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Ke J, Zhao J, Li H, Yuan L, Dong G, Wang G. Prediction of protein N-terminal acetylation modification sites based on CNN-BiLSTM-attention model. Comput Biol Med 2024; 174:108330. [PMID: 38588617 DOI: 10.1016/j.compbiomed.2024.108330] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Revised: 03/06/2024] [Accepted: 03/17/2024] [Indexed: 04/10/2024]
Abstract
N-terminal acetylation is one of the most common and important post-translational modifications (PTM) of eukaryotic proteins. PTM plays a crucial role in various cellular processes and disease pathogenesis. Thus, the accurate identification of N-terminal acetylation modifications is important to gain insight into cellular processes and other possible functional mechanisms. Although some algorithmic models have been proposed, most have been developed based on traditional machine learning algorithms and small training datasets. Their practical applications are limited. Nevertheless, deep learning algorithmic models are better at handling high-throughput and complex data. In this study, DeepCBA, a model based on the hybrid framework of convolutional neural network (CNN), bidirectional long short-term memory network (BiLSTM), and attention mechanism deep learning, was constructed to detect the N-terminal acetylation sites. The DeepCBA was built as follows: First, a benchmark dataset was generated by selecting low-redundant protein sequences from the Uniport database and further reducing the redundancy of the protein sequences using the CD-HIT tool. Subsequently, based on the skip-gram model in the word2vec algorithm, tripeptide word vector features were generated on the benchmark dataset. Finally, the CNN, BiLSTM, and attention mechanism were combined, and the tripeptide word vector features were fed into the stacked model for multiple rounds of training. The model performed excellently on independent dataset test, with accuracy and area under the curve of 80.51% and 87.36%, respectively. Altogether, DeepCBA achieved superior performance compared with the baseline model, and significantly outperformed most existing predictors. Additionally, our model can be used to identify disease loci and drug targets.
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Affiliation(s)
- Jinsong Ke
- College of Computer and Control Engineering, Northeast Forestry University, Harbin, 150040, China
| | - Jianmei Zhao
- College of Computer and Control Engineering, Northeast Forestry University, Harbin, 150040, China; College of Life Science, Northeast Forestry University, Harbin, 150040, China
| | - Hongfei Li
- College of Computer and Control Engineering, Northeast Forestry University, Harbin, 150040, China; College of Life Science, Northeast Forestry University, Harbin, 150040, China
| | - Lei Yuan
- Department of Hepatobiliary Surgery, Quzhou People's Hospital, Quzhou, 324000, China
| | - Guanghui Dong
- College of Computer and Control Engineering, Northeast Forestry University, Harbin, 150040, China
| | - Guohua Wang
- College of Computer and Control Engineering, Northeast Forestry University, Harbin, 150040, China.
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Tan XM, Liu YH, Shang X, Ye YH, Xu XM. A Novel Hemoglobin Variant Hb Liaobu [α107(G14)Val→Leu, HBA2: c.322G>C] Detected by Matrix-Assisted Laser Desorption Ionization-Time-of-Flight Mass Spectrometry. Hemoglobin 2022; 45:341-344. [PMID: 35322741 DOI: 10.1080/03630269.2022.2036186] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
We here describe a novel hemoglobin (Hb) variant, Hb Liaobu [α107(G14)Val→Leu, HBA2: c.322G>C], in a Chinese family. The structurally abnormal α chain variant could not be detected using capillary electrophoresis (CE) and was subsequently characterized by matrix-assisted laser desorption ionization-time of flight (MALDI-TOF) mass spectrometry (MS), and further confirmed by reversed phase high performance liquid chromatography (HPLC). Sanger sequencing revealed a novel base mutation on the α2-globin gene and RNA analysis by reverse transcription polymerase chain reaction (RT-PCR) showed the presence of an abnormal HBA transcript. The isopropanol stability test indicated the stable state of this structural Hb variant. In conclusion, a new Hb variant, Hb Liaobu, was discovered and characterized. It was proven to be a nonpathogenic variant. Our study resolved the confusion in the clinical diagnosis of individuals with this novel Hb variant in this family.
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Affiliation(s)
- Xue-Mei Tan
- Department of Medical Genetics, School of Basic Medical Sciences, Southern Medical University, Guangzhou, People's Republic of China
| | - Yan-Hui Liu
- Department of Prenatal Diagnosis Center, Dongguan Maternal & Children Health Hospital, Dongguan, People's Republic of China
| | - Xuan Shang
- Department of Medical Genetics, School of Basic Medical Sciences, Southern Medical University, Guangzhou, People's Republic of China
| | - Yu-Hua Ye
- Department of Medical Genetics, School of Basic Medical Sciences, Southern Medical University, Guangzhou, People's Republic of China
| | - Xiang-Min Xu
- Department of Medical Genetics, School of Basic Medical Sciences, Southern Medical University, Guangzhou, People's Republic of China
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MetAP2 inhibition modifies hemoglobin S to delay polymerization and improves blood flow in sickle cell disease. Blood Adv 2021; 5:1388-1402. [PMID: 33661300 DOI: 10.1182/bloodadvances.2020003670] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2020] [Accepted: 01/21/2021] [Indexed: 11/20/2022] Open
Abstract
Sickle cell disease (SCD) is associated with hemolysis, vascular inflammation, and organ damage. Affected patients experience chronic painful vaso-occlusive events requiring hospitalization. Hypoxia-induced polymerization of sickle hemoglobin S (HbS) contributes to sickling of red blood cells (RBCs) and disease pathophysiology. Dilution of HbS with nonsickling hemoglobin or hemoglobin with increased oxygen affinity, such as fetal hemoglobin or HbS bound to aromatic aldehydes, is clinically beneficial in decreasing polymerization. We investigated a novel alternate approach to modify HbS and decrease polymerization by inhibiting methionine aminopeptidase 2 (MetAP2), which cleaves the initiator methionine (iMet) from Val1 of α-globin and βS-globin. Kinetic studies with MetAP2 show that βS-globin is a fivefold better substrate than α-globin. Knockdown of MetAP2 in human umbilical cord blood-derived erythroid progenitor 2 cells shows more extensive modification of α-globin than β-globin, consistent with kinetic data. Treatment of human erythroid cells in vitro or Townes SCD mice in vivo with selective MetAP2 inhibitors extensively modifies both globins with N-terminal iMet and acetylated iMet. HbS modification by MetAP2 inhibition increases oxygen affinity, as measured by decreased oxygen tension at which hemoglobin is 50% saturated. Acetyl-iMet modification on βS-globin delays HbS polymerization under hypoxia. MetAP2 inhibitor-treated Townes mice reach 50% total HbS modification, significantly increasing the affinity of RBCs for oxygen, increasing whole blood single-cell RBC oxygen saturation, and decreasing fractional flow velocity losses in blood rheology under decreased oxygen pressures. Crystal structures of modified HbS variants show stabilization of the nonpolymerizing high O2-affinity R2 state, explaining modified HbS antisickling activity. Further study of MetAP2 inhibition as a potential therapeutic target for SCD is warranted.
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Horri-Naceur A, Timson DJ. In Silico Analysis of the Effects of Point Mutations on α-Globin: Implications for α-Thalassemia. Hemoglobin 2020; 44:89-103. [PMID: 32420790 DOI: 10.1080/03630269.2020.1739067] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Hemoglobinopathies are inherited diseases that impair the structure and function of the oxygen-carrying pigment hemoglobin (Hb). Adult Hb consists of two α and two β subunits. α-Thalassemia (α-thal) affects the genes that code for the α-globin chains, HBA1 and HBA2. Mutations can result in asymptomatic, mild or severe outcomes depending on several factors, such as mutation type, number of mutations and the location at which they occur. PredictSNP was used to estimate whether every possible single nucleotide polymorphism (SNP) would have a neutral or deleterious effect on the protein. These results were then used to create a plot of predicted tolerance to change for each residue in the protein. Tolerance to change was negatively correlated with the residue's sequence conservation score. The PredictSNP data were compared to clinical reports of 110 selected variants in the literature. There were 29 disagreements between the two data types. Some of these could be resolved by considering the role of the affected residue in binding other molecules. The three-dimensional structures of some of these variant proteins were modeled. These models helped explain variants which affect heme binding. We predict that where a point mutation alters a residue that is intolerant to change, is well conserved and or involved in interactions, it is likely to be associated with disease. Overall, the data from this study could be used alongside biochemical and clinical data to assess novel α-globin variants.
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Affiliation(s)
- Agathe Horri-Naceur
- School of Pharmacy and Biomolecular Sciences, University of Brighton, Brighton, East Sussex, UK
| | - David J Timson
- School of Pharmacy and Biomolecular Sciences, University of Brighton, Brighton, East Sussex, UK
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β37Trp→Cys mutation leads to multiple new hemoglobin species in red cells. Clin Biochem 2012; 45:259-63. [DOI: 10.1016/j.clinbiochem.2011.12.001] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2011] [Revised: 11/15/2011] [Accepted: 12/06/2011] [Indexed: 11/22/2022]
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Versteegh FGA, Arkesteijn SGJ, Bakker-Verweij M, Haanappel K, van Delft P, Phylipsen M, Kaufmann JO, Kok PJMJ, Lansbergen GWA, Giordano PC, Harteveld CL. Hb Boskoop [HBA2c.112C>T p.Pro38Ser]: a new α2 chain variant observed in a Morrocan family. Hemoglobin 2011; 35:97-102. [PMID: 21417565 DOI: 10.3109/03630269.2011.557459] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
We describe a new nondeletional α-thalassemia (α-thal) determinant found in a Moroccan infant and in two members of his family. The new mutation generates an abnormal hemoglobin (Hb) as a consequence of a Pro→Ser amino acid substitution at codon 37 (old nomenclature) of the α2 gene. The new Hb variant is barely separable on high performance liquid chromatography (HPLC) but the expression of the α chain mutant measured on reversed phase chromatography is one-third of that expected from a stable α2 variant, which explains the mild α-thal phenotype observed in the carriers. As shown for other mutations described in our laboratory (i.e., Hb Gouda), this variant could also be common in the North African population, overlooked because of the mild phenotype and silent behavior on HPLC. Nevertheless, these silent variants could generate intermediate Hb H diseases in association with Mediterranean α(0)-thal deletion defect.
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Zanella-Cleon I, Joly P, Becchi M, Francina A. Phenotype determination of hemoglobinopathies by mass spectrometry. Clin Biochem 2009; 42:1807-17. [DOI: 10.1016/j.clinbiochem.2009.04.010] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2009] [Accepted: 04/20/2009] [Indexed: 12/01/2022]
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Harteveld CL, Oosterhuis WP, Schoenmakers CHH, Ananta H, Kos S, Bakker Verweij M, van Delft P, Arkesteijn SGJ, Phylipsen M, Giordano PC. alpha-thalassaemia masked by beta gene defects and a new polyadenylation site mutation on the alpha2-globin gene. Eur J Haematol 2009; 84:354-8. [PMID: 19912309 DOI: 10.1111/j.1600-0609.2009.01380.x] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
We report three examples of chronic anaemia involving complex combinations of alpha- and beta-globin gene defects. The first case had a potential Hb H disease caused by the classic SEA/RW deletions masked by Hb E [beta26(B8)Glu-->Lys] in the homozygous state. The second had an unusual Hb H disease caused by compound heterozygosity for two different alpha2 polyadenylation site mutations masked by a beta-thalassaemia heterozygosity. The third had an intermediate alpha-thalassaemia with considerable anaemia caused by an as yet unknown polyadenylation site (AATAAA>AATAAC) mutation in combination with a common RW deletion masked by a common Hb C [beta6(A3)Glu-->Lys] heterozygosity. Diagnostic methods, genotype/phenotype correlations and the chance of overlooking these combinations during risk assessment in a multiethnic society are discussed.
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Affiliation(s)
- Cornelis L Harteveld
- The Reference Hemoglobinopathies Laboratory, Department of Human and Clinical Genetics (LDGA), Leiden University Medical Center, Leiden
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van Zwieten R, Kaufmann JO, Vuil H, Kouwenberg J, Verhoeven AJ, Fogelberg K, Harteveld CL, Giordano PC. Hb Nile[A1] and Hb Nile[A2]: Novel Identical [α77(EF6)Pro→Ser] Variants Found in Either the α1- or α2-Globin Genes. Hemoglobin 2009; 33:188-95. [DOI: 10.1080/03630260903091918] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Harteveld CL, van Helden WCH, Boxma GL, van Delft P, Bakker-Verweij M, Wajcman H, Zanella-Cleon I, Becchi M, Giordano PC. Hb Zoetermeer: A New Mutation on the α2 Gene Inducing an Ala→Ser Substitution at Codon 21 is Possibly Associated with a Mild Thalassemic Phenotype. Hemoglobin 2009; 31:325-32. [PMID: 17654069 DOI: 10.1080/03630260701459374] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
A 52-year-old Dutch male was referred to our laboratory for hemoglobinopathy analysis because of persistent microcytic hypochromic parameters and moderate erythrocytosis in the absence of iron deficiency. The hemoglobin (Hb) pattern was normal and breakpoint polymerase chain reaction (PCR) excluded the six common deletion defects of the alpha gene cluster. Direct sequencing revealed a GCT-->TCT transversion at codon 21 of the alpha2 gene generating an Ala-->Ser single amino acid substitution. The hematological parameters observed in the presence of this mutation are consistent with a compensated heterozygous alpha(+)-thalassemia (thal). However, the neutral mutation and the external position of the residue do not explain an association with this phenotype. Nevertheless, we cannot exclude that the mutation could induce the observed hematological abnormalities and could eventually be considered as a mutation associated with a mild alpha-thalassemic phenotype.
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Affiliation(s)
- Cornelis L Harteveld
- The Hemoglobinopathies Laboratory, Department of Human and Clinical Genetics, Leiden University Medical Center, Leiden, The Netherlands
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Van Delft P, Lenters E, Bakker-Verweij M, de Korte M, Baylan U, Harteveld CL, Giordano PC. Evaluating five dedicated automatic devices for haemoglobinopathy diagnostics in multi-ethnic populations. Int J Lab Hematol 2009; 31:484-95. [PMID: 19486364 DOI: 10.1111/j.1751-553x.2009.01158.x] [Citation(s) in RCA: 104] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
We have tested five haemoglobin (Hb) separation apparatuses, dedicated to haemoglobinopathy diagnostics. These are the four high performance liquid chromatography devices: VARIANT II, HA 8160, G7, Ultra(2) and the Capillary Electrophoresis apparatus from Sebia. In the first place, we focussed on the capacity of all apparatuses to detect the most common structural variants relevant for public health, these being HbS, HbC, HbE, HbD-Punjab and HbO-Arab. We then compared how the high HbA(2)beta-thalassaemia carriers were identified. All apparatuses were able to identify carriers of these traits with the expected sensitivity and specificity. With the primary goal of a high degree of conformity in basic diagnostics of haemoglobinopathies, we present the interpretation and the significance of the results on all apparatuses, and we comment on the unavoidable problems and solutions.
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Affiliation(s)
- P Van Delft
- The Haemoglobinopathies Laboratory, Department of Human and Clinical Genetics, Leiden University Medical Centre, Leiden 2300 RC, The Netherlands
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van den Ouweland JMW, van Daal H, Klaassen CH, van Aarssen Y, Harteveld CL, Giordano PC. The silent hemoglobin alpha chain variant Hb Riccarton [alpha51(CE9)Gly-->Ser] may affect HbA1c determination on the HLC-723 G7 analyzer. Clin Chem Lab Med 2008; 46:827-30. [PMID: 18601605 DOI: 10.1515/cclm.2008.169] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND Structural hemoglobin variants can affect the accuracy of hemoglobin A1c (HbA1c) testing and represent the most common pitfall in the determination of HbA1c. We here describe the characterization of an alpha chain variant in diabetic patients as the cause of an abnormal presentation of the HbA1c fraction on the HLC-723 G7 analyzer. METHODS HbA1c analysis was performed using various HPLC-based HbA1c analyzers and by immunoassay. alpha-Globin mutation analysis was performed by GAP-PCR and DNA sequencing. RESULTS The peak partially overlapping HbA1c in the chromatogram represents the glycated fraction of the silent alpha chain variant Hb Riccarton [alpha51(CE9)Gly-->Ser]. This aberrant peak is uniquely identified by the HLC-723 instrument, as it is not observed on other HPLC-based HbA1c analyzers. Occasionally, the HLC-723 may fail to properly integrate both glycated Hb fractions, resulting in a falsely low HbA1c result. The variant was confirmed in samples from other diabetic patients with identical chromatographic patterns. CONCLUSIONS The silent alpha chain variant Hb Riccarton [alpha51(CE9)Gly-->Ser] leads to an abnormal chromatographic presentation on the HLC-723 analyzer with a risk of erroneous HbA1c determination. Manual validation of chromatograms to detect abnormalities caused by Hb variants is important to prevent incorrectly produced HbA1c results from being reported.
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Novel hemoglobin alpha chain elongation resulting from a 15-residue insertion and tandem duplication of the F helix. Clin Biochem 2008; 41:1156-61. [PMID: 18571503 DOI: 10.1016/j.clinbiochem.2008.05.011] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2008] [Revised: 05/12/2008] [Accepted: 05/22/2008] [Indexed: 11/22/2022]
Abstract
OBJECTIVES To determine the cause of an unusual hemoglobin pattern with two novel components eluting after HbA(2) on cation exchange HPLC. This variant was detected during HbA1c measurement and was associated with a normal blood count and a positive isopropanol test. DESIGN AND METHOD Whole hemolysate and isopropanol precipitates were analysed by ESI MS, and individual components were purified by reverse phase and cation exchange HPLC. Tryptic peptide mapping of isopropanol precipitates was used to detect the molecular lesion and DNA sequencing was used to characterise the precise rearrangement. RESULTS ESI MS showed a mass increase of 1614Da in 9% of the alpha globin chains and sequence analysis of the alpha2 gene revealed the heterozygous insertion of 45 nucleotides after codon 93. The predicted in phase incretion of ALSALSDLHAHKLRV (+ 1613Da) is a direct repeat of residues alpha79-93 and signature ions from the new peptide were clearly visible in peptide maps of the unstable hemoglobin. CONCLUSION The insertion probably results from replication slippage during DNA synthesis and the 15-residue repeat results in full repetition of the heme-linked F helix. The nature of the inserted sequence explains the molecular instability and the electrophoretic mobility, but not the twin peaks observed on cation exchange HPLC. These components had the same chain composition, (alpha(L) beta), the same number of heme groups per chain, were not in rapid equilibrium with each other, and probably represent hemoglobin species with different conformers of the elongated alpha(L) chain.
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Affiliation(s)
- Stephen O Brennan
- Molecular Pathology Laboratory, Canterbury Health Laboratories, Christchurch, New Zealand, and, Christchurch School of Medicine, University of Otago, E-mail
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Moradkhani K, Henthorn J, Riou J, Phelan L, Préhu C, Wajcman H. Hb Niigata [β1(Na1)Val→Leu] in a Romanian Individual Resulting from Another Nucleotide Substitution than that Found in the Japanese. Hemoglobin 2007; 31:477-82. [DOI: 10.1080/03630260701587885] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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