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: SPNS1

Gene summary for SPNS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPNS1

Gene ID

83985

Gene namesphingolipid transporter 1 (putative)
Gene AliasHSpin1
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9H2V7


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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
83985SPNS1LZE2THumanEsophagusESCC2.18e-044.66e-010.082
83985SPNS1LZE4THumanEsophagusESCC6.19e-102.80e-010.0811
83985SPNS1LZE5THumanEsophagusESCC1.40e-063.36e-010.0514
83985SPNS1LZE7THumanEsophagusESCC4.33e-115.21e-010.0667
83985SPNS1LZE8THumanEsophagusESCC1.35e-072.65e-010.067
83985SPNS1LZE20THumanEsophagusESCC1.30e-103.51e-010.0662
83985SPNS1LZE21D1HumanEsophagusHGIN5.38e-033.94e-010.0632
83985SPNS1LZE22D1HumanEsophagusHGIN8.03e-042.01e-010.0595
83985SPNS1LZE22THumanEsophagusESCC1.15e-085.38e-010.068
83985SPNS1LZE24THumanEsophagusESCC5.96e-451.12e+000.0596
83985SPNS1LZE21THumanEsophagusESCC1.37e-063.66e-010.0655
83985SPNS1LZE6THumanEsophagusESCC2.96e-031.56e-010.0845
83985SPNS1P1T-EHumanEsophagusESCC1.23e-187.63e-010.0875
83985SPNS1P2T-EHumanEsophagusESCC1.03e-891.26e+000.1177
83985SPNS1P4T-EHumanEsophagusESCC9.78e-641.31e+000.1323
83985SPNS1P5T-EHumanEsophagusESCC5.17e-274.46e-010.1327
83985SPNS1P8T-EHumanEsophagusESCC6.89e-446.83e-010.0889
83985SPNS1P9T-EHumanEsophagusESCC1.37e-153.26e-010.1131
83985SPNS1P10T-EHumanEsophagusESCC1.35e-233.87e-010.116
83985SPNS1P11T-EHumanEsophagusESCC2.64e-311.09e+000.1426
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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
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
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
GO:001087611LiverCirrhoticlipid localization147/4634448/187236.24e-057.12e-04147
GO:000686911LiverCirrhoticlipid transport128/4634398/187234.54e-043.69e-03128
GO:001087621LiverHCClipid localization228/7958448/187231.80e-041.41e-03228
GO:000686921LiverHCClipid transport198/7958398/187231.92e-039.78e-03198
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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
SPNS1SNVMissense_Mutationc.47C>Gp.Pro16Argp.P16RQ9H2V7protein_codingtolerated(0.52)benign(0.026)TCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SPNS1SNVMissense_Mutationc.112N>Ap.Glu38Lysp.E38KQ9H2V7protein_codingtolerated(0.71)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SPNS1SNVMissense_Mutationnovelc.919G>Ap.Glu307Lysp.E307KQ9H2V7protein_codingtolerated(0.8)benign(0.01)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SPNS1SNVMissense_Mutationnovelc.796N>Tp.Ala266Serp.A266SQ9H2V7protein_codingtolerated(0.5)benign(0.034)TCGA-BH-A0HQ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
SPNS1SNVMissense_Mutationnovelc.796N>Tp.Ala266Serp.A266SQ9H2V7protein_codingtolerated(0.5)benign(0.034)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SPNS1SNVMissense_Mutationnovelc.531N>Ap.Asp177Glup.D177EQ9H2V7protein_codingdeleterious(0)probably_damaging(0.956)TCGA-LL-A6FP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SPNS1deletionFrame_Shift_Delnovelc.127delGp.Asp43ThrfsTer19p.D43Tfs*19Q9H2V7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SPNS1SNVMissense_Mutationnovelc.878G>Tp.Trp293Leup.W293LQ9H2V7protein_codingdeleterious(0.02)probably_damaging(0.957)TCGA-C5-A8YT-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SPNS1SNVMissense_Mutationnovelc.1207N>Ap.Ala403Thrp.A403TQ9H2V7protein_codingtolerated(0.18)benign(0.241)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SPNS1SNVMissense_Mutationrs766964284c.561N>Ap.Met187Ilep.M187IQ9H2V7protein_codingdeleterious(0)possibly_damaging(0.449)TCGA-EX-A1H6-01Cervixcervical & endocervical cancerFemale<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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