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: SPOCK2

Gene summary for SPOCK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPOCK2

Gene ID

9806

Gene nameSPARC (osteonectin), cwcv and kazal like domains proteoglycan 2
Gene Aliastestican-2
Cytomap10q22.1
Gene Typeprotein-coding
GO ID

GO:0006022

UniProtAcc

Q92563


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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
9806SPOCK2LZE4THumanEsophagusESCC2.76e-053.91e-010.0811
9806SPOCK2LZE7THumanEsophagusESCC4.89e-081.01e+000.0667
9806SPOCK2LZE8THumanEsophagusESCC1.76e-024.27e-010.067
9806SPOCK2LZE22D1HumanEsophagusHGIN1.22e-023.44e-010.0595
9806SPOCK2LZE6THumanEsophagusESCC5.17e-075.01e-010.0845
9806SPOCK2P2T-EHumanEsophagusESCC3.75e-031.41e-010.1177
9806SPOCK2P10T-EHumanEsophagusESCC5.68e-244.24e-010.116
9806SPOCK2P16T-EHumanEsophagusESCC2.39e-101.97e-010.1153
9806SPOCK2P56T-EHumanEsophagusESCC1.40e-067.21e-010.1613
9806SPOCK2P74T-EHumanEsophagusESCC4.86e-062.51e-010.1479
9806SPOCK2P79T-EHumanEsophagusESCC8.56e-122.73e-010.1154
9806SPOCK2P82T-EHumanEsophagusESCC5.38e-111.25e+000.1072
9806SPOCK2P130T-EHumanEsophagusESCC1.15e-459.40e-010.1676
9806SPOCK2C21HumanOral cavityOSCC6.08e-032.05e-010.2678
9806SPOCK2C30HumanOral cavityOSCC2.05e-032.31e-010.3055
9806SPOCK2C38HumanOral cavityOSCC6.35e-035.76e-010.172
9806SPOCK2C46HumanOral cavityOSCC4.30e-041.22e-010.1673
9806SPOCK2C06HumanOral cavityOSCC3.47e-058.37e-010.2699
9806SPOCK2C07HumanOral cavityOSCC5.01e-094.89e-010.2491
9806SPOCK2C09HumanOral cavityOSCC1.12e-041.44e-010.1431
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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
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:005254726EsophagusHGINregulation of peptidase activity102/2587461/187236.29e-072.72e-05102
GO:005254826EsophagusHGINregulation of endopeptidase activity96/2587432/187231.09e-064.30e-0596
GO:004586126EsophagusHGINnegative regulation of proteolysis68/2587351/187232.21e-032.28e-0268
GO:005134620EsophagusHGINnegative regulation of hydrolase activity72/2587379/187232.81e-032.75e-0272
GO:19908308EsophagusHGINcellular response to leukemia inhibitory factor23/258794/187233.92e-033.54e-0223
GO:19908238EsophagusHGINresponse to leukemia inhibitory factor23/258795/187234.51e-033.93e-0223
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
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:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:001081126EsophagusESCCpositive regulation of cell-substrate adhesion84/8552123/187233.18e-074.50e-0684
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:0045861111EsophagusESCCnegative regulation of proteolysis195/8552351/187231.13e-047.85e-04195
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
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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
SPOCK2SNVMissense_Mutationc.707G>Ap.Ser236Asnp.S236NQ92563protein_codingtolerated(0.11)benign(0.011)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SPOCK2SNVMissense_Mutationnovelc.1246G>Ap.Glu416Lysp.E416KQ92563protein_codingdeleterious_low_confidence(0.02)benign(0.251)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SPOCK2SNVMissense_Mutationc.815N>Tp.Ala272Valp.A272VQ92563protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SPOCK2SNVMissense_Mutationrs770205958c.628N>Tp.Arg210Trpp.R210WQ92563protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SPOCK2SNVMissense_Mutationc.335T>Cp.Ile112Thrp.I112TQ92563protein_codingtolerated(0.15)benign(0.395)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SPOCK2SNVMissense_Mutationnovelc.981G>Tp.Lys327Asnp.K327NQ92563protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SPOCK2SNVMissense_Mutationrs577728856c.341N>Ap.Arg114Hisp.R114HQ92563protein_codingtolerated(0.35)probably_damaging(0.996)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
SPOCK2insertionFrame_Shift_Insnovelc.936_937insCp.Cys313LeufsTer37p.C313Lfs*37Q92563protein_codingTCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SPOCK2SNVMissense_Mutationnovelc.724N>Ap.Leu242Metp.L242MQ92563protein_codingdeleterious(0)probably_damaging(0.974)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SPOCK2SNVMissense_Mutationrs200859576c.1138G>Ap.Val380Metp.V380MQ92563protein_codingtolerated(0.28)benign(0.015)TCGA-AJ-A3EJ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownPD
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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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