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: SS18L2

Gene summary for SS18L2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SS18L2

Gene ID

51188

Gene nameSS18 like 2
Gene AliasKIAA-iso
Cytomap3p22.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A024R2Q8


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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
51188SS18L2LZE2DHumanEsophagusHGIN2.98e-021.52e-010.0642
51188SS18L2LZE4THumanEsophagusESCC2.08e-045.11e-010.0811
51188SS18L2LZE5THumanEsophagusESCC1.09e-042.88e-010.0514
51188SS18L2LZE7THumanEsophagusESCC1.14e-083.93e-010.0667
51188SS18L2LZE8THumanEsophagusESCC3.85e-041.89e-010.067
51188SS18L2LZE20THumanEsophagusESCC1.27e-105.52e-020.0662
51188SS18L2LZE24THumanEsophagusESCC3.12e-227.46e-010.0596
51188SS18L2LZE21THumanEsophagusESCC1.73e-054.83e-010.0655
51188SS18L2LZE6THumanEsophagusESCC2.60e-043.77e-010.0845
51188SS18L2P1T-EHumanEsophagusESCC8.91e-123.87e-010.0875
51188SS18L2P2T-EHumanEsophagusESCC6.02e-233.02e-010.1177
51188SS18L2P4T-EHumanEsophagusESCC4.68e-471.37e+000.1323
51188SS18L2P5T-EHumanEsophagusESCC8.64e-194.39e-010.1327
51188SS18L2P8T-EHumanEsophagusESCC4.27e-193.73e-010.0889
51188SS18L2P9T-EHumanEsophagusESCC8.98e-226.20e-010.1131
51188SS18L2P10T-EHumanEsophagusESCC4.74e-334.81e-010.116
51188SS18L2P11T-EHumanEsophagusESCC1.48e-124.15e-010.1426
51188SS18L2P12T-EHumanEsophagusESCC1.07e-581.03e+000.1122
51188SS18L2P15T-EHumanEsophagusESCC1.07e-183.22e-010.1149
51188SS18L2P16T-EHumanEsophagusESCC6.37e-253.30e-010.1153
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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
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
∗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: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:002260412LiverCirrhoticregulation of cell morphogenesis127/4634309/187231.45e-107.44e-09127
GO:001076912LiverCirrhoticregulation of cell morphogenesis involved in differentiation43/463496/187231.42e-051.97e-0443
GO:001077012LiverCirrhoticpositive regulation of cell morphogenesis involved in differentiation35/463479/187231.13e-041.14e-0335
GO:00107205LiverCirrhoticpositive regulation of cell development99/4634298/187235.71e-044.46e-0399
GO:002260422LiverHCCregulation of cell morphogenesis188/7958309/187234.84e-111.82e-09188
GO:001076922LiverHCCregulation of cell morphogenesis involved in differentiation65/795896/187235.17e-078.37e-0665
GO:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
GO:001077022LiverHCCpositive regulation of cell morphogenesis involved in differentiation53/795879/187238.69e-061.02e-0453
GO:001072011LiverHCCpositive regulation of cell development155/7958298/187235.39e-043.48e-03155
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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
SS18L2SNVMissense_Mutationnovelc.217T>Cp.Ser73Prop.S73PQ9UHA2protein_codingdeleterious(0.04)benign(0.003)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
SS18L2SNVMissense_Mutationnovelc.63N>Gp.Ile21Metp.I21MQ9UHA2protein_codingdeleterious(0)possibly_damaging(0.459)TCGA-64-1678-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapycarboplatinSD
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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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