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: SIL1

Gene summary for SIL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SIL1

Gene ID

64374

Gene nameSIL1 nucleotide exchange factor
Gene AliasBAP
Cytomap5q31.2
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

A0A0S2Z6B4


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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
64374SIL1CCI_2HumanCervixCC7.03e-046.96e-010.5249
64374SIL1CCI_3HumanCervixCC5.37e-045.86e-010.516
64374SIL1L1HumanCervixCC2.92e-03-1.99e-010.0802
64374SIL1HTA11_3410_2000001011HumanColorectumAD2.92e-09-3.94e-010.0155
64374SIL1HTA11_1938_2000001011HumanColorectumAD1.15e-02-7.50e-02-0.0811
64374SIL1HTA11_866_3004761011HumanColorectumAD1.74e-02-2.57e-010.096
64374SIL1A015-C-203HumanColorectumFAP1.07e-25-2.28e-01-0.1294
64374SIL1A015-C-204HumanColorectumFAP1.10e-04-1.16e-01-0.0228
64374SIL1A014-C-040HumanColorectumFAP2.58e-03-2.06e-01-0.1184
64374SIL1A002-C-201HumanColorectumFAP5.32e-09-1.07e-010.0324
64374SIL1A002-C-203HumanColorectumFAP5.50e-039.66e-020.2786
64374SIL1A001-C-119HumanColorectumFAP1.41e-05-2.25e-01-0.1557
64374SIL1A001-C-108HumanColorectumFAP4.40e-14-8.12e-02-0.0272
64374SIL1A002-C-205HumanColorectumFAP2.16e-18-2.30e-01-0.1236
64374SIL1A015-C-006HumanColorectumFAP6.22e-13-2.61e-01-0.0994
64374SIL1A015-C-106HumanColorectumFAP1.49e-08-1.57e-01-0.0511
64374SIL1A002-C-114HumanColorectumFAP3.66e-18-1.89e-01-0.1561
64374SIL1A015-C-104HumanColorectumFAP3.69e-27-3.25e-01-0.1899
64374SIL1A001-C-014HumanColorectumFAP4.43e-10-1.23e-010.0135
64374SIL1A002-C-016HumanColorectumFAP2.67e-19-1.08e-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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:000660510CervixCCprotein targeting68/2311314/187232.17e-066.55e-0568
GO:00901509CervixCCestablishment of protein localization to membrane54/2311260/187237.67e-051.05e-0354
GO:00064579CervixCCprotein folding44/2311212/187233.43e-043.59e-0344
GO:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0006457ColorectumADprotein folding73/3918212/187233.24e-069.10e-0573
GO:00901504ColorectumFAPestablishment of protein localization to membrane69/2622260/187236.40e-084.54e-0669
GO:00066054ColorectumFAPprotein targeting74/2622314/187233.21e-061.17e-0474
GO:0006612ColorectumFAPprotein targeting to membrane30/2622131/187233.95e-032.75e-0230
GO:00064574ColorectumFAPprotein folding44/2622212/187234.36e-032.98e-0244
GO:00901505ColorectumCRCestablishment of protein localization to membrane51/2078260/187233.59e-059.05e-0451
GO:00066055ColorectumCRCprotein targeting54/2078314/187237.17e-049.28e-0354
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:00066124EsophagusESCCprotein targeting to membrane83/8552131/187233.31e-052.73e-0483
GO:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:00066057LiverCirrhoticprotein targeting148/4634314/187233.86e-186.20e-16148
GO:00901507LiverCirrhoticestablishment of protein localization to membrane123/4634260/187231.85e-152.15e-13123
GO:00066122LiverCirrhoticprotein targeting to membrane53/4634131/187235.17e-055.95e-0453
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414120CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04141110CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041418ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa041419ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414116LungIACProtein processing in endoplasmic reticulum37/1053174/84656.53e-045.73e-033.81e-0337
hsa0414117LungIACProtein processing in endoplasmic reticulum37/1053174/84656.53e-045.73e-033.81e-0337
hsa0414123LungAISProtein processing in endoplasmic reticulum35/961174/84654.88e-044.39e-032.81e-0335
hsa0414133LungAISProtein processing in endoplasmic reticulum35/961174/84654.88e-044.39e-032.81e-0335
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa0414145Oral cavityEOLPProtein processing in endoplasmic reticulum70/1218174/84652.84e-173.06e-151.81e-1570
hsa0414155Oral cavityEOLPProtein processing in endoplasmic reticulum70/1218174/84652.84e-173.06e-151.81e-1570
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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
SIL1SNVMissense_Mutationnovelc.126C>Gp.Asn42Lysp.N42KQ9H173protein_codingtolerated(1)benign(0.003)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SIL1SNVMissense_Mutationc.299G>Cp.Arg100Thrp.R100TQ9H173protein_codingdeleterious(0)benign(0.389)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
SIL1deletionFrame_Shift_Delnovelc.563delNp.Leu188ArgfsTer44p.L188Rfs*44Q9H173protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SIL1deletionFrame_Shift_Delnovelc.315delNp.Gln105HisfsTer10p.Q105Hfs*10Q9H173protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SIL1SNVMissense_Mutationnovelc.88C>Ap.Leu30Ilep.L30IQ9H173protein_codingdeleterious(0.04)benign(0.359)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SIL1SNVMissense_Mutationrs567676273c.332N>Ap.Arg111Glnp.R111QQ9H173protein_codingtolerated(0.32)benign(0)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SIL1SNVMissense_Mutationnovelc.226T>Cp.Trp76Argp.W76RQ9H173protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SIL1SNVMissense_Mutationnovelc.866T>Cp.Val289Alap.V289AQ9H173protein_codingtolerated(0.86)benign(0.001)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SIL1SNVMissense_Mutationnovelc.796G>Ap.Glu266Lysp.E266KQ9H173protein_codingdeleterious(0)possibly_damaging(0.775)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SIL1SNVMissense_Mutationnovelc.193N>Ap.Glu65Lysp.E65KQ9H173protein_codingtolerated(0.06)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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