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: SPG11

Gene summary for SPG11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPG11

Gene ID

80208

Gene nameSPG11 vesicle trafficking associated, spatacsin
Gene AliasALS5
Cytomap15q21.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q96JI7


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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
80208SPG11HTA11_347_2000001011HumanColorectumAD1.72e-105.69e-01-0.1954
80208SPG11HTA11_6818_2000001021HumanColorectumAD3.78e-02-3.69e-010.0588
80208SPG11HTA11_99999971662_82457HumanColorectumMSS2.57e-03-2.83e-010.3859
80208SPG11F007HumanColorectumFAP1.97e-06-4.76e-010.1176
80208SPG11A001-C-207HumanColorectumFAP1.40e-03-2.50e-010.1278
80208SPG11A015-C-203HumanColorectumFAP1.53e-31-3.16e-01-0.1294
80208SPG11A015-C-204HumanColorectumFAP7.72e-06-2.21e-01-0.0228
80208SPG11A014-C-040HumanColorectumFAP1.34e-03-2.09e-01-0.1184
80208SPG11A002-C-201HumanColorectumFAP4.80e-14-2.97e-010.0324
80208SPG11A002-C-203HumanColorectumFAP2.67e-07-1.77e-010.2786
80208SPG11A001-C-119HumanColorectumFAP1.43e-06-2.61e-01-0.1557
80208SPG11A001-C-108HumanColorectumFAP3.89e-16-1.11e-01-0.0272
80208SPG11A002-C-205HumanColorectumFAP6.30e-25-2.73e-01-0.1236
80208SPG11A001-C-104HumanColorectumFAP2.55e-04-7.82e-020.0184
80208SPG11A015-C-005HumanColorectumFAP3.85e-04-1.23e-01-0.0336
80208SPG11A015-C-006HumanColorectumFAP7.15e-18-1.86e-01-0.0994
80208SPG11A015-C-106HumanColorectumFAP1.47e-14-1.66e-01-0.0511
80208SPG11A002-C-114HumanColorectumFAP1.28e-19-2.96e-01-0.1561
80208SPG11A015-C-104HumanColorectumFAP5.07e-34-2.76e-01-0.1899
80208SPG11A001-C-014HumanColorectumFAP1.70e-18-2.98e-010.0135
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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:0051656ColorectumADestablishment of organelle localization131/3918390/187233.00e-092.06e-07131
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0051650ColorectumADestablishment of vesicle localization57/3918161/187231.47e-053.15e-0457
GO:0007409ColorectumADaxonogenesis122/3918418/187233.36e-056.15e-04122
GO:0051648ColorectumADvesicle localization59/3918177/187237.83e-051.25e-0359
GO:0061564ColorectumADaxon development132/3918467/187238.40e-051.31e-03132
GO:0030705ColorectumADcytoskeleton-dependent intracellular transport60/3918195/187237.56e-047.59e-0360
GO:0048588ColorectumADdevelopmental cell growth67/3918234/187233.03e-032.25e-0267
GO:0048675ColorectumADaxon extension38/3918120/187233.76e-032.65e-0238
GO:0007033ColorectumADvacuole organization53/3918180/187234.18e-032.89e-0253
GO:0060560ColorectumADdevelopmental growth involved in morphogenesis66/3918234/187234.75e-033.22e-0266
GO:0048284ColorectumADorganelle fusion42/3918141/187238.04e-034.73e-0242
GO:00516562ColorectumMSSestablishment of organelle localization115/3467390/187237.30e-083.67e-06115
GO:00160502ColorectumMSSvesicle organization93/3467300/187231.04e-074.97e-0693
GO:00516502ColorectumMSSestablishment of vesicle localization51/3467161/187233.92e-057.45e-0451
GO:00160492ColorectumMSScell growth123/3467482/187237.15e-051.21e-03123
GO:00516482ColorectumMSSvesicle localization53/3467177/187231.47e-042.16e-0353
GO:00074092ColorectumMSSaxonogenesis105/3467418/187234.32e-045.23e-03105
GO:00615642ColorectumMSSaxon development115/3467467/187235.33e-046.00e-03115
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa050141ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa050224ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa050144ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa050225ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa050145ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa050228ColorectumFAPPathways of neurodegeneration - multiple diseases117/1404476/84652.81e-064.47e-052.72e-05117
hsa050148ColorectumFAPAmyotrophic lateral sclerosis91/1404364/84651.84e-052.36e-041.44e-0491
hsa050229ColorectumFAPPathways of neurodegeneration - multiple diseases117/1404476/84652.81e-064.47e-052.72e-05117
hsa050149ColorectumFAPAmyotrophic lateral sclerosis91/1404364/84651.84e-052.36e-041.44e-0491
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
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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
SPG11SNVMissense_Mutationnovelc.3438C>Gp.Ile1146Metp.I1146MQ96JI7protein_codingdeleterious(0)benign(0.028)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
SPG11SNVMissense_Mutationc.6256C>Gp.Leu2086Valp.L2086VQ96JI7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SPG11SNVMissense_Mutationc.6092G>Ap.Arg2031Glnp.R2031QQ96JI7protein_codingdeleterious(0)possibly_damaging(0.809)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
SPG11SNVMissense_Mutationrs753466044c.7015G>Ap.Glu2339Lysp.E2339KQ96JI7protein_codingdeleterious(0)possibly_damaging(0.661)TCGA-B6-A0WZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SPG11SNVMissense_Mutationrs758008249c.6621N>Gp.Ile2207Metp.I2207MQ96JI7protein_codingdeleterious(0)probably_damaging(0.992)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SPG11SNVMissense_Mutationc.1028N>Tp.Ser343Leup.S343LQ96JI7protein_codingtolerated(0.23)benign(0.009)TCGA-BH-A0WA-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SPG11SNVMissense_Mutationc.1694N>Gp.Ser565Cysp.S565CQ96JI7protein_codingdeleterious(0.01)benign(0.213)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
SPG11insertionIn_Frame_Insnovelc.7000_7001insACTp.Ala2334delinsAspSerp.A2334delinsDSQ96JI7protein_codingTCGA-A8-A090-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SPG11insertionFrame_Shift_Insnovelc.7000-1_7000insCCTGGGCAACAGAGTAAp.Ala2334ProfsTer28p.A2334Pfs*28Q96JI7protein_codingTCGA-A8-A090-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SPG11insertionNonsense_Mutationnovelc.4167_4168insGTAAGTACCCAGAGAACAATAGAATAAGTAATGAGGp.Lys1389_Ser1390insValSerThrGlnArgThrIleGluTerValMetArgp.K1389_S1390insVSTQRTIE*VMRQ96JI7protein_codingTCGA-AN-A03Y-01Breastbreast invasive carcinomaFemale>=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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