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: SPOCK1

Gene summary for SPOCK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPOCK1

Gene ID

6695

Gene nameSPARC (osteonectin), cwcv and kazal like domains proteoglycan 1
Gene AliasSPOCK
Cytomap5q31.2
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q08629


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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
6695SPOCK1LZE4THumanEsophagusESCC5.92e-041.37e-010.0811
6695SPOCK1P2T-EHumanEsophagusESCC4.59e-031.31e-010.1177
6695SPOCK1P4T-EHumanEsophagusESCC7.49e-067.26e-020.1323
6695SPOCK1P8T-EHumanEsophagusESCC6.15e-153.24e-010.0889
6695SPOCK1P9T-EHumanEsophagusESCC3.35e-061.00e-010.1131
6695SPOCK1P10T-EHumanEsophagusESCC1.67e-082.02e-010.116
6695SPOCK1P11T-EHumanEsophagusESCC1.31e-052.51e-010.1426
6695SPOCK1P12T-EHumanEsophagusESCC7.41e-641.67e+000.1122
6695SPOCK1P15T-EHumanEsophagusESCC9.80e-144.98e-010.1149
6695SPOCK1P16T-EHumanEsophagusESCC1.36e-041.24e-010.1153
6695SPOCK1P22T-EHumanEsophagusESCC2.43e-031.42e-010.1236
6695SPOCK1P23T-EHumanEsophagusESCC3.57e-021.19e-010.108
6695SPOCK1P26T-EHumanEsophagusESCC2.72e-182.29e-010.1276
6695SPOCK1P28T-EHumanEsophagusESCC7.22e-044.44e-020.1149
6695SPOCK1P32T-EHumanEsophagusESCC5.37e-041.47e-010.1666
6695SPOCK1P37T-EHumanEsophagusESCC1.69e-163.97e-010.1371
6695SPOCK1P48T-EHumanEsophagusESCC2.06e-045.57e-020.0959
6695SPOCK1P52T-EHumanEsophagusESCC2.81e-113.29e-010.1555
6695SPOCK1P54T-EHumanEsophagusESCC2.58e-102.15e-010.0975
6695SPOCK1P61T-EHumanEsophagusESCC3.04e-031.97e-010.099
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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
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
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:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:001081020EsophagusESCCregulation of cell-substrate adhesion144/8552221/187233.55e-097.45e-08144
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:0045861111EsophagusESCCnegative regulation of proteolysis195/8552351/187231.13e-047.85e-04195
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:001046620EsophagusESCCnegative regulation of peptidase activity140/8552262/187236.73e-032.46e-02140
GO:001095119EsophagusESCCnegative regulation of endopeptidase activity135/8552252/187236.86e-032.51e-02135
GO:001604910ProstateBPHcell growth139/3107482/187237.53e-125.90e-10139
GO:005254718ProstateBPHregulation of peptidase activity133/3107461/187232.08e-111.43e-09133
GO:003158910ProstateBPHcell-substrate adhesion110/3107363/187234.64e-112.96e-09110
GO:001081017ProstateBPHregulation of cell-substrate adhesion74/3107221/187235.40e-102.70e-0874
GO:005254818ProstateBPHregulation of endopeptidase activity122/3107432/187236.10e-102.91e-08122
GO:000155810ProstateBPHregulation of cell growth116/3107414/187232.66e-091.05e-07116
GO:004586118ProstateBPHnegative regulation of proteolysis98/3107351/187235.43e-081.49e-0698
GO:00109759ProstateBPHregulation of neuron projection development118/3107445/187235.85e-081.57e-06118
GO:00071628ProstateBPHnegative regulation of cell adhesion82/3107303/187232.51e-064.04e-0582
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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
SPOCK1SNVMissense_Mutationc.590N>Ap.Ala197Aspp.A197DQ08629protein_codingdeleterious(0.04)benign(0.123)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
SPOCK1SNVMissense_Mutationnovelc.1121N>Cp.Val374Alap.V374AQ08629protein_codingtolerated(0.86)benign(0.033)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SPOCK1SNVMissense_Mutationc.1265N>Gp.Glu422Glyp.E422GQ08629protein_codingdeleterious_low_confidence(0)possibly_damaging(0.749)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SPOCK1SNVMissense_Mutationc.490N>Gp.His164Aspp.H164DQ08629protein_codingdeleterious(0)possibly_damaging(0.503)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
SPOCK1insertionIn_Frame_Insnovelc.1021_1022insACACAAGTTTTGCACAAAATTp.Gly341delinsAspThrSerPheAlaGlnAsnCysp.G341delinsDTSFAQNCQ08629protein_codingTCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
SPOCK1SNVMissense_Mutationc.296N>Tp.Thr99Ilep.T99IQ08629protein_codingdeleterious(0.02)benign(0.351)TCGA-A6-5662-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinPD
SPOCK1SNVMissense_Mutationrs756110717c.625C>Tp.Arg209Trpp.R209WQ08629protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A6-6782-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SPOCK1SNVMissense_Mutationnovelc.316N>Ap.Leu106Metp.L106MQ08629protein_codingtolerated(0.85)benign(0.003)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SPOCK1SNVMissense_Mutationrs201506391c.610C>Tp.Arg204Trpp.R204WQ08629protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AD-6888-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
SPOCK1SNVMissense_Mutationc.598N>Tp.Asp200Tyrp.D200YQ08629protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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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