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: SPRR3

Gene summary for SPRR3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPRR3

Gene ID

6707

Gene namesmall proline rich protein 3
Gene AliasSPRR3
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9UBC9


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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
6707SPRR3HSIL_HPV_2HumanCervixHSIL_HPV1.91e-03-1.44e-010.0208
6707SPRR3H2HumanCervixHSIL_HPV4.32e-551.47e+000.0632
6707SPRR3L1HumanCervixCC2.06e-093.67e-010.0802
6707SPRR3T1HumanCervixCC4.57e-06-1.60e-010.0918
6707SPRR3LZE20THumanEsophagusESCC5.10e-081.90e+000.0662
6707SPRR3LZE22D1HumanEsophagusHGIN1.06e-027.09e-010.0595
6707SPRR3LZE22THumanEsophagusESCC3.35e-031.23e+000.068
6707SPRR3P1T-EHumanEsophagusESCC2.05e-043.46e+000.0875
6707SPRR3P23T-EHumanEsophagusESCC4.52e-163.80e+000.108
6707SPRR3P39T-EHumanEsophagusESCC3.27e-122.79e+000.0894
6707SPRR3P84T-EHumanEsophagusESCC4.19e-034.34e+000.0933
6707SPRR3P127T-EHumanEsophagusESCC6.45e-162.22e+000.0826
6707SPRR3P128T-EHumanEsophagusESCC4.23e-373.41e+000.1241
6707SPRR3C46HumanOral cavityOSCC9.10e-03-4.34e-010.1673
6707SPRR3C57HumanOral cavityOSCC2.63e-815.52e+000.1679
6707SPRR3C86HumanOral cavityOSCC2.81e-022.79e-010.161
6707SPRR3LN22HumanOral cavityOSCC4.37e-072.73e+000.1733
6707SPRR3LN38HumanOral cavityOSCC2.61e-022.79e-010.168
6707SPRR3LN46HumanOral cavityOSCC9.28e-173.28e-010.1666
6707SPRR3EOLP-1HumanOral cavityEOLP1.90e-10-4.58e-01-0.0202
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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
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
∗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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:00435884CervixCCskin development71/2311263/187238.04e-111.46e-0871
GO:00302164CervixCCkeratinocyte differentiation42/2311139/187231.74e-081.28e-0642
GO:00099137CervixCCepidermal cell differentiation53/2311202/187235.48e-083.25e-0653
GO:00181493CervixCCpeptide cross-linking10/231135/187237.99e-034.18e-0210
GO:000854413CervixHSIL_HPVepidermis development38/737324/187231.92e-093.23e-0738
GO:003021611CervixHSIL_HPVkeratinocyte differentiation22/737139/187232.53e-082.18e-0622
GO:004358813CervixHSIL_HPVskin development31/737263/187235.32e-083.89e-0631
GO:000991313CervixHSIL_HPVepidermal cell differentiation26/737202/187231.10e-077.15e-0626
GO:004206015CervixHSIL_HPVwound healing40/737422/187232.80e-071.61e-0540
GO:00181491CervixHSIL_HPVpeptide cross-linking8/73735/187235.08e-051.26e-038
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:000991310EsophagusESCCepidermal cell differentiation122/8552202/187231.69e-051.51e-04122
GO:00302167EsophagusESCCkeratinocyte differentiation86/8552139/187238.53e-056.19e-0486
GO:004206020Oral cavityOSCCwound healing237/7305422/187234.51e-132.18e-11237
GO:00435887Oral cavityOSCCskin development143/7305263/187232.77e-074.27e-06143
GO:00085449Oral cavityOSCCepidermis development171/7305324/187232.89e-074.43e-06171
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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
SPRR3SNVMissense_Mutationc.403N>Cp.Glu135Glnp.E135QQ9UBC9protein_codingtolerated(0.14)benign(0.054)TCGA-BH-A0H5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
SPRR3insertionNonsense_Mutationnovelc.449_450insTGCTTTGGGAGCCTGAGGCTAGAGAACAATCTGAGCCCAGAp.Glu151AlafsTer5p.E151Afs*5Q9UBC9protein_codingTCGA-AN-A049-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SPRR3SNVMissense_Mutationnovelc.121T>Cp.Cys41Argp.C41RQ9UBC9protein_codingtolerated(0.05)possibly_damaging(0.701)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SPRR3SNVMissense_Mutationnovelc.286C>Tp.Pro96Serp.P96SQ9UBC9protein_codingtolerated(0.07)benign(0.033)TCGA-AA-3941-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SPRR3SNVMissense_Mutationrs746832933c.90N>Tp.Gln30Hisp.Q30HQ9UBC9protein_codingdeleterious(0.04)possibly_damaging(0.527)TCGA-AZ-6606-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolfiriPD
SPRR3SNVMissense_Mutationc.169G>Tp.Gly57Cysp.G57CQ9UBC9protein_codingtolerated(0.37)benign(0.012)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
SPRR3SNVMissense_Mutationc.500A>Gp.Lys167Argp.K167RQ9UBC9protein_codingdeleterious(0.02)probably_damaging(0.977)TCGA-NH-A8F7-06ColorectumNANANANANANANA
SPRR3SNVMissense_Mutationc.47N>Cp.Leu16Prop.L16PQ9UBC9protein_codingtolerated(0.18)benign(0)TCGA-AG-3885-01Colorectumrectum adenocarcinomaFemale>=65III/IVAncillaryzoledronicSD
SPRR3SNVMissense_Mutationnovelc.142C>Tp.Pro48Serp.P48SQ9UBC9protein_codingtolerated(0.06)possibly_damaging(0.871)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
SPRR3SNVMissense_Mutationc.437N>Gp.Tyr146Cysp.Y146CQ9UBC9protein_codingtolerated(0.1)possibly_damaging(0.87)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
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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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