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: SPARCL1

Gene summary for SPARCL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPARCL1

Gene ID

8404

Gene nameSPARC like 1
Gene AliasMAST 9
Cytomap4q22.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

A0A024RDE1


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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
8404SPARCL1CA_HPV_1HumanCervixCC2.11e-03-4.45e-020.0264
8404SPARCL1CA_HPV_2HumanCervixCC2.13e-02-1.93e-010.0391
8404SPARCL1CA_HPV_3HumanCervixCC1.32e-419.07e-010.0414
8404SPARCL1N_HPV_2HumanCervixN_HPV1.95e-093.96e-01-0.0131
8404SPARCL1TumorHumanCervixCC1.95e-07-2.08e-010.1241
8404SPARCL1sample3HumanCervixCC4.20e-07-2.08e-010.1387
8404SPARCL1T1HumanCervixCC2.35e-03-2.03e-010.0918
8404SPARCL1T3HumanCervixCC1.95e-07-2.08e-010.1389
8404SPARCL1AEH-subject1HumanEndometriumAEH2.39e-48-9.97e-01-0.3059
8404SPARCL1AEH-subject2HumanEndometriumAEH1.19e-28-8.06e-01-0.2525
8404SPARCL1AEH-subject3HumanEndometriumAEH4.70e-38-8.94e-01-0.2576
8404SPARCL1AEH-subject4HumanEndometriumAEH7.49e-05-4.12e-01-0.2657
8404SPARCL1AEH-subject5HumanEndometriumAEH2.98e-24-7.97e-01-0.2953
8404SPARCL1EEC-subject1HumanEndometriumEEC7.27e-44-9.88e-01-0.2682
8404SPARCL1EEC-subject2HumanEndometriumEEC7.67e-48-9.96e-01-0.2607
8404SPARCL1EEC-subject3HumanEndometriumEEC3.49e-31-5.60e-01-0.2525
8404SPARCL1EEC-subject4HumanEndometriumEEC9.63e-29-8.36e-01-0.2571
8404SPARCL1EEC-subject5HumanEndometriumEEC1.12e-42-9.71e-01-0.249
8404SPARCL1GSM5276935HumanEndometriumEEC1.48e-45-9.91e-01-0.123
8404SPARCL1GSM5276937HumanEndometriumEEC9.90e-04-2.38e-01-0.0897
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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:0098742CervixN_HPVcell-cell adhesion via plasma-membrane adhesion molecules17/534273/187232.26e-032.11e-0217
GO:00508086EndometriumAEHsynapse organization67/2100426/187232.67e-031.94e-0267
GO:005080812EndometriumEECsynapse organization68/2168426/187233.73e-032.49e-0268
GO:00508087ProstateBPHsynapse organization103/3107426/187233.19e-053.61e-04103
GO:005080813ProstateTumorsynapse organization105/3246426/187237.20e-057.62e-04105
GO:00508088SkinAKsynapse organization71/1910426/187232.21e-054.07e-0471
GO:005080814SkinSCCISsynapse organization42/919426/187231.43e-054.70e-0442
GO:00987421SkinSCCIScell-cell adhesion via plasma-membrane adhesion molecules26/919273/187239.83e-041.23e-0226
GO:00508089ThyroidPTCsynapse organization161/5968426/187235.11e-032.36e-02161
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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
SPARCL1SNVMissense_Mutationnovelc.667G>Cp.Glu223Glnp.E223QQ14515protein_codingdeleterious(0.04)possibly_damaging(0.575)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SPARCL1SNVMissense_Mutationnovelc.176C>Tp.Ser59Phep.S59FQ14515protein_codingdeleterious(0.03)possibly_damaging(0.656)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SPARCL1SNVMissense_Mutationc.1078N>Ap.Asp360Asnp.D360NQ14515protein_codingdeleterious(0.02)benign(0.028)TCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SPARCL1SNVMissense_Mutationnovelc.1039N>Ap.Asp347Asnp.D347NQ14515protein_codingtolerated(0.24)possibly_damaging(0.539)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SPARCL1SNVMissense_Mutationc.419T>Cp.Phe140Serp.F140SQ14515protein_codingtolerated(0.16)benign(0.015)TCGA-BH-A18U-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SPARCL1SNVMissense_Mutationnovelc.1418N>Cp.Gly473Alap.G473AQ14515protein_codingdeleterious(0.03)probably_damaging(1)TCGA-OL-A66H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SPARCL1insertionFrame_Shift_Insnovelc.1040_1041insCAGGGTTTCACCTTGTTGGp.Gly348ArgfsTer10p.G348Rfs*10Q14515protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SPARCL1SNVMissense_Mutationc.907N>Ap.Glu303Lysp.E303KQ14515protein_codingdeleterious(0.04)benign(0.009)TCGA-C5-A1BN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SPARCL1SNVMissense_Mutationc.232N>Cp.Glu78Glnp.E78QQ14515protein_codingdeleterious(0.01)benign(0.07)TCGA-C5-A1BN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SPARCL1SNVMissense_Mutationc.184N>Ap.Asp62Asnp.D62NQ14515protein_codingtolerated(0.49)benign(0.003)TCGA-C5-A7CL-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
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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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