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: SH3RF1

Gene summary for SH3RF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SH3RF1

Gene ID

57630

Gene nameSH3 domain containing ring finger 1
Gene AliasPOSH
Cytomap4q32.3-q33
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q7Z6J0


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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
57630SH3RF1CCI_1HumanCervixCC8.77e-107.13e-010.528
57630SH3RF1CCI_2HumanCervixCC2.14e-035.27e-010.5249
57630SH3RF1CCI_3HumanCervixCC2.92e-076.07e-010.516
57630SH3RF1T1HumanCervixCC2.07e-021.85e-010.0918
57630SH3RF1HTA11_3410_2000001011HumanColorectumAD1.31e-31-9.14e-010.0155
57630SH3RF1HTA11_2487_2000001011HumanColorectumSER4.92e-03-4.63e-01-0.1808
57630SH3RF1HTA11_2951_2000001011HumanColorectumAD6.88e-06-9.61e-010.0216
57630SH3RF1HTA11_347_2000001011HumanColorectumAD2.95e-043.70e-01-0.1954
57630SH3RF1HTA11_3361_2000001011HumanColorectumAD7.56e-11-6.46e-01-0.1207
57630SH3RF1HTA11_696_2000001011HumanColorectumAD1.50e-10-4.57e-01-0.1464
57630SH3RF1HTA11_5216_2000001011HumanColorectumSER2.37e-06-7.54e-01-0.1462
57630SH3RF1HTA11_9341_2000001011HumanColorectumSER8.99e-05-7.00e-01-0.00410000000000005
57630SH3RF1HTA11_866_3004761011HumanColorectumAD1.52e-32-9.19e-010.096
57630SH3RF1HTA11_9408_2000001011HumanColorectumAD7.93e-03-8.64e-010.0451
57630SH3RF1HTA11_8622_2000001021HumanColorectumSER3.78e-09-1.00e+000.0528
57630SH3RF1HTA11_7663_2000001011HumanColorectumSER2.07e-06-5.26e-010.0131
57630SH3RF1HTA11_10711_2000001011HumanColorectumAD2.57e-12-6.95e-010.0338
57630SH3RF1HTA11_7696_3000711011HumanColorectumAD2.65e-38-8.33e-010.0674
57630SH3RF1HTA11_7469_2000001011HumanColorectumAD4.73e-02-5.64e-01-0.0124
57630SH3RF1HTA11_11156_2000001011HumanColorectumAD1.52e-03-9.57e-010.0397
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:2001236113ThyroidPTCregulation of extrinsic apoptotic signaling pathway82/5968151/187239.01e-092.18e-0782
GO:0043281113ThyroidPTCregulation of cysteine-type endopeptidase activity involved in apoptotic process99/5968209/187231.93e-062.64e-0599
GO:0031098111ThyroidPTCstress-activated protein kinase signaling cascade113/5968247/187233.16e-064.10e-05113
GO:2000116113ThyroidPTCregulation of cysteine-type endopeptidase activity108/5968235/187233.99e-064.99e-05108
GO:0052547113ThyroidPTCregulation of peptidase activity191/5968461/187237.82e-069.02e-05191
GO:0051403111ThyroidPTCstress-activated MAPK cascade108/5968239/187231.02e-051.13e-04108
GO:2001237113ThyroidPTCnegative regulation of extrinsic apoptotic signaling pathway51/596897/187231.83e-051.88e-0451
GO:00518659ThyroidPTCprotein autoubiquitination40/596873/187234.17e-053.80e-0440
GO:0052548113ThyroidPTCregulation of endopeptidase activity174/5968432/187231.20e-049.55e-04174
GO:0043154112ThyroidPTCnegative regulation of cysteine-type endopeptidase activity involved in apoptotic process40/596878/187232.83e-042.01e-0340
GO:2000117112ThyroidPTCnegative regulation of cysteine-type endopeptidase activity43/596886/187233.49e-042.40e-0343
GO:000725419ThyroidPTCJNK cascade73/5968167/187238.41e-045.17e-0373
GO:0070302110ThyroidPTCregulation of stress-activated protein kinase signaling cascade83/5968195/187231.04e-036.21e-0383
GO:0032872110ThyroidPTCregulation of stress-activated MAPK cascade81/5968192/187231.62e-038.95e-0381
GO:0051346112ThyroidPTCnegative regulation of hydrolase activity146/5968379/187233.33e-031.62e-02146
GO:0045861113ThyroidPTCnegative regulation of proteolysis136/5968351/187233.54e-031.71e-02136
GO:200123335ThyroidATCregulation of apoptotic signaling pathway206/6293356/187232.81e-215.92e-19206
GO:2001234210ThyroidATCnegative regulation of apoptotic signaling pathway129/6293224/187231.26e-136.46e-12129
GO:0097191210ThyroidATCextrinsic apoptotic signaling pathway125/6293219/187237.19e-133.16e-11125
GO:2001236210ThyroidATCregulation of extrinsic apoptotic signaling pathway89/6293151/187231.43e-104.40e-0989
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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
SH3RF1SNVMissense_Mutationnovelc.2350N>Tp.Ala784Serp.A784SQ7Z6J0protein_codingtolerated(1)benign(0)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
SH3RF1SNVMissense_Mutationnovelc.2125N>Cp.Asp709Hisp.D709HQ7Z6J0protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SH3RF1SNVMissense_Mutationnovelc.1762N>Gp.Asn588Aspp.N588DQ7Z6J0protein_codingtolerated(0.06)benign(0.112)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SH3RF1SNVMissense_Mutationc.1033G>Ap.Glu345Lysp.E345KQ7Z6J0protein_codingdeleterious(0.01)probably_damaging(0.94)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SH3RF1SNVMissense_Mutationnovelc.1129N>Ap.Gly377Serp.G377SQ7Z6J0protein_codingtolerated(0.11)possibly_damaging(0.661)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SH3RF1insertionFrame_Shift_Insnovelc.411_412insGCCCACCTGGTGTCCTTTCCAACp.Cys138AlafsTer80p.C138Afs*80Q7Z6J0protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SH3RF1insertionNonsense_Mutationnovelc.2194_2195insGTTCCAGGAAAAAACTAAAAAATGAACAATAGp.Pro732ArgfsTer11p.P732Rfs*11Q7Z6J0protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
SH3RF1SNVMissense_Mutationnovelc.1726N>Tp.His576Tyrp.H576YQ7Z6J0protein_codingdeleterious(0.01)benign(0.172)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SH3RF1SNVMissense_Mutationnovelc.578C>Tp.Pro193Leup.P193LQ7Z6J0protein_codingdeleterious(0)benign(0.158)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SH3RF1SNVMissense_Mutationrs755524119c.1569N>Cp.Gln523Hisp.Q523HQ7Z6J0protein_codingtolerated(0.15)possibly_damaging(0.556)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<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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