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: SMOC2

Gene summary for SMOC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMOC2

Gene ID

64094

Gene nameSPARC related modular calcium binding 2
Gene AliasDTDP1
Cytomap6q27
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q9H3U7


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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
64094SMOC2HTA11_2487_2000001011HumanColorectumSER2.22e-02-5.14e-01-0.1808
64094SMOC2HTA11_1938_2000001011HumanColorectumAD2.73e-08-7.37e-01-0.0811
64094SMOC2HTA11_78_2000001011HumanColorectumAD7.30e-13-7.05e-01-0.1088
64094SMOC2HTA11_347_2000001011HumanColorectumAD1.44e-10-5.77e-01-0.1954
64094SMOC2HTA11_2112_2000001011HumanColorectumSER2.01e-02-1.29e-01-0.2196
64094SMOC2HTA11_83_2000001011HumanColorectumSER1.19e-06-7.33e-01-0.1526
64094SMOC2HTA11_866_2000001011HumanColorectumAD4.07e-04-4.85e-01-0.1001
64094SMOC2HTA11_1391_2000001011HumanColorectumAD2.18e-08-5.14e-01-0.059
64094SMOC2HTA11_5212_2000001011HumanColorectumAD6.62e-04-7.64e-01-0.2061
64094SMOC2HTA11_866_3004761011HumanColorectumAD1.31e-088.99e-010.096
64094SMOC2HTA11_4255_2000001011HumanColorectumSER7.97e-041.34e+000.0446
64094SMOC2HTA11_8622_2000001021HumanColorectumSER1.81e-051.14e+000.0528
64094SMOC2HTA11_7663_2000001011HumanColorectumSER1.04e-061.95e+000.0131
64094SMOC2HTA11_7696_3000711011HumanColorectumAD1.39e-17-7.15e-010.0674
64094SMOC2HTA11_11156_2000001011HumanColorectumAD1.37e-031.25e+000.0397
64094SMOC2HTA11_99999970781_79442HumanColorectumMSS2.43e-541.88e+000.294
64094SMOC2HTA11_99999965062_69753HumanColorectumMSI-H2.44e-122.53e+000.3487
64094SMOC2HTA11_99999965104_69814HumanColorectumMSS4.67e-028.59e-010.281
64094SMOC2HTA11_99999971662_82457HumanColorectumMSS2.35e-068.57e-010.3859
64094SMOC2F007HumanColorectumFAP1.04e-02-5.19e-010.1176
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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
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:001063119Oral cavityEOLPepithelial cell migration80/2218357/187231.03e-084.97e-0780
GO:009013219Oral cavityEOLPepithelium migration80/2218360/187231.52e-086.97e-0780
GO:009013019Oral cavityEOLPtissue migration80/2218365/187232.89e-081.16e-0680
GO:005105222Oral cavityEOLPregulation of DNA metabolic process75/2218359/187235.81e-071.53e-0575
GO:003210314Oral cavityEOLPpositive regulation of response to external stimulus84/2218427/187231.72e-063.99e-0584
GO:001063219Oral cavityEOLPregulation of epithelial cell migration62/2218292/187233.09e-066.74e-0562
GO:004354210Oral cavityEOLPendothelial cell migration59/2218279/187236.05e-061.19e-0459
GO:001063419Oral cavityEOLPpositive regulation of epithelial cell migration41/2218176/187231.45e-052.42e-0441
GO:005105421Oral cavityEOLPpositive regulation of DNA metabolic process45/2218201/187231.68e-052.77e-0445
GO:190303419Oral cavityEOLPregulation of response to wounding38/2218167/187235.06e-056.58e-0438
GO:004593121Oral cavityEOLPpositive regulation of mitotic cell cycle30/2218121/187235.78e-057.31e-0430
GO:006104117Oral cavityEOLPregulation of wound healing32/2218134/187237.29e-058.89e-0432
GO:000734621Oral cavityEOLPregulation of mitotic cell cycle82/2218457/187237.50e-059.14e-0482
GO:006032614Oral cavityEOLPcell chemotaxis60/2218310/187238.04e-059.66e-0460
GO:200027823Oral cavityEOLPregulation of DNA biosynthetic process27/2218106/187238.11e-059.69e-0427
GO:00105957Oral cavityEOLPpositive regulation of endothelial cell migration31/2218133/187231.51e-041.62e-0331
GO:00105947Oral cavityEOLPregulation of endothelial cell migration47/2218232/187231.52e-041.62e-0347
GO:00902872Oral cavityEOLPregulation of cellular response to growth factor stimulus57/2218304/187232.84e-042.70e-0357
GO:009030314Oral cavityEOLPpositive regulation of wound healing17/221859/187233.48e-043.20e-0317
GO:190303616Oral cavityEOLPpositive regulation of response to wounding19/221872/187235.48e-044.68e-0319
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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
SMOC2SNVMissense_Mutationnovelc.454N>Tp.Arg152Trpp.R152WQ9H3U7protein_codingdeleterious(0.02)possibly_damaging(0.541)TCGA-A7-A3IY-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SMOC2SNVMissense_Mutationc.199C>Ap.Gln67Lysp.Q67KQ9H3U7protein_codingdeleterious(0.01)benign(0.155)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMOC2SNVMissense_Mutationc.1101N>Ap.Phe367Leup.F367LQ9H3U7protein_codingdeleterious(0)probably_damaging(0.994)TCGA-B6-A0X5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SMOC2SNVMissense_Mutationc.1072C>Gp.Leu358Valp.L358VQ9H3U7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1JL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMOC2SNVMissense_Mutationnovelc.545N>Tp.Asp182Valp.D182VQ9H3U7protein_codingdeleterious(0)probably_damaging(0.914)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SMOC2SNVMissense_Mutationc.982N>Gp.Leu328Valp.L328VQ9H3U7protein_codingtolerated(0.12)probably_damaging(0.993)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SMOC2SNVMissense_Mutationrs201624579c.1291N>Ap.Gly431Serp.G431SQ9H3U7protein_codingtolerated(0.2)benign(0.251)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SMOC2SNVMissense_Mutationrs776824810c.832C>Tp.Arg278Cysp.R278CQ9H3U7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
SMOC2SNVMissense_Mutationc.757N>Tp.His253Tyrp.H253YQ9H3U7protein_codingtolerated(0.37)benign(0.116)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SMOC2SNVMissense_Mutationrs561879643c.763N>Ap.Gly255Serp.G255SQ9H3U7protein_codingtolerated(0.06)probably_damaging(1)TCGA-AG-A020-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapyfolinicCR
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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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