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: SLFN5

Gene summary for SLFN5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLFN5

Gene ID

162394

Gene nameschlafen family member 5
Gene AliasSLFN5
Cytomap17q12
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

B4E128


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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
162394SLFN5P107T-EHumanEsophagusESCC4.06e-256.75e-010.171
162394SLFN5P126T-EHumanEsophagusESCC2.45e-091.01e+000.1125
162394SLFN5P127T-EHumanEsophagusESCC2.79e-153.93e-010.0826
162394SLFN5P128T-EHumanEsophagusESCC1.19e-278.95e-010.1241
162394SLFN5P130T-EHumanEsophagusESCC1.80e-072.19e-010.1676
162394SLFN5HCC2_MengHumanLiverHCC9.26e-181.54e-010.0107
162394SLFN5HCC1HumanLiverHCC3.20e-022.69e+000.5336
162394SLFN5HCC2HumanLiverHCC6.37e-047.76e-010.5341
162394SLFN5HCC5HumanLiverHCC2.02e-046.90e-010.4932
162394SLFN5Pt13.bHumanLiverHCC4.65e-101.92e-010.0251
162394SLFN5S027HumanLiverHCC6.32e-097.43e-010.2446
162394SLFN5S028HumanLiverHCC6.02e-095.56e-010.2503
162394SLFN5S029HumanLiverHCC2.30e-115.54e-010.2581
162394SLFN5RNA-P17T-P17T-2HumanLungIAC1.09e-066.68e-010.3371
162394SLFN5RNA-P17T-P17T-4HumanLungIAC1.63e-056.40e-010.343
162394SLFN5RNA-P17T-P17T-6HumanLungIAC1.55e-024.89e-010.3385
162394SLFN5RNA-P17T-P17T-8HumanLungIAC1.17e-054.55e-010.3329
162394SLFN5RNA-P6T2-P6T2-2HumanLungIAC5.40e-041.41e-01-0.0132
162394SLFN5RNA-P6T2-P6T2-3HumanLungIAC1.49e-027.97e-02-0.013
162394SLFN5C04HumanOral cavityOSCC2.68e-043.05e-010.2633
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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
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
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
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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
SLFN5SNVMissense_Mutationc.2433N>Ap.Met811Ilep.M811IQ08AF3protein_codingtolerated(0.14)benign(0.003)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SLFN5SNVMissense_Mutationrs200108679c.1100N>Tp.Ser367Leup.S367LQ08AF3protein_codingtolerated(1)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLFN5SNVMissense_Mutationc.2040N>Cp.Trp680Cysp.W680CQ08AF3protein_codingtolerated(0.05)probably_damaging(0.971)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLFN5SNVMissense_Mutationnovelc.760T>Cp.Ser254Prop.S254PQ08AF3protein_codingtolerated(0.25)possibly_damaging(0.5)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SLFN5SNVMissense_Mutationrs760275920c.1193N>Tp.Ser398Leup.S398LQ08AF3protein_codingtolerated(0.11)benign(0.007)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLFN5SNVMissense_Mutationrs372293965c.106N>Tp.Arg36Trpp.R36WQ08AF3protein_codingdeleterious(0.02)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLFN5SNVMissense_Mutationrs755184137c.1526N>Tp.Ser509Leup.S509LQ08AF3protein_codingtolerated(0.07)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLFN5SNVMissense_Mutationrs773377768c.2488N>Ap.Gly830Serp.G830SQ08AF3protein_codingtolerated(0.97)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLFN5SNVMissense_Mutationc.363N>Cp.Glu121Aspp.E121DQ08AF3protein_codingtolerated(0.37)benign(0)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
SLFN5SNVMissense_Mutationc.2338N>Ap.Leu780Ilep.L780IQ08AF3protein_codingdeleterious(0.01)benign(0.264)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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