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Albayati N, Talluri SR, Dholaria N, Michniak-Kohn B. AI-Driven Innovation in Skin Kinetics for Transdermal Drug Delivery: Overcoming Barriers and Enhancing Precision. Pharmaceutics 2025; 17:188. [PMID: 40006555 PMCID: PMC11859831 DOI: 10.3390/pharmaceutics17020188] [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: 12/21/2024] [Revised: 01/19/2025] [Accepted: 01/30/2025] [Indexed: 02/27/2025] Open
Abstract
Transdermal drug delivery systems (TDDS) offer an alternative to conventional oral and injectable drug administration by bypassing the gastrointestinal tract and liver metabolism, improving bioavailability, and minimizing systemic side effects. However, widespread adoption of TDDS is limited by challenges such as the skin's permeability barrier, particularly the stratum corneum, and the need for optimized formulations. Factors like skin type, hydration levels, and age further complicate the development of universally effective solutions. Advances in artificial intelligence (AI) address these challenges through predictive modeling and personalized medicine approaches. Machine learning models trained on extensive molecular datasets predict skin permeability and accelerate the selection of suitable drug candidates. AI-driven algorithms optimize formulations, including penetration enhancers and advanced delivery technologies like microneedles and liposomes, while ensuring safety and efficacy. Personalized TDDS design tailors drug delivery to individual patient profiles, enhancing therapeutic precision. Innovative systems, such as sensor-integrated patches, dynamically adjust drug release based on real-time feedback, ensuring optimal outcomes. AI also streamlines the pharmaceutical process, from disease diagnosis to the prediction of drug distribution in skin layers, enabling efficient formulation development. This review highlights AI's transformative role in TDDS, including applications of models such as Deep Neural Networks (DNN), Artificial Neural Networks (ANN), BioSIM, COMSOL, K-Nearest Neighbors (KNN), and Set Covering Machine (SVM). These technologies revolutionize TDDS for both skin and non-skin diseases, demonstrating AI's potential to overcome existing barriers and improve patient care through innovative drug delivery solutions.
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Affiliation(s)
- Nubul Albayati
- Ernest Mario School of Pharmacy, Rutgers-The State University of New Jersey, 160 Frelinghuysen Road, Piscataway, NJ 08854, USA; (N.A.); (S.R.T.); (N.D.)
- Center for Dermal Research, Rutgers-The State University of New Jersey, 145 Bevier Road, Piscataway, NJ 08854, USA
| | - Sesha Rajeswari Talluri
- Ernest Mario School of Pharmacy, Rutgers-The State University of New Jersey, 160 Frelinghuysen Road, Piscataway, NJ 08854, USA; (N.A.); (S.R.T.); (N.D.)
- Center for Dermal Research, Rutgers-The State University of New Jersey, 145 Bevier Road, Piscataway, NJ 08854, USA
| | - Nirali Dholaria
- Ernest Mario School of Pharmacy, Rutgers-The State University of New Jersey, 160 Frelinghuysen Road, Piscataway, NJ 08854, USA; (N.A.); (S.R.T.); (N.D.)
- Center for Dermal Research, Rutgers-The State University of New Jersey, 145 Bevier Road, Piscataway, NJ 08854, USA
| | - Bozena Michniak-Kohn
- Ernest Mario School of Pharmacy, Rutgers-The State University of New Jersey, 160 Frelinghuysen Road, Piscataway, NJ 08854, USA; (N.A.); (S.R.T.); (N.D.)
- Center for Dermal Research, Rutgers-The State University of New Jersey, 145 Bevier Road, Piscataway, NJ 08854, USA
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Wong WF, Ang KP, Sethi G, Looi CY. Recent Advancement of Medical Patch for Transdermal Drug Delivery. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:medicina59040778. [PMID: 37109736 PMCID: PMC10142343 DOI: 10.3390/medicina59040778] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Revised: 03/31/2023] [Accepted: 04/05/2023] [Indexed: 04/29/2023]
Abstract
Transdermal patches are a non-invasive method of drug administration. It is an adhesive patch designed to deliver a specific dose of medication through the skin and into the bloodstream throughout the body. Transdermal drug delivery has several advantages over other routes of administration, for instance, it is less invasive, patient-friendly, and has the ability to bypass first-pass metabolism and the destructive acidic environment of the stomach that occurs upon the oral ingestion of drugs. For decades, transdermal patches have attracted attention and were used to deliver drugs such as nicotine, fentanyl, nitroglycerin, and clonidine to treat various diseases or conditions. Recently, this method is also being explored as a means of delivering biologics in various applications. Here, we review the existing literatures on the design and usage of medical patches in transdermal drug delivery, with a focus on the recent advances in innovation and technology that led to the emergence of smart, dissolvable/biodegradable, and high-loading/release, as well as 3D-printed patches.
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Affiliation(s)
- Won Fen Wong
- Department of Medical Microbiology, Faculty of Medicine, Universiti Malaya, Kuala Lumpur 50603, Malaysia
| | - Kuan Ping Ang
- Department of Medical Microbiology, University Malaya Medical Center, Kuala Lumpur 59100, Malaysia
| | - Gautam Sethi
- Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117600, Singapore
| | - Chung Yeng Looi
- School of Biosciences, Faculty of Health & Medical Sciences, Taylor's University, Subang Jaya 47500, Malaysia
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Yamamoto K, Miwa S, Yamada T, Setozaki S, Hamuro M, Kurokawa S, Enomoto S. Managing postoperative atrial fibrillation after open-heart surgery using transdermal β 1 blockers. J Cardiothorac Surg 2023; 18:103. [PMID: 37024987 PMCID: PMC10080838 DOI: 10.1186/s13019-023-02227-z] [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: 10/07/2022] [Accepted: 04/02/2023] [Indexed: 04/08/2023] Open
Abstract
BACKGROUND Postoperative atrial fibrillation (POAF) after open-heart surgery is a non-negligible complication. We aimed to describe the efficacy of a transdermal patch of bisoprolol for managing POAF and flutter in thoracic surgical procedures. METHODS We analyzed the data of 384 patients who underwent open-heart surgery at our hospital and received oral bisoprolol to prevent POAF. Among them, 65 patients (16.9%) also received a 4-mg transdermal patch of bisoprolol to control the heart rate due to POAF. We applied the bisoprolol transdermal patch when the heart rate was > 80 bpm and removed it at ≤ 60 bpm; an additional patch was applied when the heart rate was > 140 bpm. Heparin calcium injections were administered twice daily for anticoagulation between 2 and 6 days postoperatively. RESULTS The average number of prescriptions for transdermal patches of bisoprolol during hospitalization was 1.8 ± 1.1 (1-5). The median first prescription date was on postoperative day 2 (range: days 0-37). Sinus rhythm recovered within 24 h in 18 patients (27.7%). Eight patients (12.3%) were switched to continuous landiolol infusion because of persistent tachycardia. In three patients, the transdermal patch was removed owing to severe bradycardia. Fifteen patients experienced persistent atrial fibrillation and were treated with electrical cardioversion during hospitalization. We did not observe any serious complications that could be directly attributed to bisoprolol transdermal patch use. CONCLUSIONS Single-use bisoprolol transdermal patch may help control the heart rate during the initial treatment of POAF after open-heart surgery.
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Affiliation(s)
- Kenji Yamamoto
- Department of Cardiovascular Surgery, Okamura Memorial Hospital, 293-1, Kakita Shimizu- cho, Sunto-gun, Shizuoka, Japan.
| | - Senri Miwa
- Department of Cardiovascular Surgery, Okamura Memorial Hospital, 293-1, Kakita Shimizu- cho, Sunto-gun, Shizuoka, Japan
| | - Tomoyuki Yamada
- Department of Cardiovascular Surgery, Shiga General Hospital, 5-4-30, Moriyama, Moriyama- city, Shiga, Japan
| | - Shuji Setozaki
- Department of Cardiovascular Surgery, Shizuoka General Hospital, 4-27-1, Kitaandou, Aoi-ku, Shizuoka-city, Shizuoka, Japan
| | - Mamoru Hamuro
- Department of Cardiovascular Surgery, Okamura Memorial Hospital, 293-1, Kakita Shimizu- cho, Sunto-gun, Shizuoka, Japan
| | - Shunji Kurokawa
- Department of Cardiovascular Surgery, Okamura Memorial Hospital, 293-1, Kakita Shimizu- cho, Sunto-gun, Shizuoka, Japan
| | - Sakae Enomoto
- Department of Cardiovascular Surgery, Okamura Memorial Hospital, 293-1, Kakita Shimizu- cho, Sunto-gun, Shizuoka, Japan
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Liu Q, Jiang C, Xu X, Kang Q, Chu X. The clinical effect of WeChat‐based MUST education model on patients with chronic heart failure. Ann Noninvasive Electrocardiol 2022; 27:e13004. [DOI: 10.1111/anec.13004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 07/04/2022] [Accepted: 07/07/2022] [Indexed: 11/27/2022] Open
Affiliation(s)
- Qianqian Liu
- Department of Cardiology Hai'an Hospital of Traditional Chinese Medicine Hai'an China
| | - Chunmei Jiang
- Department of Cardiology Hai'an Hospital of Traditional Chinese Medicine Hai'an China
| | - Xujuan Xu
- Department of Nursing Affiliated Hospital of Nantong University Nantong China
| | - Qun Kang
- Department of Nursing Hai'an Hospital of Traditional Chinese Medicine Hai'an China
| | - Xiaohong Chu
- Department of Nursing Hai'an Hospital of Traditional Chinese Medicine Hai'an China
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Nimmons D, Bhanu C, Orlu M, Schrag A, Walters K. Orthostatic Hypotension and Antiparkinsonian Drugs: A Systematic Review and Meta-analysis. J Geriatr Psychiatry Neurol 2022; 35:639-654. [PMID: 34964392 PMCID: PMC9386765 DOI: 10.1177/08919887211060017] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
BACKGROUND Orthostatic hypotension (OH) is multifactorial in Parkinson's disease (PD). Antiparkinsonian medication can contribute to OH, leading to increased risk of falls, weakness and fatigue. METHODS We conducted a systematic review and meta-analysis of randomised controlled trials (RCTs) of antiparkinsonian drugs associated with OH as an adverse effect, compared to placebo. We searched EMBASE, MEDLINE and Web of Science databases until November 2020. Analysis used fixed-effects models and the GRADE tool to rate quality of evidence. Meta-analysis was performed if 3 or more studies of a drug group were available. RESULTS Twenty-one RCTs including 3783 patients were included comparing 6 PD drug groups to placebo (MAO-B inhibitors, dopamine agonists, levodopa, COMT inhibitors, levodopa and adenosine receptor antagonists). OH was recorded as an adverse event or measurement of vital signs, without further specification on how this was defined or operationalised. Meta-analysis was performed for MAO-B inhibitors and dopamine agonists, as there were 3 or more studies for these drug groups. In this analysis, compared with placebo, neither MAO-B inhibitors or dopamine agonists were associated with increased risk of OH, (OR 2.28 [95% CI:0.81-6.46]), (OR 1.39 [95% CI:0.97-1.98]). CONCLUSIONS Most studies did not specifically report OH, or reporting of OH was limited, including how and when it was measured. Furthermore, studies specifically reporting OH included participants that were younger than typical PD populations without multimorbidity. Future trials should address this, for example,, by including individuals over the age of 75, to improve estimations of how antiparkinsonian medications affect risk of OH.
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Affiliation(s)
- Danielle Nimmons
- Centre for Ageing Population Studies, Research Department of Primary Care and Population Health, UCL, UK,Danielle Nimmons, Research Department of Primary Care and Population Health, UCL, Rowland Hill Street, London NW3 2PF, UK.
| | - Cini Bhanu
- Centre for Ageing Population Studies, Research Department of Primary Care and Population Health, UCL, UK
| | | | - Anette Schrag
- Department of Neurology, Institute of Neurology, UCL, UK
| | - Kate Walters
- Centre for Ageing Population Studies, Research Department of Primary Care and Population Health, UCL, UK
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Kiuchi S, Ikeda T. Management of hypertension associated with cardiovascular failure. J Cardiol 2021; 79:698-702. [PMID: 34895981 DOI: 10.1016/j.jjcc.2021.11.012] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Accepted: 11/16/2021] [Indexed: 10/19/2022]
Abstract
Hypertension (HT) treatment should focus on the prevention of new-onset heart failure (HF) or its exacerbation due to the increasing trend of HF incidence in Japan. According to the SPRINT trial, strict control of blood pressure (BP) of approximately 120 mmHg suppresses the progression of HF stages A and B to a more severe stage. However, in stages C and D, the target value for BP reduction differs depending on whether HF is HF reduced ejection fraction (EF) (HFrEF) or HF preserved EF (HFpEF). Additionally, the relationship between BP control and the prognosis of HF mostly showed the J-curve phenomenon in both HFrEF and HFpEF; however, patients with HFpEF need a lower target BP value than those with HFrEF. One reason is that vascular failure is associated with the pathophysiology of HF. Therefore, it is important to utilize an antihypertensive treatment strategy that considers vascular insufficiency. In addition, the presence or absence of compelling indications is important for the selection of antihypertensive (with cardioprotective effects for HF) medications. The uptitration of cardioprotective medications such as angiotensin-converting enzyme inhibitors/angiotensin II type 1a receptor blockers and beta-blockers is recommended in patients with HFrEF; however, it is often not practically possible to increase the dosage. In these cases, the use of medications in combination with other medication classes is also useful. Moreover, it is also useful to properly use medications of the same class considering their onset of action and half-life in the blood. It is still unclear how cardioprotective medications are used in patients with HFrEF, especially on certain age groups. The optimal initiation and continuation of cardioprotective medications should be carefully determined.
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Affiliation(s)
- Shunsuke Kiuchi
- Department of Cardiovascular Medicine, Toho University Graduate School of Medicine, Tokyo, Japan.
| | - Takanori Ikeda
- Department of Cardiovascular Medicine, Toho University Graduate School of Medicine, Tokyo, Japan
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Kiuchi S, Hisatake S, Kabuki T, Oka T, Fujii T, Dobashi S, Sano T, Ikeda T. Efficacy and Safety of Ivabradine in an Elderly Patient with Heart Failure with Reduced Ejection Fraction. Clin Drug Investig 2021; 41:193-196. [PMID: 33501520 DOI: 10.1007/s40261-021-01004-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/15/2021] [Indexed: 11/26/2022]
Affiliation(s)
- Shunsuke Kiuchi
- Department of Cardiovascular Medicine, Toho University Graduate School of Medicine, 6-11-1 Omori-nishi, Ota-ku, Tokyo, 143-8541, Japan.
| | - Shinji Hisatake
- Department of Cardiovascular Medicine, Toho University Graduate School of Medicine, 6-11-1 Omori-nishi, Ota-ku, Tokyo, 143-8541, Japan
| | - Takayuki Kabuki
- Department of Cardiovascular Medicine, Toho University Graduate School of Medicine, 6-11-1 Omori-nishi, Ota-ku, Tokyo, 143-8541, Japan
| | - Takashi Oka
- Department of Cardiovascular Medicine, Toho University Graduate School of Medicine, 6-11-1 Omori-nishi, Ota-ku, Tokyo, 143-8541, Japan
| | - Takahiro Fujii
- Department of Cardiovascular Medicine, Toho University Graduate School of Medicine, 6-11-1 Omori-nishi, Ota-ku, Tokyo, 143-8541, Japan
| | - Shintaro Dobashi
- Department of Cardiovascular Medicine, Toho University Graduate School of Medicine, 6-11-1 Omori-nishi, Ota-ku, Tokyo, 143-8541, Japan
| | - Takahide Sano
- Department of Cardiovascular Medicine, Toho University Graduate School of Medicine, 6-11-1 Omori-nishi, Ota-ku, Tokyo, 143-8541, Japan
| | - Takanori Ikeda
- Department of Cardiovascular Medicine, Toho University Graduate School of Medicine, 6-11-1 Omori-nishi, Ota-ku, Tokyo, 143-8541, Japan
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