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: SPATC1L

Gene summary for SPATC1L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPATC1L

Gene ID

84221

Gene namespermatogenesis and centriole associated 1 like
Gene AliasC21orf56
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9H0A9


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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
84221SPATC1LLZE4THumanEsophagusESCC1.46e-041.76e-010.0811
84221SPATC1LLZE24THumanEsophagusESCC2.02e-051.45e-010.0596
84221SPATC1LP2T-EHumanEsophagusESCC4.62e-193.79e-010.1177
84221SPATC1LP4T-EHumanEsophagusESCC2.04e-337.43e-010.1323
84221SPATC1LP5T-EHumanEsophagusESCC1.15e-152.84e-010.1327
84221SPATC1LP8T-EHumanEsophagusESCC1.43e-161.39e-010.0889
84221SPATC1LP9T-EHumanEsophagusESCC1.85e-153.61e-010.1131
84221SPATC1LP10T-EHumanEsophagusESCC5.32e-214.22e-010.116
84221SPATC1LP11T-EHumanEsophagusESCC3.94e-133.81e-010.1426
84221SPATC1LP12T-EHumanEsophagusESCC4.58e-214.80e-010.1122
84221SPATC1LP15T-EHumanEsophagusESCC7.42e-102.06e-010.1149
84221SPATC1LP16T-EHumanEsophagusESCC4.54e-345.61e-010.1153
84221SPATC1LP17T-EHumanEsophagusESCC7.41e-093.96e-010.1278
84221SPATC1LP19T-EHumanEsophagusESCC1.81e-043.88e-010.1662
84221SPATC1LP21T-EHumanEsophagusESCC2.55e-346.62e-010.1617
84221SPATC1LP22T-EHumanEsophagusESCC2.76e-071.87e-010.1236
84221SPATC1LP23T-EHumanEsophagusESCC7.92e-123.66e-010.108
84221SPATC1LP24T-EHumanEsophagusESCC6.04e-173.26e-010.1287
84221SPATC1LP26T-EHumanEsophagusESCC8.32e-386.10e-010.1276
84221SPATC1LP27T-EHumanEsophagusESCC3.90e-274.74e-010.1055
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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
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:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:00719029EsophagusESCCpositive regulation of protein serine/threonine kinase activity124/8552200/187232.27e-062.61e-05124
GO:004586018EsophagusESCCpositive regulation of protein kinase activity219/8552386/187236.91e-066.97e-05219
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:000815420EsophagusESCCactin polymerization or depolymerization130/8552218/187232.19e-051.88e-04130
GO:000701522LiverHCCactin filament organization252/7958442/187233.83e-101.25e-08252
GO:000815422LiverHCCactin polymerization or depolymerization130/7958218/187232.31e-074.14e-06130
GO:007190021LiverHCCregulation of protein serine/threonine kinase activity189/7958359/187235.97e-055.47e-04189
GO:004586021LiverHCCpositive regulation of protein kinase activity194/7958386/187231.16e-036.54e-03194
GO:003367411LiverHCCpositive regulation of kinase activity230/7958467/187231.72e-038.95e-03230
GO:007190010Oral cavityOSCCregulation of protein serine/threonine kinase activity201/7305359/187233.90e-111.27e-09201
GO:000701520Oral cavityOSCCactin filament organization230/7305442/187231.37e-082.77e-07230
GO:004586016Oral cavityOSCCpositive regulation of protein kinase activity194/7305386/187233.90e-064.59e-05194
GO:000815418Oral cavityOSCCactin polymerization or depolymerization117/7305218/187237.38e-068.04e-05117
GO:003367418Oral cavityOSCCpositive regulation of kinase activity228/7305467/187238.31e-068.90e-05228
GO:00719028Oral cavityOSCCpositive regulation of protein serine/threonine kinase activity107/7305200/187232.12e-052.02e-04107
GO:0007015110Oral cavityLPactin filament organization143/4623442/187231.44e-041.65e-03143
GO:007190015Oral cavityLPregulation of protein serine/threonine kinase activity119/4623359/187231.70e-041.90e-03119
GO:000815419Oral cavityLPactin polymerization or depolymerization76/4623218/187234.67e-044.42e-0376
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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
SPATC1LSNVMissense_Mutationrs766419736c.875N>Ap.Arg292Hisp.R292HQ9H0A9protein_codingtolerated(0.39)possibly_damaging(0.818)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
SPATC1LSNVMissense_Mutationnovelc.84N>Ap.Asn28Lysp.N28KQ9H0A9protein_codingdeleterious(0)probably_damaging(0.986)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
SPATC1LSNVMissense_Mutationc.465N>Cp.Met155Ilep.M155IQ9H0A9protein_codingtolerated(0.4)benign(0)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SPATC1LSNVMissense_Mutationc.626C>Tp.Ala209Valp.A209VQ9H0A9protein_codingdeleterious(0)benign(0.391)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SPATC1LSNVMissense_Mutationc.718N>Ap.Gly240Serp.G240SQ9H0A9protein_codingdeleterious(0.05)benign(0.04)TCGA-DM-A28C-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SPATC1LSNVMissense_Mutationc.562N>Ap.Gly188Serp.G188SQ9H0A9protein_codingtolerated(0.45)benign(0.007)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SPATC1LSNVMissense_Mutationc.538C>Gp.Leu180Valp.L180VQ9H0A9protein_codingtolerated(0.11)probably_damaging(0.992)TCGA-EI-6885-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinum+5-fuPD
SPATC1LSNVMissense_Mutationnovelc.868G>Ap.Asp290Asnp.D290NQ9H0A9protein_codingtolerated(0.13)benign(0.034)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SPATC1LdeletionFrame_Shift_Delrs755647414c.286delCp.Leu96CysfsTer42p.L96Cfs*42Q9H0A9protein_codingTCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SPATC1LSNVMissense_Mutationc.392G>Tp.Arg131Metp.R131MQ9H0A9protein_codingdeleterious(0)benign(0.41)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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