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: FKBP15

Gene summary for FKBP15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FKBP15

Gene ID

23307

Gene nameFKBP prolyl isomerase family member 15
Gene AliasFKBP133
Cytomap9q32
Gene Typeprotein-coding
GO ID

GO:0000413

UniProtAcc

Q5T1M5


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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
23307FKBP15LZE4THumanEsophagusESCC6.63e-052.03e-010.0811
23307FKBP15LZE7THumanEsophagusESCC3.51e-031.47e-010.0667
23307FKBP15LZE20THumanEsophagusESCC1.15e-082.62e-010.0662
23307FKBP15LZE24THumanEsophagusESCC3.60e-112.23e-010.0596
23307FKBP15P1T-EHumanEsophagusESCC3.92e-032.12e-010.0875
23307FKBP15P2T-EHumanEsophagusESCC1.12e-243.29e-010.1177
23307FKBP15P4T-EHumanEsophagusESCC3.49e-162.68e-010.1323
23307FKBP15P5T-EHumanEsophagusESCC2.60e-213.71e-010.1327
23307FKBP15P8T-EHumanEsophagusESCC4.71e-111.37e-010.0889
23307FKBP15P9T-EHumanEsophagusESCC1.10e-051.40e-010.1131
23307FKBP15P10T-EHumanEsophagusESCC4.38e-122.26e-010.116
23307FKBP15P11T-EHumanEsophagusESCC3.72e-124.36e-010.1426
23307FKBP15P12T-EHumanEsophagusESCC5.14e-061.79e-010.1122
23307FKBP15P15T-EHumanEsophagusESCC1.21e-162.76e-010.1149
23307FKBP15P16T-EHumanEsophagusESCC5.93e-081.29e-010.1153
23307FKBP15P17T-EHumanEsophagusESCC8.55e-051.93e-010.1278
23307FKBP15P20T-EHumanEsophagusESCC5.50e-071.61e-010.1124
23307FKBP15P21T-EHumanEsophagusESCC7.22e-202.90e-010.1617
23307FKBP15P22T-EHumanEsophagusESCC1.36e-091.03e-010.1236
23307FKBP15P23T-EHumanEsophagusESCC4.28e-141.70e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:001820816EsophagusESCCpeptidyl-proline modification46/855258/187231.59e-072.51e-0646
GO:000041313EsophagusESCCprotein peptidyl-prolyl isomerization32/855242/187235.52e-054.27e-0432
GO:00182088Oral cavityOSCCpeptidyl-proline modification42/730558/187232.49e-073.92e-0642
GO:00004134Oral cavityOSCCprotein peptidyl-prolyl isomerization28/730542/187232.61e-041.67e-0328
GO:001820810SkincSCCpeptidyl-proline modification37/486458/187231.53e-095.82e-0837
GO:00004136SkincSCCprotein peptidyl-prolyl isomerization26/486442/187239.92e-071.78e-0526
GO:001820817ThyroidPTCpeptidyl-proline modification42/596858/187232.71e-108.91e-0942
GO:00004137ThyroidPTCprotein peptidyl-prolyl isomerization30/596842/187231.65e-073.13e-0630
GO:001820818ThyroidATCpeptidyl-proline modification42/629358/187231.70e-094.21e-0842
GO:000041314ThyroidATCprotein peptidyl-prolyl isomerization30/629342/187236.06e-078.44e-0630
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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
FKBP15SNVMissense_Mutationnovelc.685N>Tp.Arg229Cysp.R229CQ5T1M5protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FKBP15SNVMissense_Mutationc.211A>Gp.Thr71Alap.T71AQ5T1M5protein_codingtolerated(1)benign(0)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FKBP15SNVMissense_Mutationnovelc.847G>Cp.Glu283Glnp.E283QQ5T1M5protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FKBP15SNVMissense_Mutationrs745583940c.2294N>Ap.Arg765Hisp.R765HQ5T1M5protein_codingdeleterious(0)possibly_damaging(0.886)TCGA-AO-A1KP-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyfluorouracilSD
FKBP15SNVMissense_Mutationc.1768N>Cp.Glu590Glnp.E590QQ5T1M5protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
FKBP15SNVMissense_Mutationc.2228N>Cp.Leu743Prop.L743PQ5T1M5protein_codingdeleterious(0)probably_damaging(0.957)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FKBP15SNVMissense_Mutationrs374222379c.427T>Cp.Tyr143Hisp.Y143HQ5T1M5protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
FKBP15deletionIn_Frame_Delnovelc.2969_2992delNNNNNNNNNNNNNNNNNNNNNNNNp.Glu990_Gln997delp.E990_Q997delQ5T1M5protein_codingTCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
FKBP15insertionNonsense_Mutationnovelc.1955_1956insAACAAGCTAGAGCTGATGATGGTTCTCTTGTTCCTAAGAACp.Ser653ThrfsTer3p.S653Tfs*3Q5T1M5protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
FKBP15insertionNonsense_Mutationnovelc.3528_3529insGCTTAGCCCCACATTGGAATGCTGAAGCCTTAGTTTTCCCp.Leu1177AlafsTer2p.L1177Afs*2Q5T1M5protein_codingTCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
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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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