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: FKBP10

Gene summary for FKBP10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FKBP10

Gene ID

60681

Gene nameFKBP prolyl isomerase 10
Gene AliasBRKS1
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0000413

UniProtAcc

A0A024R1W3


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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
60681FKBP10HTA11_2487_2000001011HumanColorectumSER1.14e-021.98e-01-0.1808
60681FKBP10HTA11_696_2000001011HumanColorectumAD3.61e-021.02e-01-0.1464
60681FKBP10HTA11_4255_2000001011HumanColorectumSER3.40e-033.08e-010.0446
60681FKBP10HTA11_8622_2000001021HumanColorectumSER8.37e-052.47e-010.0528
60681FKBP10HTA11_6818_2000001021HumanColorectumAD1.37e-041.94e-010.0588
60681FKBP10HTA11_99999965062_69753HumanColorectumMSI-H7.89e-033.79e-010.3487
60681FKBP10HTA11_99999965104_69814HumanColorectumMSS1.05e-226.06e-010.281
60681FKBP10HTA11_99999973899_84307HumanColorectumMSS3.94e-187.20e-010.2585
60681FKBP10HTA11_99999974143_84620HumanColorectumMSS3.80e-254.66e-010.3005
60681FKBP10A015-C-006HumanColorectumFAP3.48e-022.68e-01-0.0994
60681FKBP10AEH-subject1HumanEndometriumAEH9.86e-33-5.13e-01-0.3059
60681FKBP10AEH-subject2HumanEndometriumAEH1.72e-30-4.86e-01-0.2525
60681FKBP10AEH-subject3HumanEndometriumAEH6.15e-20-4.91e-01-0.2576
60681FKBP10AEH-subject4HumanEndometriumAEH4.39e-18-4.30e-01-0.2657
60681FKBP10AEH-subject5HumanEndometriumAEH1.14e-23-5.01e-01-0.2953
60681FKBP10EEC-subject1HumanEndometriumEEC5.44e-23-4.99e-01-0.2682
60681FKBP10EEC-subject2HumanEndometriumEEC7.46e-29-5.17e-01-0.2607
60681FKBP10EEC-subject3HumanEndometriumEEC1.02e-31-4.92e-01-0.2525
60681FKBP10EEC-subject4HumanEndometriumEEC4.78e-26-5.04e-01-0.2571
60681FKBP10EEC-subject5HumanEndometriumEEC6.96e-32-5.16e-01-0.249
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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
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
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:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:0001701ColorectumADin utero embryonic development110/3918367/187232.36e-054.62e-04110
GO:00420601ColorectumSERwound healing97/2897422/187232.69e-057.30e-0497
GO:00017011ColorectumSERin utero embryonic development77/2897367/187232.77e-032.48e-0277
GO:00420602ColorectumMSSwound healing119/3467422/187235.93e-072.24e-05119
GO:00017012ColorectumMSSin utero embryonic development99/3467367/187233.71e-057.10e-0499
GO:00420603ColorectumMSI-Hwound healing47/1319422/187231.23e-032.00e-0247
GO:00420604ColorectumFAPwound healing99/2622422/187239.50e-086.33e-0699
GO:00017013ColorectumFAPin utero embryonic development81/2622367/187231.58e-054.10e-0481
GO:004206016EndometriumAEHwound healing91/2100422/187234.85e-104.61e-0891
GO:00017019EndometriumAEHin utero embryonic development73/2100367/187237.18e-072.63e-0573
GO:00004133EndometriumAEHprotein peptidyl-prolyl isomerization13/210042/187234.74e-044.91e-0313
GO:00182086EndometriumAEHpeptidyl-proline modification16/210058/187234.75e-044.91e-0316
GO:0030199EndometriumAEHcollagen fibril organization14/210061/187236.65e-033.91e-0214
GO:004206017EndometriumEECwound healing92/2168422/187231.12e-099.58e-0892
GO:000170114EndometriumEECin utero embryonic development75/2168367/187235.86e-072.16e-0575
GO:000041311EndometriumEECprotein peptidyl-prolyl isomerization14/216842/187231.69e-042.10e-0314
GO:001820813EndometriumEECpeptidyl-proline modification17/216858/187232.11e-042.54e-0317
GO:00301991EndometriumEECcollagen fibril organization14/216861/187238.76e-034.74e-0214
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
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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
FKBP10SNVMissense_Mutationc.1459G>Ap.Asp487Asnp.D487NQ96AY3protein_codingtolerated(0.22)benign(0.029)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
FKBP10insertionFrame_Shift_Insnovelc.1236_1237insACATTGCTGCGCCCGCCCCACTGCCCCCGCATp.Gly413ThrfsTer34p.G413Tfs*34Q96AY3protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FKBP10SNVMissense_Mutationnovelc.1180N>Ap.Glu394Lysp.E394KQ96AY3protein_codingtolerated(0.89)benign(0.02)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
FKBP10SNVMissense_Mutationrs782653042c.407C>Tp.Pro136Leup.P136LQ96AY3protein_codingdeleterious(0)probably_damaging(0.909)TCGA-EA-A3HQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FKBP10SNVMissense_Mutationnovelc.901N>Gp.Thr301Alap.T301AQ96AY3protein_codingdeleterious(0.03)benign(0.05)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FKBP10SNVMissense_Mutationrs142507953c.311G>Ap.Arg104Glnp.R104QQ96AY3protein_codingtolerated(0.8)benign(0.234)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FKBP10SNVMissense_Mutationc.1340G>Ap.Cys447Tyrp.C447YQ96AY3protein_codingdeleterious(0)probably_damaging(1)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
FKBP10SNVMissense_Mutationrs577855172c.1322N>Tp.Thr441Metp.T441MQ96AY3protein_codingtolerated(0.28)benign(0.017)TCGA-ZJ-AAX4-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
FKBP10SNVMissense_Mutationnovelc.148C>Ap.His50Asnp.H50NQ96AY3protein_codingtolerated(0.28)benign(0.065)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FKBP10SNVMissense_Mutationrs782261801c.715N>Ap.Glu239Lysp.E239KQ96AY3protein_codingtolerated(0.08)probably_damaging(0.985)TCGA-AA-A01P-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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