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:00106312ColorectumMSSepithelial cell migration92/3467357/187233.87e-044.86e-0392
GO:00106322ColorectumMSSregulation of epithelial cell migration77/3467292/187235.39e-046.04e-0377
GO:00901302ColorectumMSStissue migration93/3467365/187235.42e-046.06e-0393
GO:00106342ColorectumMSSpositive regulation of epithelial cell migration50/3467176/187238.50e-048.75e-0350
GO:00457871ColorectumMSSpositive regulation of cell cycle80/3467313/187231.15e-031.12e-0280
GO:00718972ColorectumMSSDNA biosynthetic process50/3467180/187231.45e-031.35e-0250
GO:00073461ColorectumMSSregulation of mitotic cell cycle108/3467457/187233.30e-032.50e-02108
GO:00435422ColorectumMSSendothelial cell migration70/3467279/187233.69e-032.71e-0270
GO:00510543ColorectumMSI-Hpositive regulation of DNA metabolic process34/1319201/187231.60e-061.03e-0434
GO:00510523ColorectumMSI-Hregulation of DNA metabolic process45/1319359/187231.20e-043.56e-0345
GO:20002783ColorectumMSI-Hregulation of DNA biosynthetic process19/1319106/187231.40e-044.11e-0319
GO:20005733ColorectumMSI-Hpositive regulation of DNA biosynthetic process14/131966/187231.67e-044.69e-0314
GO:00718973ColorectumMSI-HDNA biosynthetic process26/1319180/187233.73e-048.56e-0326
GO:00106313ColorectumMSI-Hepithelial cell migration42/1319357/187237.51e-041.42e-0242
GO:00901323ColorectumMSI-Hepithelium migration42/1319360/187238.89e-041.58e-0242
GO:00901303ColorectumMSI-Htissue migration42/1319365/187231.17e-031.92e-0242
GO:00420603ColorectumMSI-Hwound healing47/1319422/187231.23e-032.00e-0247
GO:00106323ColorectumMSI-Hregulation of epithelial cell migration35/1319292/187231.44e-032.23e-0235
GO:00420604ColorectumFAPwound healing99/2622422/187239.50e-086.33e-0699
GO:00510524ColorectumFAPregulation of DNA metabolic process84/2622359/187239.80e-074.38e-0584
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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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