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Su J, Yang L, Sun Z, Zhan X. Personalized Drug Therapy: Innovative Concept Guided With Proteoformics. Mol Cell Proteomics 2024; 23:100737. [PMID: 38354979 PMCID: PMC10950891 DOI: 10.1016/j.mcpro.2024.100737] [Citation(s) in RCA: 20] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Revised: 01/29/2024] [Accepted: 02/09/2024] [Indexed: 02/16/2024] Open
Abstract
Personalized medicine can reduce adverse effects, enhance drug efficacy, and optimize treatment outcomes, which represents the essence of personalized medicine in the pharmacy field. Protein drugs are crucial in the field of personalized drug therapy and are currently the mainstay, which possess higher target specificity and biological activity than small-molecule chemical drugs, making them efficient in regulating disease-related biological processes, and have significant potential in the development of personalized drugs. Currently, protein drugs are designed and developed for specific protein targets based on patient-specific protein data. However, due to the rapid development of two-dimensional gel electrophoresis and mass spectrometry, it is now widely recognized that a canonical protein actually includes multiple proteoforms, and the differences between these proteoforms will result in varying responses to drugs. The variation in the effects of different proteoforms can be significant and the impact can even alter the intended benefit of a drug, potentially making it harmful instead of lifesaving. As a result, we propose that protein drugs should shift from being targeted through the lens of protein (proteomics) to being targeted through the lens of proteoform (proteoformics). This will enable the development of personalized protein drugs that are better equipped to meet patients' specific needs and disease characteristics. With further development in the field of proteoformics, individualized drug therapy, especially personalized protein drugs aimed at proteoforms as a drug target, will improve the understanding of disease mechanisms, discovery of new drug targets and signaling pathways, provide a theoretical basis for the development of new drugs, aid doctors in conducting health risk assessments and making more cost-effective targeted prevention strategies conducted by artificial intelligence/machine learning, promote technological innovation, and provide more convenient treatment tailored to individualized patient profile, which will benefit the affected individuals and society at large.
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Affiliation(s)
- Junwen Su
- Medical Science and Technology Innovation Center, Shandong Provincial Key Medical and Health Laboratory of Ovarian Cancer Multiomics, & Shandong Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Lamei Yang
- Medical Science and Technology Innovation Center, Shandong Provincial Key Medical and Health Laboratory of Ovarian Cancer Multiomics, & Shandong Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Ziran Sun
- Medical Science and Technology Innovation Center, Shandong Provincial Key Medical and Health Laboratory of Ovarian Cancer Multiomics, & Shandong Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Xianquan Zhan
- Medical Science and Technology Innovation Center, Shandong Provincial Key Medical and Health Laboratory of Ovarian Cancer Multiomics, & Shandong Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, Shandong, China.
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Estébanez M, Bernardino JI, Serrano L, Pérez-Valero I, Zamora FX, Montes-Ramírez ML, González-García JJ, Arribas JR. Switching from tenofovir containing regimens to boosted protease inhibitor monotherapy: Impact on renal function. Enferm Infecc Microbiol Clin 2015; 34:29-32. [PMID: 25735716 DOI: 10.1016/j.eimc.2015.01.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2014] [Revised: 01/27/2015] [Accepted: 01/28/2015] [Indexed: 10/23/2022]
Abstract
OBJECTIVE To evaluate the effect on creatinine clearance (CG-CrCl, Cockcroft-Gault equation) of switching to boosted protease inhibitor (PI) monotherapy in patients receiving a triple drug antiretroviral regimen containing TDF. METHODS All patients who had received a TDF-containing regimen for at least one year and had been switched to PI monotherapy were included. A rapid decrease in CG-CrCl during exposure to TDF was defined as a decrease in CG-CrCl at least five times higher than the expected due to age (0.4ml/min/year by the years of exposure to TDF). In this subgroup of patients, we considered improvement if the last value of CG-CrCl on PI monotherapy was 10% higher than the last value of CG-CrCl before switching to PI monotherapy. A multivariate logistic regression was constructed to identify factors associated to renal improvement after switching to bPI monotherapy. RESULTS 64 patients included. The median (IQR) annual change in CG-CrCl during PI monotherapy was significantly lower than the median (IQR) annual change while exposed to TDF [-0.9 (-4.7 to +2.8) ml/min vs. -4 (-8 to -1) ml/min, p=0.001]. 44 patients experienced a rapid decline during TDF exposition. After switch to PI monotherapy, 15/44 (34%, 95% CI: 21-50%) had an improved CG-CrCl and 16/44 (36%, CI 23-52%) experienced a further decline in CG-CrCl. The only variable associated to CG-CrCl improvement was a more rapid CG-CrCl decline in the last year of exposure to TDF. CONCLUSION Switching to PI monotherapy partially reversed CG-CrCl decrease associated to TDF use, especially in patients with a more rapid decline while receiving TDF.
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Affiliation(s)
- Miriam Estébanez
- HIV Unit, Internal Medicine Service, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain.
| | - Jose I Bernardino
- HIV Unit, Internal Medicine Service, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain
| | - Lucía Serrano
- HIV Unit, Internal Medicine Service, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain
| | - Ignacio Pérez-Valero
- HIV Unit, Internal Medicine Service, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain
| | - Francisco X Zamora
- HIV Unit, Internal Medicine Service, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain
| | - Maria L Montes-Ramírez
- HIV Unit, Internal Medicine Service, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain
| | - Juan J González-García
- HIV Unit, Internal Medicine Service, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain
| | - Jose R Arribas
- HIV Unit, Internal Medicine Service, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain
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Abstract
There are concerns about residual viremia in sanctuary sites among patients on protease inhibitor monotherapy, so we aimed to study viro-immunological parameters in tonsil's lymphoid tissue of patients on highly active antiretroviral therapy (HAART) and on protease inhibitor monotherapy. Despite fully suppressed serum HIV viral load, we found viral replication in both groups; in addition, more patients had detectable proviral DNA among those on HAART, compared to those on protease inhibitor monotherapy (P = 0.08), supporting the absence of a deleterious effect of protease inhibitor monotherapy.
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Pérez-Valero I, González-Baeza A, Estébanez M, Montes-Ramírez ML, Bayón C, Pulido F, Bernardino JI, Zamora FX, Monge S, Gaya F, Lagarde M, Rubio R, Hernando A, Arnalich F, Arribas JR. Neurocognitive impairment in patients treated with protease inhibitor monotherapy or triple drug antiretroviral therapy. PLoS One 2013; 8:e69493. [PMID: 23936029 PMCID: PMC3723908 DOI: 10.1371/journal.pone.0069493] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2013] [Accepted: 06/10/2013] [Indexed: 01/23/2023] Open
Abstract
Background In patients who remain virologically suppressed in plasma with triple-drug ART a switch to protease inhibitor monotherapy maintains high rates of suppression; however it is unknown if protease inhibitor monotherapy is associated to a higher rate of neurocognitive impairment. Methods In this observational, cross-sectional study we included patients with plasma virological suppression (≥1 year) without concomitant major neurocognitive confounders, currently receiving for ≥1 year boosted lopinavir or darunavir as monotherapy or as triple ART. Neurocognitive impairment was defined as per the 2007 consensus of the American Association of Neurology. The association between neurocognitive impairment and protease inhibitor monotherapy, adjusted by significant confounders, was analysed. Results Of the 191 included patients - triple therapy: 96, 1–2 years of monotherapy: 40 and >2 years of monotherapy: 55 - proportions (95% CI) with neurocognitive impairment were: overall, 27.2% (20.9–33.6); triple therapy, 31.6% (22.1–41.0); short-term monotherapy, 25.0% (11.3–38.7); long-term monotherapy: 21.4% (10.5–32.3); p = 0.38. In all groups, neurocognitive impairment was mildly symptomatic or asymptomatic by self-report. There were not significant differences in Global Deficit Score by group. In the regression model confounding variables for neurocognitive impairment were years on ART, ethnicity, years of education, transmission category and the HOMA index. Adjusted by these variables the Odds Ratio (95% CI) for neurocognitive impairment of patients receiving short-term monotherapy was 0.85 (0.29–2.50) and for long-term monotherapy 0.40 (0.14–1.15). Conclusions Compared to triple drug antiretroviral therapy, monotherapy with lopinavir/ritonavir or darunavir/ritonavir in patients with adequate plasma suppression was not associated with a higher rate of asymptomatic neurocognitive impairment than triple drug ART.
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Affiliation(s)
- Ignacio Pérez-Valero
- HIV Unit-Internal Medicine Service, Hospital Universitario La Paz-IdiPAZ, Madrid, Madrid, Spain
- * E-mail:
| | - Alicia González-Baeza
- HIV Unit-Internal Medicine Service, Hospital Universitario La Paz-IdiPAZ, Madrid, Madrid, Spain
| | - Miriam Estébanez
- HIV Unit-Internal Medicine Service, Hospital Universitario La Paz-IdiPAZ, Madrid, Madrid, Spain
| | - María L. Montes-Ramírez
- HIV Unit-Internal Medicine Service, Hospital Universitario La Paz-IdiPAZ, Madrid, Madrid, Spain
| | - Carmen Bayón
- Psychiatry Service, Hospital Universitario La Paz-IdiPAZ, Madrid, Madrid, Spain
| | - Federico Pulido
- HIV Unit-Internal Medicine Service, Hospital Universitario 12 de Octubre-i+12, Madrid, Madrid, Spain
| | - José I. Bernardino
- HIV Unit-Internal Medicine Service, Hospital Universitario La Paz-IdiPAZ, Madrid, Madrid, Spain
| | - Francisco X. Zamora
- HIV Unit-Internal Medicine Service, Hospital Universitario La Paz-IdiPAZ, Madrid, Madrid, Spain
| | - Susana Monge
- Centro Nacional de Epidemiología, Instituto de Salud Carlos III, Madrid, Madrid, Spain
| | - Francisco Gaya
- HIV Unit-Internal Medicine Service, Hospital Universitario La Paz-IdiPAZ, Madrid, Madrid, Spain
| | - María Lagarde
- HIV Unit-Internal Medicine Service, Hospital Universitario 12 de Octubre-i+12, Madrid, Madrid, Spain
| | - Rafael Rubio
- HIV Unit-Internal Medicine Service, Hospital Universitario 12 de Octubre-i+12, Madrid, Madrid, Spain
| | - Asunción Hernando
- Departamento de Especialidades Médicas, Universidad Europea de Madrid, Madrid, Madrid, Spain
| | - Francisco Arnalich
- HIV Unit-Internal Medicine Service, Hospital Universitario La Paz-IdiPAZ, Madrid, Madrid, Spain
| | - José R. Arribas
- HIV Unit-Internal Medicine Service, Hospital Universitario La Paz-IdiPAZ, Madrid, Madrid, Spain
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Wong S, Bhasin S, Serra C, Yu Y, Deng L, Guo W. Lopinavir/Ritonavir Impairs Physical Strength in Association with Reduced Igf1 Expression in Skeletal Muscle of Older Mice. ACTA ACUST UNITED AC 2013; 4:216. [PMID: 26251758 PMCID: PMC4524660 DOI: 10.4172/2155-6113.1000216] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Background Late-middle age HIV patients are prone to fatigue despite effective viral control by antiretroviral therapies. Rodent models to recapitulate this phenotype are still not available. Hypothesis Drug treatment may compromise muscle strength and physical performance more in older individuals with pre-existing metabolic disorders than normal young ones. Methods Kaletra was given to overweight male mice at late-middle age and normal young adults; both on a rodent diet containing 30% fat calorie. Body composition and grip strength were measured at baseline and after drug treatment. Rota-rod running, insulin and glucose tolerance were measured at the end of the experiment. Drug effect on metabolic activity and spontaneous movements were assessed using the metabolic cage system. Representative muscle and fat tissue were analyzed for protein and mRNA expression. Selected findings were tested using murine C2C12 myotubes. Results Kaletra reduced grip strength in both young and older mice but impaired rotarod performance only in the old. Spontaneous movements were also reduced in Kaletra-treated old mice. Kaletra reduced IGF-1 expression in all muscle groups tested for the old and in cultured myotubes but to a less extent in the muscle of young animals. Reduced IGF-1 expression correlated with increased expression of muscle-specific atrogene MAFbx and MuRF1. Kaletra also increased abdominal fat mass markedly in the old animals and to a less extend in the young. Conclusion Long-term Kaletra intake aggravated abdominal obesity and impaired muscle strength. This effect was worse in older animals than in normal young adults.
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Affiliation(s)
- Siu Wong
- Research Program in Men's Health: Aging and Metabolism, Boston Claude D. Pepper Older Americans Independence Center for Function promoting Anabolic Therapies, Brigham and Women's Hospital, Harvard Medical School, Boston, USA
| | - Shalender Bhasin
- Research Program in Men's Health: Aging and Metabolism, Boston Claude D. Pepper Older Americans Independence Center for Function promoting Anabolic Therapies, Brigham and Women's Hospital, Harvard Medical School, Boston, USA
| | - Carlo Serra
- Research Program in Men's Health: Aging and Metabolism, Boston Claude D. Pepper Older Americans Independence Center for Function promoting Anabolic Therapies, Brigham and Women's Hospital, Harvard Medical School, Boston, USA
| | - Yanan Yu
- Research Program in Men's Health: Aging and Metabolism, Boston Claude D. Pepper Older Americans Independence Center for Function promoting Anabolic Therapies, Brigham and Women's Hospital, Harvard Medical School, Boston, USA
| | - Lynn Deng
- Research Program in Men's Health: Aging and Metabolism, Boston Claude D. Pepper Older Americans Independence Center for Function promoting Anabolic Therapies, Brigham and Women's Hospital, Harvard Medical School, Boston, USA
| | - Wen Guo
- Research Program in Men's Health: Aging and Metabolism, Boston Claude D. Pepper Older Americans Independence Center for Function promoting Anabolic Therapies, Brigham and Women's Hospital, Harvard Medical School, Boston, USA
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Yadav D, Paliwal S, Yadav R, Pal M, Pandey A. Identification of novel HIV 1--protease inhibitors: application of ligand and structure based pharmacophore mapping and virtual screening. PLoS One 2012; 7:e48942. [PMID: 23145032 PMCID: PMC3493599 DOI: 10.1371/journal.pone.0048942] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2012] [Accepted: 10/01/2012] [Indexed: 01/27/2023] Open
Abstract
A combined ligand and structure-based drug design approach provides a synergistic advantage over either methods performed individually. Present work bestows a good assembly of ligand and structure-based pharmacophore generation concept. Ligand-oriented study was accomplished by employing the HypoGen module of Catalyst in which we have translated the experimental findings into 3-D pharmacophore models by identifying key features (four point pharmacophore) necessary for interaction of the inhibitors with the active site of HIV-1 protease enzyme using a training set of 33 compounds belonging to the cyclic cyanoguanidines and cyclic urea derivatives. The most predictive pharmacophore model (hypothesis 1), consisting of four features, namely, two hydrogen bond acceptors and two hydrophobic, showed a correlation (r) of 0.90 and a root mean square of 0.71 and cost difference of 56.59 bits between null cost and fixed cost. The model was validated using CatScramble technique, internal and external test set prediction. In the second phase of our study, a structure-based five feature pharmacophore hypothesis was generated which signifies the importance of hydrogen bond donor, hydrogen bond acceptors and hydrophobic interaction between the HIV-1 protease enzyme and its inhibitors. This work has taken a significant step towards the full integration of ligand and structure-based drug design methodologies as pharmacophoric features retrieved from structure-based strategy complemented the features from ligand-based study hence proving the accuracy of the developed models. The ligand-based pharmacophore model was used in virtual screening of Maybridge and NCI compound database resulting in the identification of four structurally diverse druggable compounds with nM activities.
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Affiliation(s)
- Divya Yadav
- Department of Pharmacy, Banasthali University, Banasthali, Rajasthan, India
| | - Sarvesh Paliwal
- Department of Pharmacy, Banasthali University, Banasthali, Rajasthan, India
| | - Rakesh Yadav
- Department of Pharmacy, Banasthali University, Banasthali, Rajasthan, India
| | - Mahima Pal
- Department of Pharmacy, Banasthali University, Banasthali, Rajasthan, India
| | - Anubhuti Pandey
- Department of Pharmacy, Banasthali University, Banasthali, Rajasthan, India
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Host-pathogen interactions of retroviruses. Mol Biol Int 2012; 2012:648512. [PMID: 23150826 PMCID: PMC3488407 DOI: 10.1155/2012/648512] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2012] [Accepted: 08/30/2012] [Indexed: 01/25/2023] Open
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