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: FKBP7

Gene summary for FKBP7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FKBP7

Gene ID

51661

Gene nameFKBP prolyl isomerase 7
Gene AliasFKBP23
Cytomap2q31.2
Gene Typeprotein-coding
GO ID

GO:0000413

UniProtAcc

Q9Y680


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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
51661FKBP7LZE8THumanEsophagusESCC2.87e-021.09e-010.067
51661FKBP7P2T-EHumanEsophagusESCC3.04e-202.99e-010.1177
51661FKBP7P4T-EHumanEsophagusESCC5.17e-104.56e-010.1323
51661FKBP7P8T-EHumanEsophagusESCC7.95e-051.37e-010.0889
51661FKBP7P9T-EHumanEsophagusESCC4.42e-113.08e-010.1131
51661FKBP7P10T-EHumanEsophagusESCC1.19e-234.04e-010.116
51661FKBP7P11T-EHumanEsophagusESCC1.03e-092.58e-010.1426
51661FKBP7P12T-EHumanEsophagusESCC7.19e-152.20e-010.1122
51661FKBP7P15T-EHumanEsophagusESCC1.41e-031.39e-010.1149
51661FKBP7P16T-EHumanEsophagusESCC2.05e-142.78e-010.1153
51661FKBP7P17T-EHumanEsophagusESCC3.50e-021.05e-010.1278
51661FKBP7P20T-EHumanEsophagusESCC1.43e-081.73e-010.1124
51661FKBP7P21T-EHumanEsophagusESCC5.46e-061.64e-010.1617
51661FKBP7P22T-EHumanEsophagusESCC9.76e-051.78e-010.1236
51661FKBP7P23T-EHumanEsophagusESCC7.73e-042.00e-010.108
51661FKBP7P24T-EHumanEsophagusESCC2.96e-092.46e-010.1287
51661FKBP7P26T-EHumanEsophagusESCC1.78e-031.29e-010.1276
51661FKBP7P27T-EHumanEsophagusESCC1.81e-021.05e-010.1055
51661FKBP7P30T-EHumanEsophagusESCC1.26e-113.20e-010.137
51661FKBP7P31T-EHumanEsophagusESCC3.43e-142.00e-010.1251
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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
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: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
FKBP7SNVMissense_Mutationc.74N>Cp.Arg25Thrp.R25TQ9Y680protein_codingtolerated(0.61)benign(0)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
FKBP7insertionFrame_Shift_Insnovelc.136_137insTAATGATTAACTTTGGGCAAATCATACTTCTTTCTGGTGATTATAGp.Cys46LeufsTer18p.C46Lfs*18Q9Y680protein_codingTCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
FKBP7SNVMissense_Mutationc.110N>Cp.Ile37Thrp.I37TQ9Y680protein_codingtolerated(0.11)benign(0.187)TCGA-C5-A1M5-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
FKBP7SNVMissense_Mutationc.544N>Ap.Glu182Lysp.E182KQ9Y680protein_codingtolerated(0.14)benign(0.062)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
FKBP7SNVMissense_Mutationnovelc.454N>Cp.Glu152Glnp.E152QQ9Y680protein_codingdeleterious(0.01)probably_damaging(0.947)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FKBP7SNVMissense_Mutationc.611N>Cp.Asp204Alap.D204AQ9Y680protein_codingdeleterious(0)possibly_damaging(0.678)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
FKBP7SNVMissense_Mutationrs752288280c.326N>Ap.Arg109Glnp.R109QQ9Y680protein_codingdeleterious(0)probably_damaging(0.988)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
FKBP7SNVMissense_Mutationc.21C>Ap.Phe7Leup.F7LQ9Y680protein_codingtolerated(0.27)benign(0)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
FKBP7SNVMissense_Mutationnovelc.58C>Ap.Leu20Ilep.L20IQ9Y680protein_codingtolerated(0.4)benign(0.005)TCGA-AG-A01J-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
FKBP7SNVMissense_Mutationrs774968692c.412N>Ap.Glu138Lysp.E138KQ9Y680protein_codingtolerated(0.06)possibly_damaging(0.621)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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