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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: SS18

Gene summary for SS18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SS18

Gene ID

6760

Gene nameSS18 subunit of BAF chromatin remodeling complex
Gene AliasSMARCL1
Cytomap18q11.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

A0A024RC40


Top

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
6760SS18LZE4THumanEsophagusESCC3.73e-072.01e-010.0811
6760SS18LZE7THumanEsophagusESCC6.00e-033.88e-010.0667
6760SS18LZE8THumanEsophagusESCC8.00e-062.35e-010.067
6760SS18LZE20THumanEsophagusESCC6.76e-051.41e-010.0662
6760SS18LZE21D1HumanEsophagusHGIN3.75e-021.69e-010.0632
6760SS18LZE24THumanEsophagusESCC2.79e-135.52e-010.0596
6760SS18P2T-EHumanEsophagusESCC6.18e-377.16e-010.1177
6760SS18P4T-EHumanEsophagusESCC3.29e-196.76e-010.1323
6760SS18P5T-EHumanEsophagusESCC6.94e-081.78e-010.1327
6760SS18P8T-EHumanEsophagusESCC6.50e-303.87e-010.0889
6760SS18P9T-EHumanEsophagusESCC4.13e-195.55e-010.1131
6760SS18P10T-EHumanEsophagusESCC3.73e-241.66e-010.116
6760SS18P11T-EHumanEsophagusESCC2.46e-113.29e-010.1426
6760SS18P12T-EHumanEsophagusESCC9.50e-225.30e-010.1122
6760SS18P15T-EHumanEsophagusESCC4.05e-255.68e-010.1149
6760SS18P16T-EHumanEsophagusESCC2.33e-244.37e-010.1153
6760SS18P17T-EHumanEsophagusESCC1.67e-054.84e-010.1278
6760SS18P20T-EHumanEsophagusESCC1.40e-224.79e-010.1124
6760SS18P21T-EHumanEsophagusESCC2.06e-225.29e-010.1617
6760SS18P22T-EHumanEsophagusESCC2.43e-194.79e-010.1236
Page: 1 2 3 4 5 6 

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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00198277EsophagusHGINstem cell population maintenance39/2587131/187231.63e-066.14e-0539
GO:00987278EsophagusHGINmaintenance of cell number39/2587134/187233.02e-061.03e-0439
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:009872714EsophagusESCCmaintenance of cell number90/8552134/187233.94e-075.43e-0690
GO:001982714EsophagusESCCstem cell population maintenance88/8552131/187235.23e-076.97e-0688
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:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
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:00480133EsophagusESCCephrin receptor signaling pathway33/855251/187234.77e-031.85e-0233
GO:001635816EsophagusESCCdendrite development130/8552243/187238.33e-032.95e-02130
GO:00094107LiverNAFLDresponse to xenobiotic stimulus88/1882462/187232.53e-094.11e-0788
GO:00226047LiverNAFLDregulation of cell morphogenesis62/1882309/187238.35e-087.09e-0662
Page: 1 2 3 4 5 6 

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
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
SS18SNVMissense_Mutationc.199N>Ap.Ser67Thrp.S67TQ15532protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
SS18SNVMissense_Mutationc.635C>Gp.Ser212Cysp.S212CQ15532protein_codingdeleterious_low_confidence(0)probably_damaging(0.922)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SS18SNVMissense_Mutationc.236N>Ap.Pro79Hisp.P79HQ15532protein_codingdeleterious(0.02)probably_damaging(0.969)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SS18SNVMissense_Mutationc.637C>Gp.Gln213Glup.Q213EQ15532protein_codingdeleterious_low_confidence(0.05)possibly_damaging(0.449)TCGA-C8-A26W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
SS18SNVMissense_Mutationrs377058145c.295C>Tp.Pro99Serp.P99SQ15532protein_codingtolerated_low_confidence(0.86)benign(0.063)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SS18insertionFrame_Shift_Insnovelc.1253_1254insAAAATCTp.Ter419LysfsTer37p.*419Kfs*37Q15532protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
SS18SNVMissense_Mutationnovelc.373N>Ap.Gly125Serp.G125SQ15532protein_codingtolerated_low_confidence(0.06)benign(0.389)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SS18SNVMissense_Mutationrs753910503c.476N>Tp.Ser159Phep.S159FQ15532protein_codingdeleterious(0)probably_damaging(0.972)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
SS18SNVMissense_Mutationc.450N>Tp.Met150Ilep.M150IQ15532protein_codingtolerated_low_confidence(0.18)benign(0.391)TCGA-AA-3994-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabineCR
SS18insertionIn_Frame_Insnovelc.974_975insTGATAAp.Gly325_Asn326insAspLysp.G325_N326insDKQ15532protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 

Top

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
Page: 1