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Magnusson R, Rundquist O, Kim MJ, Hellberg S, Na CH, Benson M, Gomez-Cabrero D, Kockum I, Tegnér JN, Piehl F, Jagodic M, Mellergård J, Altafini C, Ernerudh J, Jenmalm MC, Nestor CE, Kim MS, Gustafsson M. RNA-sequencing and mass-spectrometry proteomic time-series analysis of T-cell differentiation identified multiple splice variants models that predicted validated protein biomarkers in inflammatory diseases. Front Mol Biosci 2022; 9:916128. [PMID: 36106020 PMCID: PMC9465313 DOI: 10.3389/fmolb.2022.916128] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Accepted: 07/25/2022] [Indexed: 12/18/2022] Open
Abstract
Profiling of mRNA expression is an important method to identify biomarkers but complicated by limited correlations between mRNA expression and protein abundance. We hypothesised that these correlations could be improved by mathematical models based on measuring splice variants and time delay in protein translation. We characterised time-series of primary human naïve CD4+ T cells during early T helper type 1 differentiation with RNA-sequencing and mass-spectrometry proteomics. We performed computational time-series analysis in this system and in two other key human and murine immune cell types. Linear mathematical mixed time delayed splice variant models were used to predict protein abundances, and the models were validated using out-of-sample predictions. Lastly, we re-analysed RNA-seq datasets to evaluate biomarker discovery in five T-cell associated diseases, further validating the findings for multiple sclerosis (MS) and asthma. The new models significantly out-performing models not including the usage of multiple splice variants and time delays, as shown in cross-validation tests. Our mathematical models provided more differentially expressed proteins between patients and controls in all five diseases. Moreover, analysis of these proteins in asthma and MS supported their relevance. One marker, sCD27, was validated in MS using two independent cohorts for evaluating response to treatment and disease prognosis. In summary, our splice variant and time delay models substantially improved the prediction of protein abundance from mRNA expression in three different immune cell types. The models provided valuable biomarker candidates, which were further validated in MS and asthma.
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Affiliation(s)
- Rasmus Magnusson
- Bioinformatics, Department of Physics, Chemistry and Biology, Linköping University, Linköping, Sweden
| | - Olof Rundquist
- Bioinformatics, Department of Physics, Chemistry and Biology, Linköping University, Linköping, Sweden
| | - Min Jung Kim
- Department of Applied Chemistry, College of Applied Sciences, Kyung Hee University, Yong-in, South Korea
| | - Sandra Hellberg
- Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Chan Hyun Na
- Department of Neurology, Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Mikael Benson
- Centre for Personalised Medicine, Linköping University, Linköping, Sweden
| | - David Gomez-Cabrero
- Navarrabiomed, Complejo Hospitalario de Navarra, Universidad Pública de Navarra, IdiSNA, Pamplona, Spain
| | - Ingrid Kockum
- Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institute, Stockholm, Sweden
| | - Jesper N. Tegnér
- Biological and Environmental Sciences and Engineering Division, Computer, Electrical and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
- Unit of Computational Medicine, Department of Medicine, Solna, Center for Molecular Medicine, Karolinska Institutet, Solna, Sweden
- Science for Life Laboratory, Solna, Sweden
| | - Fredrik Piehl
- Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institute, Stockholm, Sweden
| | - Maja Jagodic
- Department of Clinical Neuroscience, Center for Molecular Medicine, Karolinska Institute, Stockholm, Sweden
| | - Johan Mellergård
- Department of Neurology, Linköping University, Linköping, Sweden
- Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Claudio Altafini
- Department of Automatic Control, Linköping University, Linköping, Sweden
| | - Jan Ernerudh
- Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
- Department of Clinical Immunology and Transfusion Medicine, Linköping University, Linköping, Sweden
| | - Maria C. Jenmalm
- Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
- *Correspondence: Maria C. Jenmalm, ; Mika Gustafsson,
| | - Colm E. Nestor
- Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Min-Sik Kim
- Department of New Biology, Daegu Gyeongbuk Institute of Science and Technology, Daegu, South Korea
| | - Mika Gustafsson
- Bioinformatics, Department of Physics, Chemistry and Biology, Linköping University, Linköping, Sweden
- *Correspondence: Maria C. Jenmalm, ; Mika Gustafsson,
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Navarro Merino M, Andrés Martín A, Asensio de la Cruz O, García García ML, Liñán Cortes S, Villa Asensi JR. [Diagnosis and treatment guidelines for difficult-to-control asthma in children]. An Pediatr (Barc) 2009; 71:548-67. [PMID: 19864193 DOI: 10.1016/j.anpedi.2009.08.004] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2009] [Revised: 08/04/2009] [Accepted: 08/05/2009] [Indexed: 11/16/2022] Open
Abstract
Children suffering from difficult-to-control asthma (DCA) require frequent appointments with their physician, complex treatment regimes and often admissions to hospital. Less than 5% of the asthmatic population suffer this condition. DCA must be correctly characterised to rule out false causes of DCA and requires making a differential diagnosis from pathologies that mimic asthma, comorbidity, environmental and psychological factors, and analysing the factors to determine poor treatment compliance. In true DCA cases, inflammation studies (exhaled nitric oxide, induced sputum, broncho-alveolar lavage and bronchial biopsy), pulmonary function and other clinical aspects can classify DCA into different phenotypes which could make therapeutic decision-making easier.
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Affiliation(s)
- M Navarro Merino
- Sección de Neumología Pediátrica, Hospital Universitario Virgen Macarena, Sevilla, España.
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Proinflammatory and Th2 cytokines regulate the high affinity IgE receptor (FcepsilonRI) and IgE-dependant activation of human airway smooth muscle cells. PLoS One 2009; 4:e6153. [PMID: 19582151 PMCID: PMC2701636 DOI: 10.1371/journal.pone.0006153] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2009] [Accepted: 06/15/2009] [Indexed: 01/13/2023] Open
Abstract
Background The high affinity IgE receptor (FcεRI) is a crucial structure for IgE-mediated allergic reactions. We have previously demonstrated that human airway smooth muscle (ASM) cells express the tetrameric (αβγ2) FcεRI, and its activation leads to marked transient increases in intracellular Ca2+ concentration, release of Th-2 cytokines and eotaxin-1/CCL11. Therefore, it was of utmost importance to delineate the factors regulating the expression of FcεRI in human (ASM) cells. Methodology/Principal Findings Incubation of human bronchial and tracheal smooth muscle (B/TSM) cells with TNF-α, IL-1β or IL-4 resulted in a significant increase in FcεRI-α chain mRNA expression (p<0.05); and TNF-α, IL-4 enhanced the FcεRI-α protein expression compared to the unstimulated control at 24, 72 hrs after stimulation. Interestingly, among all other cytokines, only TNF-α upregulated the FcεRI-γ mRNA expression. FcεRI-γ protein expression remained unchanged despite the nature of stimulation. Of note, as a functional consequence of FcεRI upregulation, TNF-α pre-sensitization of B/TSM potentially augmented the CC (eotaxin-1/CCL11 and RANTES/CCL5, but not TARC/CCL17) and CXC (IL-8/CXCL8, IP-10/CXCL10) chemokines release following IgE stimulation (p<0.05, n = 3). Furthermore, IgE sensitization of B/TSM cells significantly enhanced the transcription of selective CC and CXC chemokines at promoter level compared to control, which was abolished by Lentivirus-mediated silencing of Syk expression. Conclusions/Significance Our data depict a critical role of B/TSM in allergic airway inflammation via potentially novel mechanisms involving proinflammatory, Th2 cytokines and IgE/FcεRI complex.
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Anderson-Pompa K, Foster A, Parker L, Wilks L, Cheek DJ. Genetics and Susceptibility to Malignant Hyperthermia. Crit Care Nurse 2008. [DOI: 10.4037/ccn2008.28.6.32] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
Affiliation(s)
- Kathryn Anderson-Pompa
- When this article was written, Kathryn Anderson-Pompa, April Foster, Lee Parker, and Lance Wilks were all graduate students in the nurse anesthesia program in the Harris College of Nursing and Health Sciences at Texas Christian University in Fort Worth, Texas. Dennis J. Cheek is the Abell-Hanger Professor of Gerontological Nursing in the School of Nurse Anesthesia and Harris College of Nursing and Health Sciences at Texas Christian University
| | - April Foster
- When this article was written, Kathryn Anderson-Pompa, April Foster, Lee Parker, and Lance Wilks were all graduate students in the nurse anesthesia program in the Harris College of Nursing and Health Sciences at Texas Christian University in Fort Worth, Texas. Dennis J. Cheek is the Abell-Hanger Professor of Gerontological Nursing in the School of Nurse Anesthesia and Harris College of Nursing and Health Sciences at Texas Christian University
| | - Lee Parker
- When this article was written, Kathryn Anderson-Pompa, April Foster, Lee Parker, and Lance Wilks were all graduate students in the nurse anesthesia program in the Harris College of Nursing and Health Sciences at Texas Christian University in Fort Worth, Texas. Dennis J. Cheek is the Abell-Hanger Professor of Gerontological Nursing in the School of Nurse Anesthesia and Harris College of Nursing and Health Sciences at Texas Christian University
| | - Lance Wilks
- When this article was written, Kathryn Anderson-Pompa, April Foster, Lee Parker, and Lance Wilks were all graduate students in the nurse anesthesia program in the Harris College of Nursing and Health Sciences at Texas Christian University in Fort Worth, Texas. Dennis J. Cheek is the Abell-Hanger Professor of Gerontological Nursing in the School of Nurse Anesthesia and Harris College of Nursing and Health Sciences at Texas Christian University
| | - Dennis J. Cheek
- When this article was written, Kathryn Anderson-Pompa, April Foster, Lee Parker, and Lance Wilks were all graduate students in the nurse anesthesia program in the Harris College of Nursing and Health Sciences at Texas Christian University in Fort Worth, Texas. Dennis J. Cheek is the Abell-Hanger Professor of Gerontological Nursing in the School of Nurse Anesthesia and Harris College of Nursing and Health Sciences at Texas Christian University
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Abstract
PURPOSE OF REVIEW The management of children with difficult asthma requires a systematic approach. These children are prescribed high doses of inhaled or oral corticosteroids and a balance must be struck between therapeutic efficacy and side effects. It is important to ensure the diagnosis is correct and that the reasons for poor control in a given child are characterized so that treatment can be targeted for maximal effect. RECENT FINDINGS Recent data have demonstrated the correlation between invasive and noninvasive measurement of airway eosinophils. Noninvasive markers of inflammation can be used to determine phenotype and there is increasing evidence on the utility of repeated measures to monitor control and treatment effects. Side effects of high-dose corticosteroids remain a concern. The emergence of new therapies may be of benefit. These are often expensive, however, and have the potential for major side effects. Adherence remains a significant obstacle to the effective management of difficult asthma. SUMMARY Children with difficult asthma are a heterogeneous group. Characterization and monitoring of these children can be enhanced by measurements of noninvasive markers of inflammation. Further evaluation of new and phenotype-specific treatments for children with difficult asthma need to be evaluated in prospective randomized controlled trials.
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Affiliation(s)
- Louise Fleming
- Department of Paediatric Respiratory Medicine, Imperial College of Science, Technology and Medicine at the National Heart and Lung Institute, London, UK
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