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: SPRR2D

Gene summary for SPRR2D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPRR2D

Gene ID

6703

Gene namesmall proline rich protein 2D
Gene AliasSPRR2D
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0007275

UniProtAcc

P22532


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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
6703SPRR2DP1T-EHumanEsophagusESCC1.64e-051.11e+000.0875
6703SPRR2DP4T-EHumanEsophagusESCC2.23e-067.74e-010.1323
6703SPRR2DP20T-EHumanEsophagusESCC1.73e-121.49e+000.1124
6703SPRR2DP23T-EHumanEsophagusESCC2.12e-161.68e+000.108
6703SPRR2DP28T-EHumanEsophagusESCC4.47e-026.18e-010.1149
6703SPRR2DP42T-EHumanEsophagusESCC1.04e-171.14e+000.1175
6703SPRR2DP47T-EHumanEsophagusESCC9.44e-076.76e-010.1067
6703SPRR2DP49T-EHumanEsophagusESCC7.48e-038.92e-010.1768
6703SPRR2DP74T-EHumanEsophagusESCC2.69e-066.65e-010.1479
6703SPRR2DP107T-EHumanEsophagusESCC1.28e-181.99e+000.171
6703SPRR2DP126T-EHumanEsophagusESCC7.86e-044.45e-010.1125
6703SPRR2DP127T-EHumanEsophagusESCC7.18e-126.16e-010.0826
6703SPRR2DP128T-EHumanEsophagusESCC3.30e-055.61e-010.1241
6703SPRR2DC04HumanOral cavityOSCC2.46e-214.00e+000.2633
6703SPRR2DC57HumanOral cavityOSCC1.98e-995.01e+000.1679
6703SPRR2DLP15HumanOral cavityLP1.49e-041.52e+000.2174
6703SPRR2DLP16HumanOral cavityLP8.41e-242.60e+000.1055
6703SPRR2DEOLP-1HumanOral cavityEOLP4.14e-10-3.39e-01-0.0202
6703SPRR2DEOLP-2HumanOral cavityEOLP9.25e-06-3.36e-01-0.0203
6703SPRR2DNEOLP-1HumanOral cavityNEOLP2.65e-06-3.11e-01-0.0194
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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
∗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:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:000991310EsophagusESCCepidermal cell differentiation122/8552202/187231.69e-051.51e-04122
GO:00302167EsophagusESCCkeratinocyte differentiation86/8552139/187238.53e-056.19e-0486
GO:00435887Oral cavityOSCCskin development143/7305263/187232.77e-074.27e-06143
GO:00085449Oral cavityOSCCepidermis development171/7305324/187232.89e-074.43e-06171
GO:00302166Oral cavityOSCCkeratinocyte differentiation81/7305139/187233.16e-063.81e-0581
GO:00099139Oral cavityOSCCepidermal cell differentiation109/7305202/187231.08e-051.14e-04109
GO:000854416Oral cavityLPepidermis development112/4623324/187233.81e-055.61e-04112
GO:004358816Oral cavityLPskin development93/4623263/187236.47e-058.70e-0493
GO:003021613Oral cavityLPkeratinocyte differentiation51/4623139/187231.05e-038.84e-0351
GO:000991315Oral cavityLPepidermal cell differentiation69/4623202/187231.53e-031.19e-0269
GO:000854424Oral cavityEOLPepidermis development64/2218324/187232.48e-053.68e-0464
GO:003021621Oral cavityEOLPkeratinocyte differentiation32/2218139/187231.52e-041.62e-0332
GO:000991323Oral cavityEOLPepidermal cell differentiation39/2218202/187231.38e-039.56e-0339
GO:004358822Oral cavityEOLPskin development48/2218263/187231.49e-031.01e-0248
GO:003021631Oral cavityNEOLPkeratinocyte differentiation32/2005139/187232.16e-053.57e-0432
GO:000854431Oral cavityNEOLPepidermis development57/2005324/187231.13e-041.35e-0357
GO:004358831Oral cavityNEOLPskin development48/2005263/187231.56e-041.77e-0348
GO:000991331Oral cavityNEOLPepidermal cell differentiation38/2005202/187233.92e-043.64e-0338
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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
SPRR2DSNVMissense_Mutationc.26A>Gp.Lys9Argp.K9RP22532protein_codingtolerated_low_confidence(0.53)probably_damaging(0.986)TCGA-A8-A08P-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
SPRR2DSNVMissense_Mutationc.95G>Cp.Cys32Serp.C32SP22532protein_codingdeleterious_low_confidence(0)benign(0.007)TCGA-Q1-A73R-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SPRR2DSNVMissense_Mutationc.23N>Ap.Cys8Tyrp.C8YP22532protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.563)TCGA-A5-A0VQ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
SPRR2DSNVMissense_Mutationnovelc.64N>Gp.Lys22Glup.K22EP22532protein_codingdeleterious_low_confidence(0.04)probably_damaging(0.986)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SPRR2DSNVMissense_Mutationnovelc.64N>Cp.Lys22Glnp.K22QP22532protein_codingtolerated_low_confidence(0.06)probably_damaging(0.994)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SPRR2DSNVMissense_Mutationnovelc.110C>Ap.Pro37Glnp.P37QP22532protein_codingdeleterious_low_confidence(0)possibly_damaging(0.858)TCGA-EO-A22S-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SPRR2DSNVMissense_Mutationnovelc.160T>Cp.Tyr54Hisp.Y54HP22532protein_codingtolerated_low_confidence(0.56)benign(0.003)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
SPRR2DSNVMissense_Mutationnovelc.47C>Tp.Pro16Leup.P16LP22532protein_codingtolerated_low_confidence(1)benign(0.003)TCGA-55-7907-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
SPRR2DSNVMissense_Mutationrs777414207c.166N>Gp.Pro56Alap.P56AP22532protein_codingtolerated_low_confidence(0.3)probably_damaging(0.994)TCGA-L9-A5IP-01Lunglung adenocarcinomaFemale<65III/IVUnknownUnknownPD
SPRR2DSNVMissense_Mutationrs749847310c.15N>Tp.Gln5Hisp.Q5HP22532protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.678)TCGA-NJ-A4YF-01Lunglung adenocarcinomaFemale<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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