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: ANKFY1

Gene summary for ANKFY1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ANKFY1

Gene ID

51479

Gene nameankyrin repeat and FYVE domain containing 1
Gene AliasANKHZN
Cytomap17p13.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9P2R3


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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
51479ANKFY1LZE4THumanEsophagusESCC8.77e-082.46e-010.0811
51479ANKFY1LZE8THumanEsophagusESCC2.22e-051.00e-010.067
51479ANKFY1LZE24THumanEsophagusESCC3.45e-112.54e-010.0596
51479ANKFY1LZE21THumanEsophagusESCC1.81e-062.56e-010.0655
51479ANKFY1P1T-EHumanEsophagusESCC4.81e-063.38e-010.0875
51479ANKFY1P2T-EHumanEsophagusESCC1.20e-122.41e-010.1177
51479ANKFY1P4T-EHumanEsophagusESCC7.07e-132.54e-010.1323
51479ANKFY1P8T-EHumanEsophagusESCC1.65e-193.00e-010.0889
51479ANKFY1P9T-EHumanEsophagusESCC3.95e-132.09e-010.1131
51479ANKFY1P10T-EHumanEsophagusESCC2.22e-111.91e-010.116
51479ANKFY1P11T-EHumanEsophagusESCC4.38e-114.83e-010.1426
51479ANKFY1P12T-EHumanEsophagusESCC1.76e-152.78e-010.1122
51479ANKFY1P15T-EHumanEsophagusESCC1.63e-061.65e-010.1149
51479ANKFY1P16T-EHumanEsophagusESCC2.69e-132.11e-010.1153
51479ANKFY1P17T-EHumanEsophagusESCC4.43e-072.25e-010.1278
51479ANKFY1P20T-EHumanEsophagusESCC4.59e-101.94e-010.1124
51479ANKFY1P21T-EHumanEsophagusESCC1.27e-092.10e-010.1617
51479ANKFY1P22T-EHumanEsophagusESCC1.14e-151.54e-010.1236
51479ANKFY1P23T-EHumanEsophagusESCC9.99e-112.12e-010.108
51479ANKFY1P24T-EHumanEsophagusESCC3.84e-122.41e-010.1287
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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
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:004214722Oral cavityEOLPretrograde transport, endosome to Golgi21/221891/187231.89e-031.21e-0221
GO:00610252Oral cavityEOLPmembrane fusion31/2218163/187235.09e-032.67e-0231
GO:009016011Oral cavityEOLPGolgi to lysosome transport5/221811/187235.79e-032.94e-025
GO:004819310ProstateBPHGolgi vesicle transport102/3107296/187233.90e-144.56e-12102
GO:00160507ProstateBPHvesicle organization82/3107300/187231.64e-062.78e-0582
GO:00164828ProstateBPHcytosolic transport51/3107168/187236.56e-069.53e-0551
GO:003010010ProstateBPHregulation of endocytosis60/3107211/187231.06e-051.45e-0460
GO:00068928ProstateBPHpost-Golgi vesicle-mediated transport34/3107104/187234.14e-054.43e-0434
GO:00161978ProstateBPHendosomal transport62/3107230/187234.54e-054.77e-0462
GO:00070349ProstateBPHvacuolar transport46/3107157/187234.86e-055.07e-0446
GO:00458079ProstateBPHpositive regulation of endocytosis32/3107100/187231.09e-049.95e-0432
GO:00070417ProstateBPHlysosomal transport32/3107114/187231.42e-038.47e-0332
GO:0048548ProstateBPHregulation of pinocytosis6/310712/187237.73e-033.39e-026
GO:00421475ProstateBPHretrograde transport, endosome to Golgi24/310791/187231.19e-024.82e-0224
GO:004819314ProstateTumorGolgi vesicle transport105/3246296/187233.55e-144.33e-12105
GO:001605012ProstateTumorvesicle organization87/3246300/187233.44e-077.71e-0687
GO:001648213ProstateTumorcytosolic transport54/3246168/187232.01e-063.46e-0554
GO:000703414ProstateTumorvacuolar transport48/3246157/187233.18e-053.78e-0448
GO:003010015ProstateTumorregulation of endocytosis60/3246211/187234.05e-054.62e-0460
GO:000689213ProstateTumorpost-Golgi vesicle-mediated transport35/3246104/187234.14e-054.70e-0435
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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
ANKFY1SNVMissense_Mutationc.470T>Cp.Met157Thrp.M157TQ9P2R3protein_codingtolerated(0.41)benign(0.023)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ANKFY1SNVMissense_Mutationc.793N>Tp.His265Tyrp.H265YQ9P2R3protein_codingdeleterious(0)benign(0.421)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ANKFY1SNVMissense_Mutationrs768383868c.923G>Ap.Arg308Glnp.R308QQ9P2R3protein_codingtolerated(0.58)benign(0.003)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ANKFY1SNVMissense_Mutationnovelc.1851N>Ap.Asn617Lysp.N617KQ9P2R3protein_codingtolerated(0.27)benign(0.124)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ANKFY1SNVMissense_Mutationrs745379002c.712N>Ap.Asp238Asnp.D238NQ9P2R3protein_codingtolerated(0.08)benign(0.311)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ANKFY1SNVMissense_Mutationc.2159G>Cp.Gly720Alap.G720AQ9P2R3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ANKFY1insertionNonsense_Mutationnovelc.2211_2212insGCTGCCTGAGCTCCTGTAGTCACGp.Ala737_Leu738insAlaAlaTerAlaProValValThrp.A737_L738insAA*APVVTQ9P2R3protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ANKFY1insertionNonsense_Mutationnovelc.2161_2162insTCTTGGCATGCCAGTAGCCGGCTTGACTTTCACAGTTAAGGTTATCAp.Ala721ValfsTer6p.A721Vfs*6Q9P2R3protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ANKFY1insertionNonsense_Mutationnovelc.915_916insACGTAGACATCAAAGAGAGAATCTAp.Leu306ThrfsTer2p.L306Tfs*2Q9P2R3protein_codingTCGA-AN-A0AS-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ANKFY1insertionFrame_Shift_Insnovelc.3043_3044insTTTATCCACCATCACAGAGTTCAGAAAATTCTp.Asn1015IlefsTer31p.N1015Ifs*31Q9P2R3protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
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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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