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: SS18L1

Gene summary for SS18L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SS18L1

Gene ID

26039

Gene nameSS18L1 subunit of BAF chromatin remodeling complex
Gene AliasCREST
Cytomap20q13.33
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

O75177


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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
26039SS18L1LZE4THumanEsophagusESCC3.43e-021.22e-020.0811
26039SS18L1LZE20THumanEsophagusESCC2.13e-045.41e-020.0662
26039SS18L1LZE24THumanEsophagusESCC6.65e-075.87e-020.0596
26039SS18L1P1T-EHumanEsophagusESCC2.69e-021.08e-010.0875
26039SS18L1P2T-EHumanEsophagusESCC3.67e-045.12e-020.1177
26039SS18L1P4T-EHumanEsophagusESCC3.30e-051.08e-020.1323
26039SS18L1P5T-EHumanEsophagusESCC1.24e-073.69e-020.1327
26039SS18L1P8T-EHumanEsophagusESCC2.05e-051.11e-020.0889
26039SS18L1P9T-EHumanEsophagusESCC8.58e-083.83e-020.1131
26039SS18L1P10T-EHumanEsophagusESCC6.55e-192.61e-010.116
26039SS18L1P12T-EHumanEsophagusESCC2.15e-121.73e-010.1122
26039SS18L1P15T-EHumanEsophagusESCC7.70e-128.11e-020.1149
26039SS18L1P16T-EHumanEsophagusESCC1.29e-161.80e-010.1153
26039SS18L1P17T-EHumanEsophagusESCC1.18e-031.14e-010.1278
26039SS18L1P20T-EHumanEsophagusESCC4.19e-172.26e-010.1124
26039SS18L1P21T-EHumanEsophagusESCC9.97e-114.20e-020.1617
26039SS18L1P22T-EHumanEsophagusESCC4.30e-085.12e-020.1236
26039SS18L1P23T-EHumanEsophagusESCC4.32e-081.30e-010.108
26039SS18L1P26T-EHumanEsophagusESCC3.24e-064.85e-020.1276
26039SS18L1P27T-EHumanEsophagusESCC2.77e-075.12e-020.1055
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:002260420EsophagusESCCregulation of cell morphogenesis180/8552309/187235.19e-065.45e-05180
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:001072010EsophagusESCCpositive regulation of cell development172/8552298/187231.74e-051.55e-04172
GO:005076710EsophagusESCCregulation of neurogenesis203/8552364/187236.10e-054.68e-04203
GO:00507697EsophagusESCCpositive regulation of neurogenesis131/8552225/187239.71e-056.90e-04131
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:001076920EsophagusESCCregulation of cell morphogenesis involved in differentiation61/855296/187233.12e-041.85e-0361
GO:00519606EsophagusESCCregulation of nervous system development237/8552443/187235.02e-042.78e-03237
GO:001077018EsophagusESCCpositive regulation of cell morphogenesis involved in differentiation51/855279/187235.48e-043.00e-0351
GO:00519625EsophagusESCCpositive regulation of nervous system development149/8552272/187231.50e-037.06e-03149
GO:001635816EsophagusESCCdendrite development130/8552243/187238.33e-032.95e-02130
GO:00226047LiverNAFLDregulation of cell morphogenesis62/1882309/187238.35e-087.09e-0662
GO:00107697LiverNAFLDregulation of cell morphogenesis involved in differentiation24/188296/187231.98e-055.62e-0424
GO:00163585LiverNAFLDdendrite development43/1882243/187231.70e-043.07e-0343
GO:00313465LiverNAFLDpositive regulation of cell projection organization57/1882353/187232.19e-043.73e-0357
GO:00063255LiverNAFLDchromatin organization64/1882409/187232.31e-043.89e-0364
GO:00107707LiverNAFLDpositive regulation of cell morphogenesis involved in differentiation19/188279/187232.42e-044.06e-0319
GO:00488133LiverNAFLDdendrite morphogenesis29/1882146/187232.63e-044.26e-0329
GO:00109755LiverNAFLDregulation of neuron projection development64/1882445/187232.12e-032.08e-0264
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
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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
SS18L1SNVMissense_Mutationrs140015301c.464N>Tp.Ala155Valp.A155VO75177protein_codingtolerated_low_confidence(0.05)benign(0.06)TCGA-A2-A0CO-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
SS18L1SNVMissense_Mutationnovelc.298N>Tp.His100Tyrp.H100YO75177protein_codingdeleterious(0)probably_damaging(0.99)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SS18L1SNVMissense_Mutationnovelc.1064A>Gp.Tyr355Cysp.Y355CO75177protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.996)TCGA-HM-A6W2-06Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SS18L1SNVMissense_Mutationnovelc.758N>Gp.Tyr253Cysp.Y253CO75177protein_codingdeleterious_low_confidence(0)probably_damaging(0.997)TCGA-VS-A9V4-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SS18L1SNVMissense_Mutationc.791C>Tp.Ala264Valp.A264VO75177protein_codingdeleterious_low_confidence(0.02)benign(0.06)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
SS18L1SNVMissense_Mutationnovelc.1142N>Gp.Gln381Argp.Q381RO75177protein_codingdeleterious_low_confidence(0)probably_damaging(0.953)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SS18L1SNVMissense_Mutationc.1088N>Ap.Gly363Aspp.G363DO75177protein_codingdeleterious_low_confidence(0)benign(0.43)TCGA-CM-5860-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinSD
SS18L1SNVMissense_Mutationrs746253864c.143C>Tp.Thr48Metp.T48MO75177protein_codingdeleterious(0.04)benign(0.369)TCGA-F4-6463-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SS18L1SNVMissense_Mutationnovelc.875N>Gp.Asp292Glyp.D292GO75177protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.629)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SS18L1SNVMissense_Mutationrs753325512c.610G>Ap.Gly204Serp.G204SO75177protein_codingtolerated_low_confidence(0.06)possibly_damaging(0.747)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<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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