A Tutorial on Modern Bayesian Methods in Clinical Trials.

Clinical trials continue to be the gold standard for evaluating new medical technologies. New advancements in modern computation power have led to increasing interest in Bayesian methods. Despite the multiple benefits of Bayesian approaches, application to clinical trials has been limited. Based on insights from the survey of clinical researchers in drug development conducted by the Drug Information Association Bayesian Scientific Working Group (DIA BSWG), insufficient knowledge of Bayesian approaches was ranked as the most important perceived barrier to implementing Bayesian methods. Results of the same survey indicate that clinical researchers may find the interpretation of results from a Bayesian analysis to be more useful than conventional interpretations. In this article, we illustrate key concepts tied to Bayesian methods, starting with familiar concepts widely used in clinical practice before advancing in complexity, and use practical illustrations from clinical development.

Multimodal representation learning for predicting molecule-disease relations.

MOTIVATION: Predicting molecule-disease indications and side effects is important for drug development and pharmacovigilance. Comprehensively mining molecule-molecule, molecule-disease and disease-disease semantic dependencies can potentially improve prediction performance. METHODS: We introduce a Multi-Modal REpresentation Mapping Approach to Predicting molecular-disease relations (M2REMAP) by incorporating clinical semantics learned from electronic health records (EHR) of 12.6 million patients. Specifically, M2REMAP first learns a multimodal molecule representation that synthesizes chemical property and clinical semantic information by mapping molecule chemicals via a deep neural network onto the clinical semantic embedding space shared by drugs, diseases and other common clinical concepts. To infer molecule-disease relations, M2REMAP combines multimodal molecule representation and disease semantic embedding to jointly infer indications and side effects. RESULTS: We extensively evaluate M2REMAP on molecule indications, side effects and interactions. Results show that incorporating EHR embeddings improves performance significantly, for example, attaining an improvement over the baseline models by 23.6% in PRC-AUC on indications and 23.9% on side effects. Further, M2REMAP overcomes the limitation of existing methods and effectively predicts drugs for novel diseases and emerging pathogens. AVAILABILITY AND IMPLEMENTATION: The code is available at https://github.com/celehs/M2REMAP, and prediction results are provided at https://shiny.parse-health.org/drugs-diseases-dev/. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.

A Comparison of Etiology, Pathogenesis, Vaccinal and Antiviral Drug Development between Influenza and COVID-19.

Influenza virus and coronavirus, two kinds of pathogens that exist widely in nature, are common emerging pathogens that cause respiratory tract infections in humans. In December 2019, a novel coronavirus SARS-CoV-2 emerged, causing a severe respiratory infection named COVID-19 in humans, and raising a global pandemic which has persisted in the world for almost three years. Influenza virus, a seasonally circulating respiratory pathogen, has caused four global pandemics in humans since 1918 by the emergence of novel variants. Studies have shown that there are certain similarities in transmission mode and pathogenesis between influenza and COVID-19, and vaccination and antiviral drugs are considered to have positive roles as well as several limitations in the prevention and control of both diseases. Comparative understandings would be helpful to the prevention and control of these diseases. Here, we review the study progress in the etiology, pathogenesis, vaccine and antiviral drug development for the two diseases.

COVID-19 therapeutics: Small-molecule drug development targeting SARS-CoV-2 main protease.

The severe acute respiratory syndrome-coronavirus 2 (SARS-CoV-2) is the causative factor behind the 2019 global coronavirus pandemic (COVID-19). The main protease, known as Mpro, is encoded by the viral genome and is essential for viral replication. It has also been an effective target for drug development. In this review, we discuss the rationale for inhibitors that specifically target SARS-CoV-2 Mpro. Small molecules and peptidomimetic inhibitors are two types of inhibitor with various modes of action and we focus here on novel inhibitors that were only discovered during the COVID-19 pandemic highlighting their binding modes and structures.

Regulatory, health technology assessment and company interactions: the current landscape and future ecosystem for drug development, review and reimbursement.

BACKGROUND: Multi-stakeholder interactions have evolved at product and policy levels. There is a need to assess the current and future landscape of interactions between companies, and regulatory and HTA agencies to address challenges and identify areas for improvement. OBJECTIVES: The aims of this study were to review the current interactions within and across regulatory and HTA agencies, and companies' experiences in engaging in these activities; to assess the added value of interactions as well as limitations; to explore the future ecosystem for stakeholder interactions. METHOD: Three separate questionnaires were developed for companies, regulators and HTA agencies, respectively, to assess their experiences and perceptions. The responses were analyzed using descriptive statistics and discussed at a multi-stakeholder workshop. Key outcomes from the surveys and workshop discussion were reported. RESULTS: All seven regulators and seven HTA agencies in the survey indicated that they had stakeholder interactions. More formal collaboration occurred with regulators compared with HTA agencies. All nine companies have taken early advice but indicated the need for future prioritization. Success indicators can be built at the product and therapy levels, with the added value of faster patient access. Four principles were proposed for the future ecosystem: separate remit and functions between regulators and HTA; align processes; converge evidence requirements where possible; increase transparency. CONCLUSIONS: This research brought together regulators, HTA agencies, companies to examine how they interact with one another. We propose measures of value and make recommendations on future evolution to enable better evidence generation and improve regulatory and HTA decision-making.

Drug Repurposing During The COVID-19 Pandemic: Lessons For Expediting Drug Development And Access.

The COVID-19 pandemic created a large, sudden unmet public health need for rapid access to safe and effective treatments. Against this backdrop, policy makers and researchers have looked to drug repurposing-using a drug previously approved for one indication to target a new indication-as a means to accelerate the identification and development of COVID-19 treatments. Using detailed data on US clinical trials initiated during the pandemic, we examined the trajectory and sources of drug repurposing initiatives for COVID-19. We found a rapid increase in repurposing efforts at the start of the pandemic, followed by a transition to greater de novo drug development. The drugs tested for repurposing treat a wide range of indications but were typically initially approved for other infectious diseases. Finally, we documented substantial variation by trial sponsor (academic, industry, or government) and generic status: Industry sponsorship for repurposing occurred much less frequently for drugs with generic competitors already on the market. Our findings inform drug repurposing policy for both future emerging diseases and drug development in general.

A hybrid structure determination approach to investigate the druggability of the nucleocapsid protein of SARS-CoV-2.

The pandemic caused by SARS-CoV-2 has called for concerted efforts to generate new insights into the biology of betacoronaviruses to inform drug screening and development. Here, we establish a workflow to determine the RNA recognition and druggability of the nucleocapsid N-protein of SARS-CoV-2, a highly abundant protein crucial for the viral life cycle. We use a synergistic method that combines NMR spectroscopy and protein-RNA cross-linking coupled to mass spectrometry to quickly determine the RNA binding of two RNA recognition domains of the N-protein. Finally, we explore the druggability of these domains by performing an NMR fragment screening. This workflow identified small molecule chemotypes that bind to RNA binding interfaces and that have promising properties for further fragment expansion and drug development.

Shared molecular signatures between coronavirus infection and neurodegenerative diseases provide targets for broad-spectrum drug development.

Growing evidences have suggested the association between coronavirus infection and neurodegenerative diseases. However, the molecular mechanism behind the association is complex and remains to be clarified. This study integrated human genes involved in infections of three coronaviruses including SARS-CoV-2, SARS-CoV and MERS-CoV from multi-omics data, and investigated the shared genes and molecular functions between coronavirus infection and two neurodegenerative diseases, namely Alzheimer's Disease (AD) and Parkinson's Disease (PD). Seven genes including HSP90AA1, ALDH2, CAV1, COMT, MTOR, IGF2R and HSPA1A, and several inflammation and stress response-related molecular functions such as MAPK signaling pathway, NF-kappa B signaling pathway, responses to oxidative or chemical stress were common to both coronavirus infection and neurodegenerative diseases. These genes were further found to interact with more than 20 other viruses. Finally, drugs targeting these genes were identified. The study would not only help clarify the molecular mechanism behind the association between coronavirus infection and neurodegenerative diseases, but also provide novel targets for the development of broad-spectrum drugs against both coronaviruses and neurodegenerative diseases.

Enzymes as Targets for Drug Development II.

Enzymes are viewed as the most desirable targets for drug development by the pharmaceutical community [...].

A narrative review on drug development for the management of antimicrobial- resistant infection crisis in Japan: the past, present, and future.

INTRODUCTION: Antimicrobial resistance (AMR) is a major threat to global health requiring continuous development of new antimicrobial agents. Antimicrobial research and development (R&D) should be promoted in the pharmaceutical industry and academia to ensure sustainable patient access to new treatment options and reduce the global AMR burden. AREAS COVERED: This review describes the historical challenges in novel antimicrobial drug development in Japan, current national efforts to promote the development, and proposals to effectively manage future AMR pandemics. Literature searches were performed in the PubMed database (from inception to January 2022). EXPERT OPINION: R&D activities in the antimicrobial space in Japan have been insufficient due to multiple factors, including unfavorable cost-profit balance and differences in regulatory requirements between Japan and Western countries. However, the situation is improving with the implementation of the Japanese AMR action plan, drug R&D programs led by the Japan Agency for Medical Research and Development, and efforts of regulatory agencies in the United States, Europe, and Japan in aligning and expediting the clinical development process. Further actions during the interpandemic period will strengthen antimicrobial R&D, including international and interdisciplinary collaboration, continued funding and investment with the national government's leadership, and fostering of new-generation academic research leaders.PLAINLANGUAGE SUMMARYEvery year, many people suffer and die of antimicrobial-resistant infections worldwide. New treatment options are required to tackle antimicrobial-resistant infections; however, pharmaceutical companies have not been very active in developing antimicrobial agents in the last two decades. This was mainly due to the difficulty in discovering new and effective compounds and insufficient funds being spent on drug discovery. In addition, differences in drug development requirements between the United States (US), Europe, and Japan have made it difficult for Japanese pharmaceutical companies to develop antimicrobial agents that can be used in all regions in a timely manner. In the last decade, several measures have been taken to re-activate antimicrobial research and development in the pharmaceutical industry, as well as in academia, in Japan. These measures include a national action plan to combat antimicrobial-resistant infections and research support programs led by the Japan Agency for Medical Research and Development. Regulatory authorities in the US, Europe, and Japan have initiated efforts to expedite the development of drugs to treat infections. Moreover, pathways for accelerated regulatory review have been established to reduce the time taken for new drugs to be approved, and this has already been applied to several new anti-infective drugs. To combat the coronavirus disease 2019 (COVID-19) pandemic, the development of novel vaccines and antiviral drugs has been accelerated with unprecedented speed. Additional actions, such as international research collaboration programs and investment in new antimicrobial development, may help promote antimicrobial research and development activities in Japan.

The Need for Non-profit Psychiatric Drug Discovery and Development.

BACKGROUND: Current psychiatric drug discovery and development has not produced very effective medications in the past few decades. Conventional wisdom provides reasons for failure that do not address major structural obstacles to true innovation for psychiatric drugs. METHOD: Narrative review based on analysis of the scientific literature augmented by personal experience in academic clinical research as well as in the pharmaceutical industry. RESULTS: The largest obstacles to drug discovery and development are the biological invalidity of most DSM diagnoses, the economic incentives to produce short-term symptomatic treatments with blockbuster profit potential, and very low thresholds set by the FDA for ending drug discovery due to toxicity. Since these larger structural socio-economic obstacles to drug development will be difficult to change, a new proposal is made for a parallel non-profit drug discovery paradigm, to be funded by governments, akin to the development of vaccines for the Covid-19 pandemic. The key public health implications are highlighted in the example of developing new drugs for Alzheimer dementia, and the potential utility of an anti-tau agent like lithium, currently ignored in drug development in favor of much more expensive and questionably effective amyloid-reducing agents. CONCLUSIONS: Given the key structural problems of psychiatric drug discovery and development, a parallel non-profit drug discovery paradigm is needed to meet all public health needs, as well as to reinvigorate truly innovative and transformative research.

Towards effective COVID­19 vaccines: Updates, perspectives and challenges (Review).

In the current context of the pandemic triggered by SARS-COV-2, the immunization of the population through vaccination is recognized as a public health priority. In the case of SARS­COV­2, the genetic sequencing was done quickly, in one month. Since then, worldwide research has focused on obtaining a vaccine. This has a major economic impact because new technological platforms and advanced genetic engineering procedures are required to obtain a COVID­19 vaccine. The most difficult scientific challenge for this future vaccine obtained in the laboratory is the proof of clinical safety and efficacy. The biggest challenge of manufacturing is the construction and validation of production platforms capable of making the vaccine on a large scale.

Overcoming Pharmaceutical Bottlenecks for Nucleic Acid Drug Development.

The outbreak of the coronavirus disease 2019 (COVID-19) pandemic and swift approval of two mRNA vaccines have put nucleic acid therapeutics in the spotlight of both the scientific community and the general public. Actually, in addition to mRNAs, multiple nucleic acid therapeutics have been successively commercialized over the past few years. The rapid development of nucleic acid drugs not only demonstrates their superior potency but also marks a new era of the field. Compared with conventional treatments targeting proteins rather than the root causes of diseases at the genetic level, nucleic acids are capable of achieving long-standing or even curative effects against undruggable disorders by modulating gene expression via inhibition, editing, addition, or replacement. This offers a terrific arsenal for expanding therapeutic access to diseases lacking current treatment options and developing vaccines to provide swift responses to emerging global health threats.Despite the stunning success and recent resurgence of interest in the field, the unfavorable physicochemical characteristics (i.e., the negative charge, large molecular weight, and hydrophilicity), susceptibility to nuclease degradation, off-target toxicity, and immunogenicity are a brake for moving nucleic acid therapeutics from bench to bedside. Currently, developing technologies to improve the circulation stability, targeting affinity, cellular entry, endolysosomal escape, efficacy, and safety of nucleic acid drugs still remains a major pharmaceutical bottleneck.In this Account, we outline the research efforts from our group on the development of technology platforms to overcome the pharmaceutical bottlenecks for nucleic acid therapeutics. We have engineered a variety of intelligent delivery platforms such as synthetic nanomaterials (i.e., lipid nanoparticles, polymers, and inorganic nanoparticles), physical delivery methods (i.e., electroporation), and naturally derived vehicles (i.e., extracellular vesicles), aiming at endowing nucleic acids with improved circulation stability, targeting affinity, and cellular internalization (Get in) and stimuli responsive endolysosomal escape capability (Get out). Moreover, we will discuss our progress in developing a series of modification strategies for sequence engineering of nucleic acids to endow them with enhanced nuclease resistance, translation efficiency, and potency while alleviating their off-target toxicity and immunogenicity (Sequence engineering). Integrating these technologies may promote the development of nucleic acid therapeutics with potent efficacy and improved safety (Efficacy & safety). With this Account, we hope to offer insights into rational design of cutting-edge nucleic acid therapeutic platforms. We believe that the continuing advances in nucleic acid technologies together with academic-industry collaborations in the clinic, will promise to usher in more clinically translatable nucleic acid therapeutics in the foreseeable future.

Highlights of FDA Oncology Approvals in 2022: Tissue-Agnostic Indications, Dosage Optimization, and Diversity in Drug Development.

In 2022, cancer drug development continued to progress rapidly despite the lingering COVID-19 pandemic. Highlights of U.S. drug approvals for oncology indications this year include ongoing development in rare diseases and molecular subgroups, improved dosage optimization, and updated data for drugs granted accelerated approval, with confirmatory studies demonstrating verification of clinical benefit in some instances, as well as indication withdrawal when clinical benefit was not verified.

Recent Drug Development and Medicinal Chemistry Approaches for the Treatment of SARS-CoV-2 Infection and COVID-19.

COVID-19, caused by SARS-CoV-2 infection, continues to be a major public health crisis around the globe. Development of vaccines and the first cluster of antiviral drugs has brought promise and hope for prevention and treatment of severe coronavirus disease. However, continued development of newer, safer, and more effective antiviral drugs are critically important to combat COVID-19 and counter the looming pathogenic variants. Studies of the coronavirus life cycle revealed several important biochemical targets for drug development. In the present review, we focus on recent drug design and medicinal chemistry efforts in small molecule drug discovery, including the development of nirmatrelvir that targets viral protein synthesis and remdesivir and molnupiravir that target viral RdRp. These are recent FDA approved drugs for the treatment of COVID-19.