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: SH3D19

Gene summary for SH3D19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SH3D19

Gene ID

152503

Gene nameSH3 domain containing 19
Gene AliasEBP
Cytomap4q31.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q5HYK7


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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
152503SH3D19CCI_1HumanCervixCC5.54e-121.05e+000.528
152503SH3D19CCI_2HumanCervixCC7.19e-118.30e-010.5249
152503SH3D19CCI_3HumanCervixCC1.72e-211.14e+000.516
152503SH3D19HTA11_1938_2000001011HumanColorectumAD5.92e-188.27e-01-0.0811
152503SH3D19HTA11_78_2000001011HumanColorectumAD1.17e-025.05e-01-0.1088
152503SH3D19HTA11_347_2000001011HumanColorectumAD4.46e-341.17e+00-0.1954
152503SH3D19HTA11_411_2000001011HumanColorectumSER1.15e-191.10e+00-0.2602
152503SH3D19HTA11_2112_2000001011HumanColorectumSER5.83e-045.74e-01-0.2196
152503SH3D19HTA11_83_2000001011HumanColorectumSER2.51e-075.62e-01-0.1526
152503SH3D19HTA11_866_2000001011HumanColorectumAD3.67e-096.56e-01-0.1001
152503SH3D19HTA11_1391_2000001011HumanColorectumAD8.14e-139.78e-01-0.059
152503SH3D19HTA11_546_2000001011HumanColorectumAD7.56e-136.76e-01-0.0842
152503SH3D19HTA11_4255_2000001011HumanColorectumSER5.26e-055.55e-010.0446
152503SH3D19HTA11_7663_2000001011HumanColorectumSER8.39e-087.32e-010.0131
152503SH3D19HTA11_10623_2000001011HumanColorectumAD2.45e-144.92e-01-0.0177
152503SH3D19HTA11_10711_2000001011HumanColorectumAD1.69e-024.13e-010.0338
152503SH3D19HTA11_7696_3000711011HumanColorectumAD2.71e-024.38e-010.0674
152503SH3D19HTA11_6818_2000001021HumanColorectumAD4.14e-075.09e-010.0588
152503SH3D19HTA11_99999970781_79442HumanColorectumMSS1.40e-044.50e-010.294
152503SH3D19HTA11_99999965062_69753HumanColorectumMSI-H5.69e-391.44e+000.3487
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:002260410CervixCCregulation of cell morphogenesis84/2311309/187231.00e-124.29e-1084
GO:004586210CervixCCpositive regulation of proteolysis95/2311372/187231.84e-126.86e-1095
GO:004573210CervixCCpositive regulation of protein catabolic process65/2311231/187237.44e-111.39e-0865
GO:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:003133110CervixCCpositive regulation of cellular catabolic process91/2311427/187239.64e-085.25e-0691
GO:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:0045732ColorectumADpositive regulation of protein catabolic process92/3918231/187233.85e-114.47e-0992
GO:0045862ColorectumADpositive regulation of proteolysis129/3918372/187234.04e-103.46e-08129
GO:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0033619ColorectumADmembrane protein proteolysis21/391857/187234.16e-032.88e-0221
GO:00421761ColorectumSERregulation of protein catabolic process126/2897391/187235.33e-172.52e-14126
GO:00457321ColorectumSERpositive regulation of protein catabolic process77/2897231/187239.91e-121.90e-0977
GO:00098961ColorectumSERpositive regulation of catabolic process132/2897492/187234.16e-116.72e-09132
GO:00458621ColorectumSERpositive regulation of proteolysis106/2897372/187238.40e-111.20e-08106
GO:00313311ColorectumSERpositive regulation of cellular catabolic process114/2897427/187231.22e-091.27e-07114
GO:00226041ColorectumSERregulation of cell morphogenesis89/2897309/187231.51e-091.52e-0789
GO:00421762ColorectumMSSregulation of protein catabolic process145/3467391/187232.03e-181.17e-15145
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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
SH3D19SNVMissense_Mutationc.719N>Tp.Thr240Ilep.T240IQ5HYK7protein_codingtolerated(0.07)benign(0.005)TCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SH3D19SNVMissense_Mutationnovelc.1747N>Gp.Ile583Valp.I583VQ5HYK7protein_codingtolerated(0.6)possibly_damaging(0.685)TCGA-A2-A4RW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SH3D19SNVMissense_Mutationrs531866009c.671C>Ap.Ser224Tyrp.S224YQ5HYK7protein_codingtolerated(0.33)benign(0.001)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SH3D19SNVMissense_Mutationc.44N>Ap.Ser15Tyrp.S15YQ5HYK7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-B6-A0X0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SH3D19SNVMissense_Mutationc.1660N>Ap.Asp554Asnp.D554NQ5HYK7protein_codingtolerated(0.14)benign(0.186)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SH3D19SNVMissense_Mutationc.2293N>Tp.Asp765Tyrp.D765YQ5HYK7protein_codingdeleterious(0)possibly_damaging(0.764)TCGA-E9-A1NA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SH3D19SNVMissense_Mutationc.1804N>Cp.Glu602Glnp.E602QQ5HYK7protein_codingdeleterious(0.04)possibly_damaging(0.525)TCGA-EX-A3L1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SH3D19SNVMissense_Mutationc.1439G>Cp.Arg480Thrp.R480TQ5HYK7protein_codingtolerated(0.4)benign(0.045)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SH3D19SNVMissense_Mutationc.985A>Gp.Asn329Aspp.N329DQ5HYK7protein_codingtolerated(0.78)benign(0)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SH3D19SNVMissense_Mutationc.2158G>Tp.Ala720Serp.A720SQ5HYK7protein_codingdeleterious(0.03)possibly_damaging(0.511)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=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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