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: SHPRH

Gene summary for SHPRH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SHPRH

Gene ID

257218

Gene nameSNF2 histone linker PHD RING helicase
Gene AliasRAD5
Cytomap6q24.3
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

B3KX98


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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
257218SHPRHHTA11_3410_2000001011HumanColorectumAD1.19e-14-5.62e-010.0155
257218SHPRHHTA11_2487_2000001011HumanColorectumSER1.02e-06-5.36e-01-0.1808
257218SHPRHHTA11_1938_2000001011HumanColorectumAD9.18e-03-4.82e-01-0.0811
257218SHPRHHTA11_3361_2000001011HumanColorectumAD1.82e-07-5.93e-01-0.1207
257218SHPRHHTA11_83_2000001011HumanColorectumSER5.23e-05-5.74e-01-0.1526
257218SHPRHHTA11_696_2000001011HumanColorectumAD6.52e-22-5.57e-01-0.1464
257218SHPRHHTA11_866_2000001011HumanColorectumAD5.19e-12-4.67e-01-0.1001
257218SHPRHHTA11_1391_2000001011HumanColorectumAD8.82e-04-4.18e-01-0.059
257218SHPRHHTA11_866_3004761011HumanColorectumAD4.35e-10-5.14e-010.096
257218SHPRHHTA11_8622_2000001021HumanColorectumSER5.09e-03-6.08e-010.0528
257218SHPRHHTA11_10711_2000001011HumanColorectumAD4.69e-09-5.96e-010.0338
257218SHPRHHTA11_7696_3000711011HumanColorectumAD6.02e-16-5.03e-010.0674
257218SHPRHHTA11_6818_2000001011HumanColorectumAD4.93e-02-5.36e-010.0112
257218SHPRHHTA11_99999970781_79442HumanColorectumMSS7.17e-11-4.06e-010.294
257218SHPRHHTA11_99999971662_82457HumanColorectumMSS1.99e-06-3.77e-010.3859
257218SHPRHHTA11_99999973899_84307HumanColorectumMSS1.79e-02-5.10e-010.2585
257218SHPRHHTA11_99999974143_84620HumanColorectumMSS1.98e-19-5.42e-010.3005
257218SHPRHF007HumanColorectumFAP3.70e-02-1.69e-010.1176
257218SHPRHA001-C-207HumanColorectumFAP9.19e-04-2.08e-010.1278
257218SHPRHA015-C-203HumanColorectumFAP1.15e-22-2.95e-01-0.1294
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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
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:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0006338ColorectumADchromatin remodeling70/3918255/187237.44e-034.53e-0270
GO:00002091ColorectumSERprotein polyubiquitination58/2897236/187231.69e-043.18e-0358
GO:00063251ColorectumSERchromatin organization89/2897409/187234.15e-046.17e-0389
GO:00002092ColorectumMSSprotein polyubiquitination72/3467236/187235.19e-061.42e-0472
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
GO:00002093ColorectumFAPprotein polyubiquitination59/2622236/187234.53e-061.52e-0459
GO:00063253ColorectumFAPchromatin organization84/2622409/187231.62e-042.47e-0384
GO:00063254ColorectumCRCchromatin organization74/2078409/187231.48e-054.61e-0474
GO:00002094ColorectumCRCprotein polyubiquitination46/2078236/187239.91e-051.98e-0346
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:000020920ThyroidPTCprotein polyubiquitination128/5968236/187237.81e-133.65e-11128
GO:000632520ThyroidPTCchromatin organization183/5968409/187232.55e-085.70e-07183
GO:00063385ThyroidPTCchromatin remodeling106/5968255/187236.56e-044.13e-03106
GO:0000209110ThyroidATCprotein polyubiquitination134/6293236/187231.86e-139.20e-12134
GO:0006325110ThyroidATCchromatin organization189/6293409/187236.40e-081.13e-06189
GO:000633813ThyroidATCchromatin remodeling109/6293255/187231.38e-037.15e-03109
GO:00718242ThyroidATCprotein-DNA complex subunit organization103/6293241/187231.84e-039.03e-03103
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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
SHPRHSNVMissense_Mutationnovelc.4103N>Ap.Arg1368Lysp.R1368KQ149N8protein_codingtolerated(0.28)benign(0)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SHPRHSNVMissense_Mutationrs761073443c.637G>Ap.Gly213Argp.G213RQ149N8protein_codingdeleterious(0.02)benign(0.017)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SHPRHSNVMissense_Mutationc.2602G>Ap.Glu868Lysp.E868KQ149N8protein_codingdeleterious(0.02)benign(0.42)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SHPRHSNVMissense_Mutationrs754645622c.40G>Ap.Asp14Asnp.D14NQ149N8protein_codingtolerated_low_confidence(0.09)benign(0.024)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SHPRHSNVMissense_Mutationnovelc.1175G>Ap.Arg392Glnp.R392QQ149N8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SHPRHSNVMissense_Mutationnovelc.23C>Tp.Ala8Valp.A8VQ149N8protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHPRHSNVMissense_Mutationc.3892G>Cp.Glu1298Glnp.E1298QQ149N8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-B6-A0WZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SHPRHSNVMissense_Mutationnovelc.226G>Cp.Val76Leup.V76LQ149N8protein_codingtolerated_low_confidence(0.27)benign(0)TCGA-BH-A18H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SHPRHSNVMissense_Mutationc.1999N>Ap.Asp667Asnp.D667NQ149N8protein_codingtolerated(0.26)benign(0.009)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHPRHSNVMissense_Mutationc.19C>Gp.Arg7Glyp.R7GQ149N8protein_codingdeleterious_low_confidence(0)benign(0.286)TCGA-D8-A142-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidSD
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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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