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: SH3KBP1

Gene summary for SH3KBP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SH3KBP1

Gene ID

30011

Gene nameSH3 domain containing kinase binding protein 1
Gene AliasAGMX2
CytomapXp22.12
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q96B97


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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
30011SH3KBP1HTA11_2487_2000001011HumanColorectumSER5.50e-076.14e-01-0.1808
30011SH3KBP1HTA11_1938_2000001011HumanColorectumAD1.34e-076.94e-01-0.0811
30011SH3KBP1HTA11_78_2000001011HumanColorectumAD9.48e-056.44e-01-0.1088
30011SH3KBP1HTA11_347_2000001011HumanColorectumAD4.26e-371.18e+00-0.1954
30011SH3KBP1HTA11_83_2000001011HumanColorectumSER1.75e-057.03e-01-0.1526
30011SH3KBP1HTA11_696_2000001011HumanColorectumAD4.21e-044.74e-01-0.1464
30011SH3KBP1HTA11_866_2000001011HumanColorectumAD1.17e-034.21e-01-0.1001
30011SH3KBP1HTA11_1391_2000001011HumanColorectumAD4.13e-024.86e-01-0.059
30011SH3KBP1F007HumanColorectumFAP2.47e-02-3.19e-010.1176
30011SH3KBP1A015-C-203HumanColorectumFAP4.43e-14-2.56e-01-0.1294
30011SH3KBP1A002-C-201HumanColorectumFAP1.13e-05-1.89e-010.0324
30011SH3KBP1A001-C-119HumanColorectumFAP6.50e-03-3.02e-01-0.1557
30011SH3KBP1A001-C-108HumanColorectumFAP4.39e-07-1.55e-01-0.0272
30011SH3KBP1A002-C-205HumanColorectumFAP1.31e-10-2.81e-01-0.1236
30011SH3KBP1A015-C-006HumanColorectumFAP1.39e-05-2.67e-01-0.0994
30011SH3KBP1A015-C-106HumanColorectumFAP1.67e-03-2.06e-01-0.0511
30011SH3KBP1A002-C-114HumanColorectumFAP4.56e-08-1.86e-01-0.1561
30011SH3KBP1A015-C-104HumanColorectumFAP1.57e-17-3.06e-01-0.1899
30011SH3KBP1A001-C-014HumanColorectumFAP5.17e-03-1.77e-010.0135
30011SH3KBP1A002-C-016HumanColorectumFAP2.63e-07-1.20e-010.0521
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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
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
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
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:0007015ColorectumADactin filament organization167/3918442/187231.65e-167.94e-14167
GO:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0008360ColorectumADregulation of cell shape56/3918154/187237.01e-061.73e-0456
GO:00070151ColorectumSERactin filament organization134/2897442/187231.39e-155.70e-13134
GO:00226041ColorectumSERregulation of cell morphogenesis89/2897309/187231.51e-091.52e-0789
GO:00083601ColorectumSERregulation of cell shape43/2897154/187235.47e-051.30e-0343
GO:00070154ColorectumFAPactin filament organization125/2622442/187231.97e-153.03e-12125
GO:00226044ColorectumFAPregulation of cell morphogenesis87/2622309/187234.89e-111.87e-0887
GO:00083603ColorectumFAPregulation of cell shape43/2622154/187234.55e-061.52e-0443
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:002260420EsophagusESCCregulation of cell morphogenesis180/8552309/187235.19e-065.45e-05180
GO:000836018EsophagusESCCregulation of cell shape92/8552154/187233.00e-041.81e-0392
GO:002260422LiverHCCregulation of cell morphogenesis188/7958309/187234.84e-111.82e-09188
GO:000701522LiverHCCactin filament organization252/7958442/187233.83e-101.25e-08252
GO:000836022LiverHCCregulation of cell shape92/7958154/187231.15e-051.31e-0492
GO:00226048LungIACregulation of cell morphogenesis74/2061309/187236.31e-111.70e-0874
GO:00070158LungIACactin filament organization92/2061442/187231.01e-091.93e-0792
GO:00083607LungIACregulation of cell shape37/2061154/187233.35e-061.42e-0437
GO:000701513LungAISactin filament organization88/1849442/187231.02e-103.13e-0888
GO:002260413LungAISregulation of cell morphogenesis65/1849309/187232.97e-095.09e-0765
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414414LungIACEndocytosis51/1053251/84652.25e-042.54e-031.68e-0351
hsa0414415LungIACEndocytosis51/1053251/84652.25e-042.54e-031.68e-0351
hsa0414423LungAISEndocytosis52/961251/84659.74e-063.04e-041.95e-0452
hsa0414433LungAISEndocytosis52/961251/84659.74e-063.04e-041.95e-0452
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0414442Oral cavityEOLPEndocytosis71/1218251/84655.28e-098.97e-085.29e-0871
hsa0414452Oral cavityEOLPEndocytosis71/1218251/84655.28e-098.97e-085.29e-0871
hsa0414461Oral cavityNEOLPEndocytosis62/1112251/84653.56e-074.92e-063.09e-0662
hsa0414471Oral cavityNEOLPEndocytosis62/1112251/84653.56e-074.92e-063.09e-0662
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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
SH3KBP1SNVMissense_Mutationc.254N>Tp.Ser85Phep.S85FQ96B97protein_codingtolerated(0.73)benign(0.054)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SH3KBP1SNVMissense_Mutationc.1579N>Ap.Val527Metp.V527MQ96B97protein_codingtolerated(0.16)benign(0.011)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SH3KBP1SNVMissense_Mutationc.262A>Cp.Thr88Prop.T88PQ96B97protein_codingtolerated(0.29)benign(0)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SH3KBP1SNVMissense_Mutationc.1890N>Tp.Gln630Hisp.Q630HQ96B97protein_codingtolerated(0.73)benign(0.031)TCGA-BH-A1ES-06Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SH3KBP1SNVMissense_Mutationc.56N>Ap.Thr19Lysp.T19KQ96B97protein_codingdeleterious(0)probably_damaging(0.956)TCGA-D8-A142-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidSD
SH3KBP1SNVMissense_Mutationc.694N>Ap.Glu232Lysp.E232KQ96B97protein_codingdeleterious(0.02)possibly_damaging(0.724)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SH3KBP1SNVMissense_Mutationc.200N>Gp.Asn67Serp.N67SQ96B97protein_codingtolerated(0.91)benign(0)TCGA-D8-A1JS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SH3KBP1SNVMissense_Mutationrs776375600c.1706C>Tp.Ala569Valp.A569VQ96B97protein_codingtolerated(0.41)benign(0)TCGA-D8-A1XR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
SH3KBP1SNVMissense_Mutationnovelc.343G>Ap.Asp115Asnp.D115NQ96B97protein_codingdeleterious(0)probably_damaging(1)TCGA-LL-A7SZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SH3KBP1deletionFrame_Shift_Delc.772_799delNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Ser258ArgfsTer8p.S258Rfs*8Q96B97protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
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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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