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: SMOC1

Gene summary for SMOC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMOC1

Gene ID

64093

Gene nameSPARC related modular calcium binding 1
Gene AliasOAS
Cytomap14q24.2
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

Q9H4F8


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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
64093SMOC1sample1HumanCervixCC2.80e-205.54e-010.0959
64093SMOC1T1HumanCervixCC8.23e-305.44e-010.0918
64093SMOC1HTA11_347_2000001011HumanColorectumAD3.40e-021.15e-01-0.1954
64093SMOC1HTA11_696_2000001011HumanColorectumAD1.55e-021.03e-01-0.1464
64093SMOC1HTA11_1391_2000001011HumanColorectumAD1.69e-021.53e-01-0.059
64093SMOC1HTA11_8622_2000001021HumanColorectumSER4.87e-022.02e-010.0528
64093SMOC1HTA11_99999970781_79442HumanColorectumMSS3.34e-031.25e-010.294
64093SMOC1HTA11_99999965062_69753HumanColorectumMSI-H9.17e-045.33e-010.3487
64093SMOC1HTA11_99999965104_69814HumanColorectumMSS1.86e-521.70e+000.281
64093SMOC1HTA11_99999971662_82457HumanColorectumMSS3.60e-031.36e-010.3859
64093SMOC1HTA11_99999974143_84620HumanColorectumMSS4.68e-215.08e-010.3005
64093SMOC1LZE4THumanEsophagusESCC1.20e-042.27e-010.0811
64093SMOC1LZE6THumanEsophagusESCC1.55e-086.46e-010.0845
64093SMOC1P19T-EHumanEsophagusESCC2.24e-091.54e+000.1662
64093SMOC1P37T-EHumanEsophagusESCC2.31e-051.34e-010.1371
64093SMOC1P76T-EHumanEsophagusESCC7.52e-236.84e-010.1207
64093SMOC1P79T-EHumanEsophagusESCC4.17e-051.21e-010.1154
64093SMOC1P107T-EHumanEsophagusESCC5.64e-491.40e+000.171
64093SMOC1NAFLD1HumanLiverNAFLD6.88e-161.16e+00-0.04
64093SMOC1S43HumanLiverCirrhotic6.67e-04-1.69e-01-0.0187
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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
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
∗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:00016497CervixCCosteoblast differentiation47/2311229/187232.88e-043.11e-0347
GO:0045667CervixCCregulation of osteoblast differentiation29/2311132/187231.32e-031.05e-0229
GO:00015037CervixCCossification71/2311408/187231.67e-031.28e-0271
GO:00487365CervixCCappendage development35/2311172/187231.88e-031.39e-0235
GO:00601735CervixCClimb development35/2311172/187231.88e-031.39e-0235
GO:0150063CervixCCvisual system development63/2311375/187236.58e-033.65e-0263
GO:0030198CervixCCextracellular matrix organization52/2311301/187237.43e-033.98e-0252
GO:0001654CervixCCeye development62/2311371/187237.83e-034.13e-0262
GO:0043062CervixCCextracellular structure organization52/2311302/187237.92e-034.17e-0252
GO:0045229CervixCCexternal encapsulating structure organization52/2311304/187239.00e-034.57e-0252
GO:0048880CervixCCsensory system development63/2311381/187239.29e-034.66e-0263
GO:0001649ColorectumADosteoblast differentiation70/3918229/187233.59e-044.18e-0370
GO:0048736ColorectumADappendage development51/3918172/187234.20e-032.89e-0251
GO:0060173ColorectumADlimb development51/3918172/187234.20e-032.89e-0251
GO:0001503ColorectumADossification106/3918408/187237.68e-034.64e-02106
GO:00016491ColorectumSERosteoblast differentiation56/2897229/187232.49e-044.21e-0356
GO:00487361ColorectumSERappendage development42/2897172/187231.43e-031.55e-0242
GO:00601731ColorectumSERlimb development42/2897172/187231.43e-031.55e-0242
GO:00015031ColorectumSERossification82/2897408/187236.76e-034.78e-0282
GO:00016492ColorectumMSSosteoblast differentiation64/3467229/187232.91e-043.83e-0364
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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
SMOC1SNVMissense_Mutationc.235N>Ap.Leu79Metp.L79MQ9H4F8protein_codingdeleterious(0)probably_damaging(0.989)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SMOC1SNVMissense_Mutationc.1194G>Tp.Lys398Asnp.K398NQ9H4F8protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SMOC1SNVMissense_Mutationrs759730772c.677N>Tp.Ser226Leup.S226LQ9H4F8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SMOC1SNVMissense_Mutationrs376548937c.212N>Ap.Arg71Glnp.R71QQ9H4F8protein_codingdeleterious(0.01)possibly_damaging(0.891)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
SMOC1SNVMissense_Mutationrs769420307c.862N>Ap.Val288Metp.V288MQ9H4F8protein_codingdeleterious(0.04)benign(0.397)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SMOC1SNVMissense_Mutationrs745832952c.286N>Tp.Arg96Cysp.R96CQ9H4F8protein_codingtolerated(0.19)probably_damaging(0.931)TCGA-DM-A1D6-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SMOC1SNVMissense_Mutationnovelc.316G>Tp.Ala106Serp.A106SQ9H4F8protein_codingtolerated(0.16)possibly_damaging(0.901)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SMOC1SNVMissense_Mutationnovelc.470T>Cp.Val157Alap.V157AQ9H4F8protein_codingtolerated(0.75)possibly_damaging(0.712)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SMOC1SNVMissense_Mutationnovelc.1193A>Cp.Lys398Thrp.K398TQ9H4F8protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SMOC1SNVMissense_Mutationc.503G>Ap.Ser168Asnp.S168NQ9H4F8protein_codingtolerated(0.64)benign(0.066)TCGA-AP-A056-01Endometriumuterine corpus endometrioid 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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