| 1. |
- Hober, Andreas, 1992-
(författare)
-
Development of novel affinity enrichment strategies for clinical applications using selected reaction monitoring
- 2022
-
Doktorsavhandling (övrigt vetenskapligt/konstnärligt)abstract
- Proteins are key components of any living organism and an essential part of life itself. They can provide cells with structure and perform life-sustaining intracellular reactions. As organisms grow more complex, this task expands even further. The proteins’ areas of responsibility suddenly also include communication and coordination between cells and throughout entire organisms, such as the human body. Everything that can be touched and felt on a living organism is composed of millions and millions of proteins tightly packed together. They are even the molecules responsible for propagating the signals that make up the sense of feeling. Understanding the role of proteins in the complex system of life is essential for understanding what makes up a healthy human and what causes disease. This knowledge makes up the foundation of modern medicine, and to further this knowledge, allowing for new treatments and preventative interventions, the study of proteins is crucial. The large-scale study of proteins, proteomics, is an extensive field of research where a vast toolbox of technologies has been implemented. The foundation for this toolbox is made up of mass spectrometry- and affinity-based technologies.In this thesis, both mass spectrometry-based proteomics and affinity-based proteomics will be explored. The first part, Paper I and Paper II, describe the use of selected reaction monitoring for measuring proteins of clinical relevance in human blood plasma. The second part, Paper III and Paper IV, highlight the importance of validating reagents used for affinity-based proteomics and how this can be achieved in a high throughput manner. Lastly, Paper V showcases how a combined strategy, relying on both affinity-based proteomics and mass spectrometry-based proteomics, can capitalize on the best properties of each technology and how this combined strategy can even be utilized for diagnostic purposes.
|
|
| 2. |
- Hober, Andreas, 1992-, et al.
(författare)
-
Evaluation of an enhanced antibody-validation strategy for Western blot applications based on migration pattern recognition
-
Annan publikation (övrigt vetenskapligt/konstnärligt)abstract
- The use of affinity reagents, such as antibodies, for studying specific molecules in complex backgrounds are some of the most powerful tools for researchers in molecular biology. However, all experiments performed using affinity reagents are directly affected by each reagent’s context-dependent ability to bind specifically to a target of interest. A growing issue with non-validated, or poorly validated affinity reagents, has been highlighted by the International Working Group for Antibody Validation (IWGAV). It has been suggested that antibodies should be evaluated in an application-specific manner since they can perform well in one application but fail to deliver reproducible results in another. One of the most commonly used antibody-based applications is the Western blot (WB) technology. When evaluating the result from a WB experiment, the initial measure used for determining whether or not the antibody binds the protein of interest is to determine the molecular weight of the protein detected by the antibody compared to a set of reference proteins. As WB relies on the SDS-PAGE for separating differently sized proteins, the comparison is actually based on protein migration during electrophoresis. It is, however, well known that the migration of a protein can differ significantly from how the reference proteins migrate. Here, we suggest a method for determining the actual migration patterns of proteins instead of relying on the theoretical molecular weight of the protein. Using this approach, called migration capture mass spectrometry (MS), a dataset containing the migration patterns of more than 39,000 protein products from more than 10,500 genes across eleven cell lines and tissues has been created. This migration capture MS approach has been validated using k-fold cross validation against 249 siRNA knockdown WBs showing that the method has a sensitivity of 96.4%, specificity of 87.4% and accuracy of 91.9%, which makes the dataset a useful resource that can facilitate antibody validation strategies in a fit-for-purpose manner. The data set has allowed the automatic evaluation of more than 12,000 antibodies in the Human Protein Atlas using the method.
|
|
| 3. |
- Hober, Andreas, 1992-, et al.
(författare)
-
Targeted Proteomics Using Stable Isotope Labeled Protein Fragments Enables Precise and Robust Determination of Total Apolipoprotein(a) in Human Plasma
-
Annan publikation (övrigt vetenskapligt/konstnärligt)abstract
- Lipoprotein(a), also known as Lp(a), is an LDL-like particle composed of apolipoprotein(a) (apo(a)) bound covalently to apolipoprotein B100. Plasma concentrations of Lp(a) are highly heritable and vary widely between individuals. Elevated plasma concentration of Lp(a) is considered as an independent, causal risk factor of cardiovascular disease (CVD). Targeted mass spectrometry (LC-SRM/MS) combined with stable isotope-labeled recombinant proteins provides robust and precise quantification of proteins in the blood, making LC-SRM/MS assays appealing for monitoring plasma proteins for clinical implications. This study presents a novel quantitative approach, based on proteotypic peptides, to determine the absolute concentration of apo(a) from two microliters of plasma and qualified according to guideline requirements for targeted proteomics assays. After optimization, assay parameters such as linearity, lower limits of quantification (LLOQ), intra-assay variability (CV: 4.7%) and inter-assay repeatability (CV: 7.8%) were determined and the LC-SRM/MS results were benchmarked against a commercially available immunoassay. In summary, the measurements of an apo(a) single copy specific peptide and a kringle 4 specific peptide allows for the determination of molar concentration and relative size of apo(a) in individuals.
|
|
| 4. |
- Hober, Andreas, 1992-, et al.
(författare)
-
Targeted proteomics using stable isotope labeled protein fragments enables precise and robust determination of total apolipoprotein(a) in human plasma
- 2023
-
Ingår i: PLOS ONE. - : Public Library of Science (PLoS). - 1932-6203. ; 18:2 February
-
Tidskriftsartikel (refereegranskat)abstract
- Lipoprotein(a), also known as Lp(a), is an LDL-like particle composed of apolipoprotein(a) (apo(a)) bound covalently to apolipoprotein B100. Plasma concentrations of Lp(a) are highly heritable and vary widely between individuals. Elevated plasma concentration of Lp(a) is considered as an independent, causal risk factor of cardiovascular disease (CVD). Targeted mass spectrometry (LC-SRM/MS) combined with stable isotope-labeled recombinant proteins provides robust and precise quantification of proteins in the blood, making LC-SRM/ MS assays appealing for monitoring plasma proteins for clinical implications. This study presents a novel quantitative approach, based on proteotypic peptides, to determine the absolute concentration of apo(a) from two microliters of plasma and qualified according to guideline requirements for targeted proteomics assays. After optimization, assay parameters such as linearity, lower limits of quantification (LLOQ), intra-assay variability (CV: 4.7%) and inter-assay repeatability (CV: 7.8%) were determined and the LC-SRM/MS results were benchmarked against a commercially available immunoassay. In summary, the measurements of an apo(a) single copy specific peptide and a kringle 4 specific peptide allow for the determination of molar concentration and relative size of apo(a) in individuals.
|
|
| 5. |
- Johansson, Camilla, et al.
(författare)
-
Monitoring Biomarker Study in Becker Muscular Dystrophy using Data Independent Acquisition LC-MS/MS
-
Annan publikation (övrigt vetenskapligt/konstnärligt)abstract
- Becker muscular dystrophy (BMD) is a rare and heterogenous form of dystrophinopathy caused by reduced expression of altered dystrophin protein. Gene therapies and exon-skipping therapies for the more severe form of dystrophinopathy, Duchenne muscular dystrophy (DMD), assumes that by promoting partial dystrophin expression in DMD patients, their disease progression could be reduced. Several studies have identified potential progression biomarkers for DMD and hypothesised in their usefulness in monitoring pharmacodynamic response in gene-therapy clinical trials. However, knowledge of progression changes of blood proteome in BMD is lacking. In this study, we aimed at exploring differences in proteomic changes between DMD and BMD in a prospective longitudinal 4-year study as well as explore what proteins relate to functional performance in BMD patients. Serum from 48 BMD patients and 19 DMD patients were analysed using Data Independent Acquisition Tandem Mass Spectrometry (DIA-MS). Linear mixed effects models identified 17 proteins with altered longitudinal signatures between DMD and BMD, among these CKM, PKM and ALDOA. Furthermore, bikunin (product of AMBP gene), C3 and IGHG2 were found related to functional performance in BMD patients.
|
|
| 6. |
- Johansson, Camilla, 1993-, et al.
(författare)
-
Orthogonal proteomics methods warrant the development of Duchenne muscular dystrophy biomarkers
- 2023
-
Ingår i: Clinical Proteomics. - : Springer Nature. - 1542-6416 .- 1559-0275. ; 20:1
-
Tidskriftsartikel (refereegranskat)abstract
- BackgroundMolecular components in blood, such as proteins, are used as biomarkers to detect or predict disease states, guide clinical interventions and aid in the development of therapies. While multiplexing proteomics methods promote discovery of such biomarkers, their translation to clinical use is difficult due to the lack of substantial evidence regarding their reliability as quantifiable indicators of disease state or outcome. To overcome this challenge, a novel orthogonal strategy was developed and used to assess the reliability of biomarkers and analytically corroborate already identified serum biomarkers for Duchenne muscular dystrophy (DMD). DMD is a monogenic incurable disease characterized by progressive muscle damage that currently lacks reliable and specific disease monitoring tools.MethodsTwo technological platforms are used to detect and quantify the biomarkers in 72 longitudinally collected serum samples from DMD patients at 3 to 5 timepoints. Quantification of the biomarkers is achieved by detection of the same biomarker fragment either through interaction with validated antibodies in immuno-assays or through quantification of peptides by Parallel Reaction Monitoring Mass Spectrometry assay (PRM-MS).ResultsFive, out of ten biomarkers previously identified by affinity-based proteomics methods, were confirmed to be associated with DMD using the mass spectrometry-based method. Two biomarkers, carbonic anhydrase III and lactate dehydrogenase B, were quantified with two independent methods, sandwich immunoassays and PRM-MS, with Pearson correlations of 0.92 and 0.946 respectively. The median concentrations of CA3 and LDHB in DMD patients was elevated in comparison to those in healthy individuals by 35- and 3-fold, respectively. Levels of CA3 vary between 10.26 and 0.36 ng/ml in DMD patients whereas those of LDHB vary between 15.1 and 0.8 ng/ml.ConclusionsThese results demonstrate that orthogonal assays can be used to assess the analytical reliability of biomarker quantification assays, providing a means to facilitate the translation of biomarkers to clinical practice. This strategy also warrants the development of the most relevant biomarkers, markers that can be reliably quantified with different proteomics methods.
|
|
| 7. |
- Kotol, David, et al.
(författare)
-
Absolute Quantification of Pan-Cancer Plasma Proteomes Reveals Unique Signature in Multiple Myeloma
- 2023
-
Ingår i: Cancers. - : MDPI AG. - 2072-6694. ; 15:19
-
Tidskriftsartikel (refereegranskat)abstract
- Mass spectrometry based on data-independent acquisition (DIA) has developed into a powerful quantitative tool with a variety of implications, including precision medicine. Combined with stable isotope recombinant protein standards, this strategy provides confident protein identification and precise quantification on an absolute scale. Here, we describe a comprehensive targeted proteomics approach to profile a pan-cancer cohort consisting of 1800 blood plasma samples representing 15 different cancer types. We successfully performed an absolute quantification of 253 proteins in multiplex. The assay had low intra-assay variability with a coefficient of variation below 20% (CV = 17.2%) for a total of 1013 peptides quantified across almost two thousand injections. This study identified a potential biomarker panel of seven protein targets for the diagnosis of multiple myeloma patients using differential expression analysis and machine learning. The combination of markers, including the complement C1 complex, JCHAIN, and CD5L, resulted in a prediction model with an AUC of 0.96 for the identification of multiple myeloma patients across various cancer patients. All these proteins are known to interact with immunoglobulins.
|
|
| 8. |
- Kotol, David, et al.
(författare)
-
Targeted proteomics analysis of plasma proteins using recombinant protein standards for addition only workflows
- 2021
-
Ingår i: BioTechniques. - : Future Science Ltd. - 0736-6205 .- 1940-9818. ; 71:3, s. 473-483
-
Tidskriftsartikel (refereegranskat)abstract
- Targeted proteomics is an attractive approach for the analysis of blood proteins. Here, we describe a novel analytical platform based on isotope-labeled recombinant protein standards stored in a chaotropic agent and subsequently dried down to allow storage at ambient temperature. This enables a straightforward protocol suitable for robotic workstations. Plasma samples to be analyzed are simply added to the dried pellet followed by enzymatic treatment and mass spectrometry analysis. Here, we show that this approach can be used to precisely (coefficient of variation <10%) determine the absolute concentrations in human plasma of hundred clinically relevant protein targets, spanning four orders of magnitude, using simultaneous analysis of 292 peptides. The use of this next-generation analytical platform for high-throughput clinical proteome profiling is discussed.
|
|
| 9. |
- Löfgren, Lars, et al.
(författare)
-
Patient-Centric Quantitative Microsampling for Accurate Determination of Urine Albumin to Creatinine Ratio (UACR) in a Clinical Setting
- 2024
-
Ingår i: The Journal of Applied Laboratory Medicine. - : Oxford University Press (OUP). - 2576-9456 .- 2475-7241. ; 9:2, s. 329-341
-
Tidskriftsartikel (refereegranskat)abstract
- Background: Developing and implementing new patient-centric strategies for drug trials lowers the barrier to participation for some patients by reducing the need to travel to research sites. In early chronic kidney disease (CKD) trials, albuminuria is the key measure for determining treatment effect prior to pivotal kidney outcome trials. Methods: To facilitate albuminuria sample collection outside of a clinical research site, we developed 2 quantitative microsampling methods to determine the urinary albumin to creatinine ratio (UACR). Readout was performed by LC-MS/MS. Results: For the Mitra device the within-batch precision (CV%) was 2.8% to 4.6% and the between-batch precision was 5.3% to 6.1%. Corresponding data for the Capitainer device were 4.0% to 8.6% and 6.7% to 9.0%, respectively. The storage stability at room temperature for 3 weeks was 98% to 103% for both devices. The recovery for the Mitra and Capitainer devices was 104% (SD 7.0%) and 95 (SD 7.4%), respectively. The inter-assay comparison of UACR assessment generated results that were indistinguishable regardless of microsampling technique. The accuracy based on LC-MS/MS vs analysis of neat urine using a clinical chemistry analyzer was assessed in a clinical setting, resulting in 102 ± 8.0% for the Mitra device and 95 ± 10.0% for the Capitainer device. Conclusions: Both UACR microsampling measurements exhibit excellent accuracy and precision compared to a clinical chemistry analyzer using neat urine. We applied our patient-centric sampling strategy to subjects with heart failure in a clinical setting. Precise UACR measurements using quantitative microsampling at home would be beneficial in clinical drug development for kidney therapies.
|
|
| 10. |
- Saghaleyni, Rasool, 1987, et al.
(författare)
-
Enhanced metabolism and negative regulation of ER stress support higher erythropoietin production in HEK293 cells
- 2022
-
Ingår i: Cell Reports. - : Elsevier BV. - 2211-1247. ; 39:11
-
Tidskriftsartikel (refereegranskat)abstract
- Recombinant protein production can cause severe stress on cellular metabolism, resulting in limited titer and product quality. To investigate cellular and metabolic characteristics associated with these limitations, we compare HEK293 clones producing either erythropoietin (EPO) (secretory) or GFP (non-secretory) protein at different rates. Transcriptomic and functional analyses indicate significantly higher metabolism and oxidative phosphorylation in EPO producers compared with parental and GFP cells. In addition, ribosomal genes exhibit specific expression patterns depending on the recombinant protein and the production rate. In a clone displaying a dramatically increased EPO secretion, we detect higher gene expression related to negative regulation of endoplasmic reticulum (ER) stress, including upregulation of ATF6B, which aids EPO production in a subset of clones by overexpression or small interfering RNA (siRNA) knockdown. Our results offer potential target pathways and genes for further development of the secretory power in mammalian cell factories.
|
|
