectumFAP9.78e-18-2.86e-01-0.1294
286205SCAIA015-C-204HumanColorectumFAP3.42e-02-2.15e-01-0.0228
286205SCAIA014-C-040HumanColorectumFAP1.09e-03-5.21e-01-0.1184
286205SCAIA002-C-201HumanColorectumFAP3.72e-10-3.36e-010.0324
286205SCAIA001-C-119HumanColorectumFAP8.72e-03-1.77e-01-0.1557
286205SCAIA001-C-108HumanColorectumFAP5.50e-10-2.56e-01-0.0272
286205SCAIA002-C-205HumanColorectumFAP2.82e-14-2.92e-01-0.1236
286205SCAIA001-C-104HumanColorectumFAP6.80e-03-1.90e-010.0184
286205SCAIA015-C-005HumanColorectumFAP3.76e-02-2.59e-01-0.0336
286205SCAIA015-C-006HumanColorectumFAP3.22e-09-3.78e-01-0.0994
286205SCAIA015-C-106HumanColorectumFAP1.60e-04-2.22e-01-0.0511
286205SCAIA002-C-114HumanColorectumFAP1.99e-12-3.69e-01-0.1561
286205SCAIA015-C-104HumanColorectumFAP4.10e-20-3.68e-01-0.1899
286205SCAIA001-C-014HumanColorectumFAP3.93e-10-3.13e-010.0135
286205SCAIA002-C-016HumanColorectumFAP3.60e-12-3.58e-010.0521
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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
∗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:00510566CervixCCregulation of small GTPase mediated signal transduction75/2311302/187231.54e-091.74e-0775
GO:00072656CervixCCRas protein signal transduction79/2311337/187239.49e-097.77e-0779
GO:00072666CervixCCRho protein signal transduction35/2311137/187231.77e-053.33e-0435
GO:00465785CervixCCregulation of Ras protein signal transduction44/2311189/187232.05e-053.73e-0444
GO:00512713CervixCCnegative regulation of cellular component movement73/2311367/187232.22e-053.95e-0473
GO:00400133CervixCCnegative regulation of locomotion76/2311391/187233.47e-055.60e-0476
GO:20001463CervixCCnegative regulation of cell motility71/2311359/187233.47e-055.60e-0471
GO:00303363CervixCCnegative regulation of cell migration68/2311344/187235.11e-057.70e-0468
GO:00350235CervixCCregulation of Rho protein signal transduction22/231186/187235.93e-045.60e-0322
GO:00510585CervixCCnegative regulation of small GTPase mediated signal transduction15/231156/187232.60e-031.80e-0215
GO:00350244CervixCCnegative regulation of Rho protein signal transduction8/231122/187233.43e-032.22e-028
GO:00465804CervixCCnegative regulation of Ras protein signal transduction13/231149/187235.34e-033.10e-0213
GO:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:0051056ColorectumADregulation of small GTPase mediated signal transduction94/3918302/187231.81e-053.76e-0494
GO:0046578ColorectumADregulation of Ras protein signal transduction56/3918189/187232.85e-032.14e-0256
GO:0051058ColorectumADnegative regulation of small GTPase mediated signal transduction21/391856/187233.26e-032.39e-0221
GO:0007266ColorectumADRho protein signal transduction42/3918137/187234.64e-033.16e-0242
GO:00510562ColorectumFAPregulation of small GTPase mediated signal transduction78/2622302/187233.25e-082.85e-0678
GO:00072652ColorectumFAPRas protein signal transduction80/2622337/187239.61e-074.33e-0580
GO:00465781ColorectumFAPregulation of Ras protein signal transduction47/2622189/187234.67e-059.60e-0447
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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
SCAISNVMissense_Mutationc.156T>Gp.His52Glnp.H52QQ8N9R8protein_codingdeleterious_low_confidence(0)benign(0.402)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCAISNVMissense_Mutationrs369558159c.901G>Ap.Ala301Thrp.A301TQ8N9R8protein_codingdeleterious(0.05)possibly_damaging(0.561)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SCAISNVMissense_Mutationc.400N>Ap.Val134Ilep.V134IQ8N9R8protein_codingtolerated(0.59)possibly_damaging(0.872)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SCAISNVMissense_Mutationc.833G>Ap.Arg278Hisp.R278HQ8N9R8protein_codingdeleterious(0)probably_damaging(0.989)TCGA-E2-A15A-06Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
SCAISNVMissense_Mutationrs761266346c.1555N>Tp.Arg519Cysp.R519CQ8N9R8protein_codingdeleterious(0.03)possibly_damaging(0.809)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SCAISNVMissense_Mutationc.1453N>Gp.Pro485Alap.P485AQ8N9R8protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-EK-A2IP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SCAISNVMissense_Mutationc.1060N>Cp.Glu354Glnp.E354QQ8N9R8protein_codingtolerated(0.17)probably_damaging(0.986)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SCAISNVMissense_Mutationc.1508A>Gp.Asn503Serp.N503SQ8N9R8protein_codingdeleterious(0.03)benign(0.199)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SCAISNVMissense_Mutationnovelc.892N>Ap.Leu298Metp.L298MQ8N9R8protein_codingdeleterious(0)probably_damaging(0.991)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SCAISNVMissense_Mutationnovelc.890N>Tp.Ser297Phep.S297FQ8N9R8protein_codingdeleterious(0.02)benign(0.023)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
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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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