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Sani A, Idrees Khan M, Shah S, Tian Y, Zha G, Fan L, Zhang Q, Cao C. Diagnosis and screening of abnormal hemoglobins. Clin Chim Acta 2024; 552:117685. [PMID: 38030031 DOI: 10.1016/j.cca.2023.117685] [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: 10/26/2023] [Revised: 11/21/2023] [Accepted: 11/24/2023] [Indexed: 12/01/2023]
Abstract
Hemoglobin (Hb) abnormalities, such as thalassemia and structural Hb variants, are among the most prevalent inherited diseases and are associated with significant mortality and morbidity worldwide. However, there were not comprehensive reviews focusing on different clinical analytical techniques, research methods and artificial intelligence (AI) used in clinical screening and research on hemoglobinopathies. Hence the review offers a comprehensive summary of recent advancements and breakthroughs in the detection of aberrant Hbs, research methods and AI uses as well as the present restrictions anddifficulties in hemoglobinopathies. Recent advances in cation exchange high performance liquid chromatography (HPLC), capillary zone electrophoresis (CZE), isoelectric focusing (IEF), flow cytometry, mass spectrometry (MS) and polymerase chain reaction (PCR) etc have allowed for the definitive detection by using advanced AIand portable point of care tests (POCT) integrating with smartphone microscopic classification, machine learning (ML) model, complete blood counts (CBC), imaging-based method, speedy immunoassay, and electrochemical-, microfluidic- and sensing-related platforms. In addition, to confirm and validate unidentified and novel Hbs, highly specialized genetic based techniques like PCR, reverse transcribed (RT)-PCR, DNA microarray, sequencing of genomic DNA, and sequencing of RT-PCR amplified globin cDNA of the gene of interest have been used. Hence, adequate utilization and improvement of available diagnostic and screening technologies are important for the control and management of hemoglobinopathies.
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Affiliation(s)
- Ali Sani
- School of Sensing Science and Engineering, School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Muhammad Idrees Khan
- School of Sensing Science and Engineering, School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Saud Shah
- School of Sensing Science and Engineering, School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Youli Tian
- School of Sensing Science and Engineering, School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China; School of Life Science and Biotechnology, State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Genhan Zha
- School of Sensing Science and Engineering, School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Liuyin Fan
- Student Innovation Center, Shanghai Jiao Tong University, Shanghai 200240, China.
| | - Qiang Zhang
- School of Sensing Science and Engineering, School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China.
| | - Chengxi Cao
- School of Sensing Science and Engineering, School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China; School of Life Science and Biotechnology, State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, Shanghai, 200240, China.
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Lin Y, Agarwal AM, Anderson LC, Marshall AG. Discovery of a biomarker for β-Thalassemia by HPLC-MS and improvement from Proton Transfer Reaction - Parallel Ion Parking. J Mass Spectrom Adv Clin Lab 2023; 28:20-26. [PMID: 36814695 PMCID: PMC9939715 DOI: 10.1016/j.jmsacl.2023.01.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2022] [Revised: 01/20/2023] [Accepted: 01/20/2023] [Indexed: 02/05/2023] Open
Abstract
β-thalassemia is a quantitative hemoglobin (Hb) disorder resulting in reduced production of Hb A and increased levels of Hb A2. Diagnosis of β-thalassemia can be problematic when combined with other structural Hb variants, so that the separation approaches in routine clinical centers are not sufficiently decisive to obtain accurate results. Here, we separate the intact Hb subunits by high-performance liquid chromatography, followed by top-down tandem mass spectrometry of intact subunits to distinguish Hb variants. Proton transfer reaction-parallel ion parking (PTR-PIP), in which a radical anion removes protons from multiply charged precursor ions and produces charge-reduced ions spanning a limited m/z range, was used to increase the signal-to-noise ratio of the subunits of interest. We demonstrate that the δ/β ratio can act as a biomarker to identify β-thalassemia in normal electrospray ionization MS1 and PTR-PIP MS1. The application of PTR-PIP significantly increases the sensitivity and specificity of the HPLC-MS method to identify δ/β ratio as a thalassemia biomarker.
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Key Words
- ACN, Acetonitrile
- AUC, Areas under the curve
- CID, Collision-induced dissociation
- ESI, Electrospray ionization
- ETD, Electron-transfer dissociation
- FA, Formic acid
- FN, False-negative
- FP, False-positive
- FT-ICR
- FT-ICR, MS Fourier transform ion cyclotron resonance mass spectrometer
- FTMS
- Fourier transform ion cyclotron resonance
- Hb A, Normal adult Hb
- Hb, Hemoglobin
- HbA1d, Hb β with glutathione
- IFCC, International Federation of Clinical Chemistry and Laboratory Medicine
- IQR, Interquartile range
- J, Youden Index
- MCW, Methanol/chloroform/water
- MS, Mass spectrometry
- PTM, Post-translational modification
- PTR-PIP, Proton transfer reaction-parallel ion parking
- ROC, Receiver operating characteristic
- S/N, Signal-to-noise ratios
- Se(c), Sensitivity, the probability of a true positive)
- Sp(c), Specificity, the probability of a true negative)
- TIC, Total ion chromatogram
- TN, True negative
- TP, True positive
- Top-down
- XIC, Extracted ion chromatograms
- m/z, Mass-to-charge ratios
- δ/β ratio
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Affiliation(s)
- Yuan Lin
- Department of Chemistry and Biochemistry, Florida State University, Tallahassee, FL 32308, United States
| | - Archana M. Agarwal
- Department of Pathology, University of Utah School of Medicine, Salt Lake City, UT 84132, United States,ARUP Institute for Clinical and Experimental Pathology, Salt Lake City, UT 84108, United States
| | - Lissa C. Anderson
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, Tallahassee, FL 32310, United States,Corresponding authors at: Department of Chemistry and Biochemistry, Florida State University, Tallahassee, FL 32308, United States (A.G. Marshall).
| | - Alan G. Marshall
- Department of Chemistry and Biochemistry, Florida State University, Tallahassee, FL 32308, United States,Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, Tallahassee, FL 32310, United States,Corresponding authors at: Department of Chemistry and Biochemistry, Florida State University, Tallahassee, FL 32308, United States (A.G. Marshall).
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Luo RY, Wong C, Xia JQ, Glader BE, Shi RZ, Zehnder JL. Neutral-Coating Capillary Electrophoresis Coupled with High-Resolution Mass Spectrometry for Top-Down Identification of Hemoglobin Variants. Clin Chem 2023; 69:56-67. [PMID: 36308334 DOI: 10.1093/clinchem/hvac171] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Accepted: 08/30/2022] [Indexed: 01/07/2023]
Abstract
BACKGROUND Identification of hemoglobin (Hb) variants is of significant value in the clinical diagnosis of hemoglobinopathy. However, conventional methods for identification of Hb variants in clinical laboratories can be inadequate due to the lack of structural characterization. We describe the use of neutral-coating capillary electrophoresis coupled with high-resolution mass spectrometry (CE-HR-MS) to achieve high-performance top-down identification of Hb variants. METHODS An Orbitrap Q-Exactive Plus mass spectrometer was coupled with an ECE-001 capillary electrophoresis (CE) unit through an EMASS-II ion source. A PS1 neutral-coating capillary was used for CE. Samples of red blood cells were lysed in water and diluted in 10 mM ammonium formate buffer for analysis. Deconvolution of raw mass spectrometry data was carried out to merge multiple charge states and isotopic peaks of an analyte to obtain its monoisotopic mass. RESULTS The neutral-coating CE could baseline separate individual Hb subunits dissociated from intact Hb forms, and the HR-MS could achieve both intact-protein analysis and top-down analysis of analytes. A number of patient samples that contain Hb subunit variants were analyzed, and the variants were successfully identified using the CE-HR-MS method. CONCLUSIONS The CE-HR-MS method has been demonstrated as a useful tool for top-down identification of Hb variants. With the ability to characterize the primary structures of Hb subunits, the CE-HR-MS method has significant advantages to complement or partially replace the conventional methods for the identification of Hb variants.
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Affiliation(s)
- Ruben Yiqi Luo
- Department of Pathology, School of Medicine, Stanford University, Stanford, CA, USA.,Clinical Laboratories, Stanford Health Care, Palo Alto, CA, USA
| | - Carolyn Wong
- Clinical Laboratories, Stanford Health Care, Palo Alto, CA, USA
| | | | - Bertil E Glader
- Department of Pathology, School of Medicine, Stanford University, Stanford, CA, USA.,Department of Pediatrics, School of Medicine, Stanford University, Stanford, CA, USA
| | - Run-Zhang Shi
- Department of Pathology, School of Medicine, Stanford University, Stanford, CA, USA.,Clinical Laboratories, Stanford Health Care, Palo Alto, CA, USA
| | - James L Zehnder
- Department of Pathology, School of Medicine, Stanford University, Stanford, CA, USA.,Clinical Laboratories, Stanford Health Care, Palo Alto, CA, USA
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Lima DA, Schuch RA, Salgueiro JS, Pintão MCT, Carvalho VM. Evaluation of Volumetric Absorptive Microsampling and Mass Spectrometry Data-Independent Acquisition of Hemoglobin-Related Clinical Markers. J Proteome Res 2022; 21:1816-1828. [PMID: 35770882 DOI: 10.1021/acs.jproteome.1c00892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Data-independent acquisition (DIA) allows comprehensive proteome coverage, while it also potentially works as a unified protocol to determine a multitude of proteins found in blood. Because of its high specificity, mass spectrometry may greatly reduce the interference observed in other assays to evaluate blood markers. Here, we combined DIA with volumetric absorptive microsampling (VAMS) and automated proteomics sample processing in a platform to assess clinical markers. As a proof of concept, we evaluated two hemoglobin-related biomarkers: the glycated hemoglobin (HbA1c) and hemoglobin (Hb) variants. HbA1c by DIA showed good correlation with the reference method, but method imprecision did not meet the quality requirement for this biomarker. We developed a strategy to identify Hb variants based on a customized database combined with a workflow for DIA data extraction and rigorous peptide evaluation. Data are available via ProteomeXchange with identifier PXD029918.
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Affiliation(s)
- Debora A Lima
- Chromatography Division, Fleury Group, 04344-070 São Paulo, São Paulo, Brazil.,Research and Development Division, Fleury Group, 04344-070 São Paulo, São Paulo, Brazil
| | - Rodrigo A Schuch
- Research and Development Division, Fleury Group, 04344-070 São Paulo, São Paulo, Brazil
| | - Jéssica S Salgueiro
- Chromatography Division, Fleury Group, 04344-070 São Paulo, São Paulo, Brazil
| | | | - Valdemir M Carvalho
- Research and Development Division, Fleury Group, 04344-070 São Paulo, São Paulo, Brazil.,Graduate Program in Pathophysiology and Toxicology, School of Pharmaceutical Sciences, University of São Paulo, 05508-000 São Paulo, São Paulo, Brazil
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Dasauni P, Chhabra V, Kumar G, Kundu S. Advances in mass spectrometric methods for detection of hemoglobin disorders. Anal Biochem 2021; 629:114314. [PMID: 34303693 DOI: 10.1016/j.ab.2021.114314] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2021] [Revised: 07/19/2021] [Accepted: 07/20/2021] [Indexed: 10/20/2022]
Abstract
Hemoglobin disorders are caused due to alterations in the hemoglobin molecules. These disorders are categorized in two broad classes - hemoglobin variants and thalassemias. The hemoglobin variants arise due to point mutations in the alpha (α), beta (β), gamma (γ), delta (δ), or epsilon (ε) globin chains of these proteins, while thalassemias are caused due to the under-production of α or β globin chain. Hemoglobin disorders account for 7 % of the major health issues globally. Mass Spectrometry is an extensively used analytical tool in the field of protein identification, protein-protein interaction, biomarker discovery and diagnosis of several impairments including hemoglobin related disorders. The remarkable advancements in the technology and method development have enormously augmented the clinical significance of mass spectrometry in these fields. The present review describes hemoglobin disorders and the recent advancements in mass spectrometry in the detection of such disorders, including its advantages, lacunae, and future directions. The literature evidence concludes that mass spectrometry can be potentially used as a 'First Line Screening Assay' for the detection of hemoglobin disorders in the near future.
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Affiliation(s)
- Pushpanjali Dasauni
- Department of Biochemistry, University of Delhi South Campus, New Delhi, 110021, India
| | - Varun Chhabra
- Department of Biochemistry, University of Delhi South Campus, New Delhi, 110021, India
| | - Gaurav Kumar
- Department of Biochemistry, University of Delhi South Campus, New Delhi, 110021, India
| | - Suman Kundu
- Department of Biochemistry, University of Delhi South Campus, New Delhi, 110021, India.
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Wiesinger T, Mechtler T, Schwarz M, Xie X, Grosse R, Nieves Cobos P, Kasper D, Lukacs Z. Investigating the suitability of high-resolution mass spectrometry for newborn screening: identification of hemoglobinopathies and β-thalassemias in dried blood spots. ACTA ACUST UNITED AC 2020; 58:810-816. [DOI: 10.1515/cclm-2019-0832] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2019] [Accepted: 12/23/2019] [Indexed: 11/15/2022]
Abstract
AbstractA fast and reliable method for the determination of hemoglobinopathies and thalassemias by high-resolution accurate mass spectrometry (HRAM/MS) is presented. The established method was verified in a prospective clinical study (HRAM/MS vs. high-pressure liquid chromatography [HPLC]) of 5335 de-identified newborn samples from the Hamburg area. The analytical method is based on a dual strategy using intact protein ratios for thalassemias and tryptic digest fragments for the diagnosis of hemoglobinopathies. Due to the minimal sample preparation and the use of flow injection, the assay can be considered as a high-throughput screening approach for newborn screening programs (2 min/sample). Using a simple dried blood spot (DBS) extraction (tryptic digest buffer), the following results were obtained: (1) a carrier incidence of 1:100 newborns (35 FAS, nine FAC, eight FAD and two FAE), and (2) no homozygous affected patient was detected. Using the HRAM/MS protocol, an unknown Hb mutation was identified and confirmed by genetic testing. In addition to greater specificity toward rare mutations and β-thalassemia, the low price/sample (1–2€) as well as an automated data processing represent the major benefits of the described HRAM/MS method.
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Affiliation(s)
| | | | | | | | - Regine Grosse
- Pediatric Hematology and Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Paulina Nieves Cobos
- Newborn Screening and Metabolic Diagnostics Unit, Center of Diagnostics, University Medical Center Hamburg, Hamburg, Germany
| | | | - Zoltan Lukacs
- Newborn Screening and Metabolic Diagnostics Unit, Center of Diagnostics, University Medical Center Hamburg, Hamburg, Germany
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Aliyeva G, Asadov C, Mammadova T, Gafarova S, Abdulalimov E. Thalassemia in the laboratory: pearls, pitfalls, and promises. ACTA ACUST UNITED AC 2018; 57:165-174. [DOI: 10.1515/cclm-2018-0647] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2018] [Accepted: 07/16/2018] [Indexed: 12/18/2022]
Abstract
Abstract
Thalassemia is one of the most common hereditary disorders of the developing world, and it is associated with severe anemia and transfusion dependence. The global health burden of thalassemia has increased as a result of human mobility and migration in recent years. Depending on inherited mutations, thalassemia patients exhibit distorted hemoglobin (Hb) patterns and deviated red cell indices, both of which can be used to support identification by diagnostic tools. Diagnostic approaches vary depending on the target population and the aim of the testing. Current methods, which are based on Hb patterns, are used for first-line screening, whereas molecular testing is needed for conformation of the results and for prenatal and preimplantation genetic diagnosis. In the present paper, we review the diagnostic parameters, pitfalls, interfering factors, and methods; currently available best-practice guidelines; quality assurance and standardization of the procedures; and promising laboratory technologies for the future of thalassemia diagnosis.
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Affiliation(s)
- Gunay Aliyeva
- Department of Hemopoietic Pathologies , Institute of Hematology and Blood Transfusion , Baku , Azerbaijan
| | - Chingiz Asadov
- Department of Hemopoietic Pathologies , Institute of Hematology and Blood Transfusion , Baku , Azerbaijan
| | - Tahira Mammadova
- Department of Hemopoietic Pathologies , Institute of Hematology and Blood Transfusion , Baku , Azerbaijan
| | - Surmaya Gafarova
- Department of Hemopoietic Pathologies , Institute of Hematology and Blood Transfusion , Baku , Azerbaijan
| | - Eldar Abdulalimov
- Department of Hemopoietic Pathologies , Institute of Hematology and Blood Transfusion , Baku , Azerbaijan
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Hallenbeck KK, Davies JL, Merron C, Ogden P, Sijbesma E, Ottmann C, Renslo AR, Wilson C, Arkin MR. A Liquid Chromatography/Mass Spectrometry Method for Screening Disulfide Tethering Fragments. SLAS DISCOVERY 2017; 23:183-192. [PMID: 28945980 DOI: 10.1177/2472555217732072] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
We report the refinement of a high-throughput, liquid chromatography/mass spectrometry (LC/MS)-based screening method for the identification of covalent small-molecule binders to proteins. Using a custom library of 1600 disulfide-capped fragments targeting surface cysteine residues, we optimize sample preparation, chromatography, and ionization conditions to maximize the reliability and flexibility of the approach. Data collection at a rate of 84 s per sample balances speed with reliability for sustained screening over multiple, diverse projects run over a 24-month period. The method is applicable to protein targets of various classes and a range of molecular masses. Data are processed in a custom pipeline that calculates a percent bound value for each compound and identifies false positives by calculating significance of detected masses (signal significance). An example pipeline is available through Biovia's ScienceCloud Protocol Exchange. Data collection and analysis methods for the screening of covalent adducts of intact proteins are now fast enough to screen the largest covalent compound libraries in 1 to 2 days.
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Affiliation(s)
- Kenneth K Hallenbeck
- 1 Department of Pharmaceutical Chemistry and Small Molecule Discovery Center, University of California, San Francisco, San Francisco, CA, USA
| | - Julia L Davies
- 1 Department of Pharmaceutical Chemistry and Small Molecule Discovery Center, University of California, San Francisco, San Francisco, CA, USA
| | - Connie Merron
- 1 Department of Pharmaceutical Chemistry and Small Molecule Discovery Center, University of California, San Francisco, San Francisco, CA, USA
| | - Pierce Ogden
- 1 Department of Pharmaceutical Chemistry and Small Molecule Discovery Center, University of California, San Francisco, San Francisco, CA, USA
| | - Eline Sijbesma
- 2 Department of Biomedical Engineering, Laboratory of Chemical Biology, and Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Christian Ottmann
- 2 Department of Biomedical Engineering, Laboratory of Chemical Biology, and Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Adam R Renslo
- 1 Department of Pharmaceutical Chemistry and Small Molecule Discovery Center, University of California, San Francisco, San Francisco, CA, USA
| | - Christopher Wilson
- 1 Department of Pharmaceutical Chemistry and Small Molecule Discovery Center, University of California, San Francisco, San Francisco, CA, USA
| | - Michelle R Arkin
- 1 Department of Pharmaceutical Chemistry and Small Molecule Discovery Center, University of California, San Francisco, San Francisco, CA, USA
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