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: SAP30L

Gene summary for SAP30L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SAP30L

Gene ID

79685

Gene nameSAP30 like
Gene AliasNS4ATP2
Cytomap5q33.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9HAJ7


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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
79685SAP30LHCC1_MengHumanLiverHCC2.05e-374.79e-020.0246
79685SAP30LHCC2_MengHumanLiverHCC4.49e-137.17e-020.0107
79685SAP30LHCC1HumanLiverHCC8.98e-093.03e+000.5336
79685SAP30LHCC2HumanLiverHCC1.17e-113.07e+000.5341
79685SAP30LS028HumanLiverHCC1.54e-094.00e-010.2503
79685SAP30LS029HumanLiverHCC4.21e-094.33e-010.2581
79685SAP30LC04HumanOral cavityOSCC1.93e-083.23e-010.2633
79685SAP30LC30HumanOral cavityOSCC1.45e-241.08e+000.3055
79685SAP30LC38HumanOral cavityOSCC1.82e-065.74e-010.172
79685SAP30LC43HumanOral cavityOSCC3.16e-051.37e-010.1704
79685SAP30LC46HumanOral cavityOSCC1.01e-042.59e-010.1673
79685SAP30LC51HumanOral cavityOSCC1.96e-063.55e-010.2674
79685SAP30LC57HumanOral cavityOSCC1.12e-022.96e-010.1679
79685SAP30LC08HumanOral cavityOSCC7.90e-244.35e-010.1919
79685SAP30LLN46HumanOral cavityOSCC2.30e-074.29e-010.1666
79685SAP30LSYSMH1HumanOral cavityOSCC3.85e-041.12e-010.1127
79685SAP30LSYSMH2HumanOral cavityOSCC5.73e-103.15e-010.2326
79685SAP30LSYSMH3HumanOral cavityOSCC1.04e-122.32e-010.2442
79685SAP30LSYSMH6HumanOral cavityOSCC1.45e-021.25e-010.1275
79685SAP30LGSM5252131_BPH340PrSF_ViaHumanProstateBPH3.79e-025.06e-02-0.2126
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516921LiverHCCEpstein-Barr virus infection128/4020202/84653.17e-062.79e-051.55e-05128
hsa0516931LiverHCCEpstein-Barr virus infection128/4020202/84653.17e-062.79e-051.55e-05128
hsa0516928Oral cavityOSCCEpstein-Barr virus infection144/3704202/84651.08e-153.60e-141.83e-14144
hsa05169113Oral cavityOSCCEpstein-Barr virus infection144/3704202/84651.08e-153.60e-141.83e-14144
hsa0516926ProstateBPHEpstein-Barr virus infection70/1718202/84651.06e-069.74e-066.03e-0670
hsa05169112ProstateBPHEpstein-Barr virus infection70/1718202/84651.06e-069.74e-066.03e-0670
hsa0516927ProstateTumorEpstein-Barr virus infection72/1791202/84651.15e-061.09e-056.73e-0672
hsa0516935ProstateTumorEpstein-Barr virus infection72/1791202/84651.15e-061.09e-056.73e-0672
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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
SAP30LSNVMissense_Mutationc.254N>Ap.Arg85Glnp.R85QQ9HAJ7protein_codingdeleterious(0)probably_damaging(0.979)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SAP30LSNVMissense_Mutationrs201712433c.527C>Tp.Ser176Leup.S176LQ9HAJ7protein_codingtolerated(0.38)benign(0)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
SAP30LSNVMissense_Mutationc.254N>Ap.Arg85Glnp.R85QQ9HAJ7protein_codingdeleterious(0)probably_damaging(0.979)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
SAP30LSNVMissense_Mutationnovelc.200G>Ap.Ser67Asnp.S67NQ9HAJ7protein_codingtolerated(0.3)benign(0.003)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SAP30LSNVMissense_Mutationrs201712433c.527N>Tp.Ser176Leup.S176LQ9HAJ7protein_codingtolerated(0.38)benign(0)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SAP30LSNVMissense_Mutationc.531G>Tp.Glu177Aspp.E177DQ9HAJ7protein_codingtolerated(1)benign(0.003)TCGA-95-7039-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownPD
SAP30LSNVMissense_Mutationc.371N>Tp.Arg124Leup.R124LQ9HAJ7protein_codingdeleterious(0)probably_damaging(0.986)TCGA-95-7947-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
SAP30LSNVMissense_Mutationnovelc.522N>Cp.Gln174Hisp.Q174HQ9HAJ7protein_codingtolerated(0.35)benign(0)TCGA-CN-4723-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
SAP30LSNVMissense_Mutationc.237N>Ap.Asn79Lysp.N79KQ9HAJ7protein_codingtolerated(0.16)probably_damaging(0.995)TCGA-BR-6452-01Stomachstomach adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SAP30LSNVMissense_Mutationc.421N>Ap.Glu141Lysp.E141KQ9HAJ7protein_codingdeleterious(0.03)possibly_damaging(0.817)TCGA-CG-5732-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapymitomycinPD
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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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