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Category Archives: Gene Medicine

Study refutes long-held belief that the Corin gene causes hypertension in African Americans – University of Alabama at Birmingham

Posted: September 14, 2022 at 1:08 am

UAB researchers show there is no longer a connection between the previously linked gene and elevated blood pressure in those of African ancestry.

UAB researchers, Vibhu Parcha, M.D. (left), and Pankaj Arora, M.D. (right), were involved in this study. Photography: Andrea MabryFor many years, the Corin gene was believed to be associated with high blood pressure in Black individuals. Now, a recent study published in the Journal of the American Heart Association involving researchers from the University of Alabama at Birmingham disputes that belief. The research team says it is a misconception that Corin gene variants are responsible for the high prevalence of hypertension in the African American community.

Although we know there is a high prevalence of high blood pressure in the African American community, our research shows that Corin gene variants are not the cause, said Pankaj Arora, M.D., a physician-scientist in UABs Division of Cardiovascular Disease. There is still much work that needs to be done to fully understand why high blood pressure and poor cardiometabolic health is disproportionately higher among Black individuals.

The Corin gene regulates the processing of heart hormones called natriuretic peptides that help regulate blood pressure. It was previously presumed that the Corin gene variants seen almost exclusively in those of African ancestry contributed to the higher prevalence of elevated blood pressure in this community. In a study involving more than 11,000 Black individuals, researchers found that being a carrier of the Corin gene variants was not associated with higher blood pressure levels and did not impact the circulating levels of the natriuretic peptides. They also found that there were no expression differences in natriuretic peptides in the heart tissue of individuals with and without the Corin gene variant.

We know that hypertension results from numerous environmental factors, pervasive systemic health inequities and multiple social determinants of health that disproportionately impact the African American community, said Vibhu Parcha, M.D., a clinical research fellow in the Division of Cardiovascular Diseases and the UAB Cardiogenomics Clinic. It is unfair to simply blame this on the Corin gene. Our findings suggest that we must look elsewhere for the root causes of the high prevalence of hypertension in this community and find ways to mitigate those causes.

Parcha says the scientific community has largely been unsuccessful in including Black individuals into genomic research, which has limited the understanding of the genetic determinants of cardiovascular health in Black individuals.

Research studies in the UAB Department of Medicine involving underrepresented communities help to advance the implementation of precision medicine an approach of using ones genetic information to guide their medical therapy. Using the latest advances in medicine, physician-scientists at the UAB Marnix E. Heersink School of Medicine are continuing to make UAB a center of excellence for precision cardiovascular medicine. At the UAB Cardiogenomics Clinic, a patients care team uses their genetic history to help develop a personalized cardiovascular treatment plan. UAB Cardiovascular Institute has been advancing the initiative for the inclusion of Black individuals in clinical research and helping improve its understanding of what drives the development offatal cardiac illness in the Black community.

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Akouos Receives FDA Clearance of its IND Application for AK-OTOF, a Gene Therapy Intended for the Treatment of OTOF-mediated Hearing Loss – Yahoo…

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Akouos, Inc.

-The IND for AK-OTOF is the first to receive FDA clearance for a genetic form of hearing loss and the first for an AAV vector therapy with the potential to treat an inner ear condition

-Akouos plans to initiate a pediatric Phase 1/2 clinical trial, including children as young as two years of age in the dose-escalation phase (Part A), to evaluate AK-OTOF for the treatment of OTOF-mediated hearing loss

-Based on auditory brainstem response data from nonclinical studies, a one-time administration of AK-OTOF has the potential to deliver durable restoration of auditory function

BOSTON, Sept. 13, 2022 (GLOBE NEWSWIRE) -- Akouos, Inc. (NASDAQ: AKUS), a precision genetic medicine company dedicated to developing potential gene therapies for individuals living with disabling hearing loss worldwide, today announced that it has received clearance from the U.S. Food and Drug Administration (FDA) for its Investigational New Drug (IND) application to initiate a Phase 1/2, first in human, pediatric clinical trial of AK-OTOF, a gene therapy intended for the treatment of patients with otoferlin gene (OTOF)-mediated hearing loss. Currently, there are no approved pharmacologic treatment options for individuals with OTOF-mediated hearing loss, a form of sensorineural hearing loss caused by mutations in the OTOF gene.

The AK-OTOF IND clearance from FDA is an important step toward achieving our mission of making healthy hearing available to all, said Manny Simons, Ph.D., M.B.A., co-founder, president, and chief executive officer of Akouos. This first in human clinical trial for AK-OTOF is groundbreaking and highlights Akouoss leadership in the field -- we expect this to be the first clinical trial for a genetic inner ear condition, the first in which an AAV gene therapy is administered to the inner ear, and the first for any inner ear condition to begin in a pediatric population.

We are excited to advance AK-OTOF into clinical development. There is a significant unmet need in OTOF-mediated hearing loss, as individuals typically have Severe to Profound sensorineural hearing loss from birth, and there are currently no approved pharmacologic options, said Jen Wellman, chief operating officer of Akouos. This clinical trial is designed not only to evaluate the safety and potential benefit of AK-OTOF for individuals with OTOF-mediated hearing loss, but also to help us demonstrate the applicability of our novel delivery approach to a broad range of inner ear conditions. We look forward to sharing what we learn from this pioneering work.

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OTOF-mediated hearing loss is a form of sensorineural hearing loss caused by mutations in the otoferlin gene, which encodes otoferlin, a protein that enables the inner hair cells of the cochlea to release neurotransmitter vesicles in response to stimulation by sound to activate auditory neurons. Individuals with OTOF-mediated hearing loss have bilateral hearing loss that is typically Severe to Profound and congenital, exhibiting absent or highly abnormal auditory brainstem response (ABR) from birth. Approximately 20,000 individuals are affected in the United States and Europe. In April 2021, FDA granted both Orphan Drug Designation and Rare Pediatric Disease Designation for AK-OTOF.

AK-OTOF is a dual adeno-associated viral (AAV) vector-based gene therapy intended to treat patients with OTOF-mediated hearing loss by delivering transgenes encodingOTOFto the inner hair cells (IHCs) of the cochlea. A one-time, unilateral intracochlear administration of AK-OTOF is intended to result in the expression of normal full-length functional otoferlin protein in the IHCs, which has the potential to lead to recovery of auditory function.

The advancement of AK-OTOF into clinical development is supported by nonclinical data demonstrating administration of AK-OTOF in Otof knockout mice results in durable expression of human otoferlin protein sufficient for sustained restoration of auditory function, as assessed by translationally relevant ABR assessments. In both mice and non-human primates, AK-OTOF was systemically and locally well tolerated, and no adverse effects were observed in clinical pathology, otic pathology, systemic histopathology, or auditory or cochlear function.

The Phase 1/2 clinical trial is designed to evaluate the safety and tolerability of escalating doses of AK-OTOF administered unilaterally to trial participants with OTOF-mediated hearing loss; it is also designed to assess efficacy through clinical measures such as ABR, which is an objective, clinically accepted endpoint. Given both the early onset of serious manifestations, as well as the need for timely intervention due to anatomical considerations and developmental considerations, eligible participants for the clinical trial will be pediatric. Based on interactions with FDA during the 30-day IND review period, the Company expects the first two participants will be as young as seven years of age, and that subsequent participants will be as young as two years of age at the time of administration.

The Company plans to provide an update on clinical trial initiation activities for AK-OTOF later this year.

About AkouosAkouos is a precision genetic medicine company dedicated to developing gene therapies with the potential to restore, improve, and preserve high-acuity physiologic hearing for individuals living with disabling hearing loss worldwide. Leveraging its precision genetic medicine platform that incorporates a proprietary adeno-associated viral (AAV) vector library and a novel delivery approach, Akouos is focused on developing precision therapies for forms of sensorineural hearing loss. Headquartered in Boston, Akouos was founded in 2016 by leaders in the fields of neurotology, genetics, inner ear drug delivery, and AAV gene therapy.

Forward-Looking StatementsStatements in this press release about future expectations, plans and prospects, as well as any other statements regarding matters that are not historical facts, may constitute forward-looking statements within the meaning of The Private Securities Litigation Reform Act of 1995. These statements include, but are not limited to, statements relating to the initiation, plans, timing of our future clinical trials for AK-OTOF, and the potential benefit of AK-OTOF. The words anticipate, believe, contemplate, continue, could, estimate, expect, intend, might, may, plan, potential, predict, project, should, target, will, would, and similar expressions are intended to identify forward-looking statements, although not all forward-looking statements contain these identifying words. Actual results may differ materially from those indicated by such forward-looking statements as a result of various important factors, including: our limited operating history; uncertainties inherent in the development of product candidates, including the initiation and completion of nonclinical studies and clinical trials; whether results from nonclinical studies will be predictive of results or success of clinical trials; the timing of and our ability to submit applications for, and obtain and maintain regulatory approvals for, our product candidates; our expectations regarding our regulatory strategy; our ability to fund our operating expenses and capital expenditure requirements with our cash, cash equivalents, and marketable securities; the potential advantages of our product candidates; the rate and degree of market acceptance and clinical utility of our product candidates; our estimates regarding the potential addressable patient population for our product candidates; our commercialization, marketing, and manufacturing capabilities and strategy; our ability to obtain and maintain intellectual property protection for our product candidates; our ability to identify additional products, product candidates, or technologies with significant commercial potential that are consistent with our commercial objectives; the impact of government laws and regulations and any changes in such laws and regulations; risks related to competitive programs; the potential that our internal manufacturing capabilities and/or external manufacturing supply may experience delays; the impact of the COVID-19 pandemic on our business, results of operations, and financial condition; our ability to maintain and establish collaborations or obtain additional funding; and other factors discussed in the Risk Factors included in the Companys Quarterly Report on Form 10-Q for the quarter ended June 30, 2022, filed with the Securities and Exchange Commission on August 15, 2022, and in other filings that the Company makes with the Securities and Exchange Commission in the future. Any forward-looking statements contained in this press release speak only as of the date hereof, and the Company expressly disclaims any obligation to update any forward-looking statement, whether as a result of new information, future events or otherwise.

Contacts

Media:Katie Engleman, 1ABkatie@1abmedia.com

Investors:Courtney Turiano, Stern Investor RelationsCourtney.Turiano@sternir.com

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Solving medical mysteries with genetics: The Penn Neurogenetics Therapy Center | Penn Today – Penn Today

Posted: at 1:08 am

At 44, Janet Waterhouse should have been the picture of health; a former Division I soccer player, she taught yoga, enjoyed running, and didnt drink alcohol. Despite her healthy and active lifestyle, over a span of decades she experienced a number of unexplained symptoms.

Her symptoms continued to worsen into her 20s when she began to sporadically lose function of her hands and experience severe bouts of vertigo. Most doctors attributed her symptoms to stress and anxiety. During this time, Waterhouse was seeing a pain management specialist, who was concerned enough about her worsening symptoms to run a blood test, where he found irregularly shaped blood cells, called acanthocytes.

A series of serendipitous referrals led Waterhouse to Ali Hamedani, an assistant professor of neurology and ophthalmology in the Perelman School of Medicine. Based on her symptoms and exam, he suspected a genetic condition called chronic progressive external ophthalmoplegia (CPEO) and referred her to Laynie Dratch, a certified genetic counselor in the Penn Neurogenetics Therapy Center, for genetic testing.

In May of 2022, Dratch gave Waterhouse what she had been chasing for decades: a diagnosis. When the genetic counselor told me they found the genetic mutation they were looking for, I cried for a solid five minutes out of relief, Waterhouse says.

Waterhouses case of CPEO was found to be caused by a variation on her RRM2B gene, which affects the mitochondria in her cells. While the condition is very rare and can sometimes take years to locate and diagnose, Hamedanis hunch about the gene mutation led them right to it.

Because little is known about CPEO, treatment options are limited. Most people would be discouraged by the uncertainty, she says, but it thrills me to get to be the blueprint. I get to show people how to live with this.

Launched in March 2020, the Penn Neurogenetics Therapy Center has a team of clinicians, nurses, genetic counselors, and clinical research staff who are devoted to the care of patients with inherited neurological disorders and to participating in clinical trials of novel gene and molecular therapies.

The programs mission is twofold: first, they utilize the expertise of clinicians and researchers throughout the department of Neurology and across Penn Medicine to achieve a genetic diagnosis for as many patients like Waterhouse as possible, creating a database of eligible patients for new treatments and clinical trials. Second, they work to establish clinical trials using novel gene and molecular therapies for patients with genetically-based neurological disorders.

Our genetics counselors are some of the best in the country, and are incredibly effective at diagnosing patients and matching them with effective treatments and clinical trials, says Steven Scherer, a professor of neurology and director of the Neurogenetics Therapy Center. Now we can utilize this expertise to design tomorrows therapies.

Read more at Penn Medicine News.

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Pharmacogenetics Testing in Psychiatry/Depression Market Will Rise at a CAGR 9.5% by 2029 and is segmented by Test Type, Gene Type, Patient Type,…

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SEATTLE, Sept. 12, 2022 (GLOBE NEWSWIRE) -- Data Bridge Market Research Published Latest Global Pharmacogenetics Testing in Psychiatry/Depression Market Study by in-depth analysis of the current scenario, the Market size, demand, growth pattern, trends, and forecast. This Pharmacogenetics Testing in Psychiatry/Depression market report studies the market and the healthcare industry comprehensively by considering several aspects. The report helps in achieving sustainable growth in the market, by providing well-versed, specific, and most relevant product and market information. Inputs from various industry experts, essential for the detailed market analysis, have been employed very carefully to generate this finest market research report. The company profiles of all the top market players and brands are listed in the Pharmacogenetics Testing in Psychiatry/Depression report which puts light on their moves like product launches, product enhancements, joint ventures, mergers and acquisitions and their effect on sales, import, export, revenue and CAGR values.

Data Bridge Market Research analyzes that the global pharmacogenetics testing in psychiatry/depression market is expected to reach the value of USD 2,133.49 million by 2029, at a CAGR of 9.5% during the forecast period. Anxiety accounts for the largest type segment in the market due to the increasing depression rate among the global population. This market report also covers pricing analysis, patent analysis, and technological advancements in depth.

Access PDF Sample Report (Including Graphs, Charts & Figures) @ https://www.databridgemarketresearch.com/request-a-sample/?dbmr=global-pharmacogenetic-testing-in-psychiatry-depression-market

Market Insights:-

Pharmacogenetic testing helps medical professionals by providing information on how a person metabolizes a medication. This information can help doctors and others avoid prescribing antidepressants that could produce undesirable outcomes. Pharmacogenomics has shown promise for predicting antidepressant response and tolerability in major depressive disorder (MDD). Pharmacogenomics can improve clinical outcomes by guiding antidepressant selection and dosing. The growing biotechnology sector, and increasing health expenditure, have accelerated the demand for pharmacogenetic testing in psychiatry/depression.

The growing prevalence of cancer disease, novel technology in the treatment of depression and/or other psychiatric conditions are increasing the adoption of pharmacogenetics testing in psychiatry/depression devices and procedures, and the rising preference for non-surgical procedures are the major drivers which propelled the demand for the market in the forecast period. However, the high cost associated with the tests, stringent regulation, and lack of awareness may expect to hamper the pharmacogenetics testing in psychiatry/depression market growth in the forecast period.

Some of the major players operating in the global pharmacogenetics testing in psychiatry/depression market are

Recent Developments

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Opportunity

Advances in pharmacogenomics have introduced an increasing number of opportunities to bring personalized medicine into clinical practice for psychiatric disorders. Personalized medicine may be defined as a comprehensive, prospective approach to preventing, diagnosing, treating, and monitoring disease in ways that achieve optimal individual health care decisions. Over 100 medications now contain United States Food and Drug Administration (FDA) labelling related to potentially applicable pharmacogenomic biomarkers with technological advancements in healthcare. Also, new and advanced methods are being developed to promote pharmacogenetics testing in depression-like disorders. These tests use advanced genetic testing methods to give precise results to form a treatment regimen. The improvements in technology supporting tests improved accessibility of testing options, and the growing number of resources that help clinicians understand how to use this information when it is available are making this aspect of personalized or precision medicine a reality. Thus, providers need to become more aware of the scientific and clinical relevance of pharmacogenomic tests.

The tests also help to establish a meaningful relationship between a drug and the individual genetic makeup. This helps in deciding the drugs to be administered to the patient to treat major depressive disorders and other psychiatric conditions.

Market Dynamics:-

Drivers

Depression is a common illness worldwide, with an estimated 3.8% of the population affected, including 5.0% among adults and 5.7% among adults older than 60 years. Depression can become a serious health condition of mild to extreme severity, affecting the person to suffer greatly and can lead to suicide in the worst cases. Although over 45 antidepressants are available, suboptimal response poses a challenge and is considered a result of genetic variation, psychiatry/depression. Depending on the severity and pattern of depressive episodes over time, healthcare providers may offer psychological diagnosis such as behavioral activation, cognitive behavioral therapy, interpersonal psychotherapy, and/or antidepressant medication such as selective serotonin reuptake inhibitors (SSRIs) and tricyclic antidepressants (TCAs). Different drugs are used for this kind of mental disorder.

With the growth in the prevalence of depression, the demand for pharmacogenetics testing is also increasing as it studies the effect of genetic variants intending to furnish tailored diagnosis. The market is expected to grow in foresting period.

Pharmacogenetics test aids the medical professional in choosing the best medicine for the person because the test searches for the gene variant that may be responsible for influencing the effect of the drug.

Medicine is becoming personal, and patients gradually express interest in improved outcomes and less adverse effects with personalized medications. Personalized medicine has the potential to tailor the therapy with a high safety margin and the best response. This trend is largely driven by genome sequencing improvements.

The move toward personal healthcare means changes in the manufacturing of medicines. Manufacturers are moving from creating small molecules to the combination of small molecule and gene therapies. Sponsors focus on replacing inefficient large-scale batch production with investment in new technology and producing personalized drugs.

Critical Insights Related to the Pharmacogenetics Testing in Psychiatry/DepressionIncluded in the Report:

Restraint

Most clinicians still lack confidence in pharmacogenetic (PGx) testing and subsequent data interpretation, indicating insufficient knowledge in this field. It emphasizes the need to improve literacy among healthcare professionals regarding expertise in and understanding of pharmacogenetic (PGx) testing.

Lack of practitioners awareness about the possibilities of pharmacogenetics and poor or insufficient explanation of the test results also reduce personalization technologies for patients. In addition to developing thematic training courses at medical universities, including the educational cycles in continuing professional education systems, and free placement of information for practicing doctors are required: academic internet portals, webinars, etc. A clinical pharmacologist plays a crucial role in the implementation of pharmacogenetic testing.

The competence of a clinical pharmacologist in the field of pharmacogenetics is critical: he or she is the one who organizes the application of genotyping in clinical practice, interprets tests, and informs doctors about the possibilities of pharmacogenetics for patients with specific nosologies, that is, acts as the main link between the scientific world, the healthcare system and practicing physicians in the process of introducing pharmacogenetics.

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Challenge

The concerns regarding the efficacy and safety of products have caused most governments to develop regulatory agencies and policies to look after the development of new medical products or tests. The use of these medical products can be done after passing stringent regulatory standards, which ensure the product is safe, well studied, and has no adverse reactions.

The recent guidelines and the amendment have adequate guidance for manufacturers. International regulations such as food, drug, and administration play a major role in the new launch of medical products or tests into the market. Thus, it can be a major restraint for the market. Therefore, strict government regulation on new products and instrument approval will likely impact the market.

Segmentation: Pharmacogenetics Testing in Psychiatry/Depression Market

Global pharmacogenetics testing in psychiatry/depression market is segmented into type, test type, gene type, patient type, product, end user, and distribution channel. The growth among segments helps you analyze niche pockets of growth and strategies to approach the market and determine your core application areas and the difference in your target markets.

By Type

By Test Type

By Gene Type

By Patient Type

By Product

By End User

By Distribution Channel

To Check the Complete Table Of Content Click Here @ https://www.databridgemarketresearch.com/toc/?dbmr=global-pharmacogenetic-testing-in-psychiatry-depression-market

Global Pharmacogenetics Testing in Psychiatry/Depression Market Regional Analysis/Insights

The pharmacogenetics testing in psychiatry/depression market is analyzed, and market size information is provided by the type, test type, gene type, patient type, product, end user, and distribution channel.

The countries covered in pharmacogenetics testing in psychiatry/depression market report are U.S., Canada, Mexico, Germany, France, U.K., Italy, Spain, Russia, Turkey, Netherlands, Switzerland, Hungary, Austria, Lithuania, Ireland, Norway, Poland, and the rest of Europe, China, Japan, India, South Korea, Singapore, Thailand, Malaysia, Australia, Vietnam, Philippines, Indonesia and rest of Asia-Pacific, UAE, Israel, South Africa, Egypt, Kuwait and rest of the Middle East and Africa, Brazil, Argentina, Peru and, rest of South America.

In 2022, North America is dominating due to the presence of key market players in the largest consumer market with high GDP. The U.S is expected to grow due to the rise in technological advancement in pharmacogenetics testing.

North America is dominating the market. The increasing investment in R&D and increasing adoption of pharmacogenetics testing as an option for formulating treatment regimens is expected to boost the market growth. The U.S. dominates the North American region due to the strong presence of advanced technology providers such as Eurofins Scientific, Illumina, Inc., and others. The U.K. dominates Europe due to the increasing demand from emerging markets and the expansion of pharmaceutical industries. China dominates the Asia-Pacific region due to increased healthcare expenditure.

Explore DBMR Comprehensive Coverage on Healthcare Domain:

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Pharmacogenetics Testing in Psychiatry/Depression Market Will Rise at a CAGR 9.5% by 2029 and is segmented by Test Type, Gene Type, Patient Type,...

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Scientists have created a mathematical model for the dynamics of nanoparticles and viruses in cells – EurekAlert

Posted: at 1:08 am

image:The research is led by professor UrFU Dmitri Alexandrov. view more

Credit: UrFU

Physicists and mathematicians from the Ural Federal University (UrFU) have created a complex mathematical model that calculates the distribution of nanoparticles (in particular, viruses) in living cells. The mathematical model helps finding how the nanoparticles cluster (merge into a single particle) inside cells, namely in cellular endosomes, which are responsible for sorting and transporting proteins and lipids. These calculations will be useful for medical purposes because, on the one hand, they show the behaviour of viruses when they enter cells and seek to replicate. And on the other hand, the model allows to accurately calculate the amount of medication needed for therapy, so that the treatment is as effective as possible and with minimal side effects. The model description and the results of calculations, the scientists publishedin the journal Crystals.

The processes in cells are extremely complex, but in simple words, the viruses use different variants to reproduce. Some of them deliver the genetic material directly to the cytoplasm. Others use the endocytosis pathway: they deliver the viral genome by releasing it from the endosomes. If viruses linger in the endosomes, the acidity increases and they die in the lysosomes, says Dmitri Alexandrov, Head of the Laboratory of Multiscale Mathematical Modeling at UrFU. So, our model has allowed to find out, first, when and which viruses "escape" from endosomes in order to survive. For example, some influenza viruses are low pH-dependent viruses; they fuse with the endosome membrane and release their genome into the cytoplasm. Secondly, we found that it is easier for viruses to survive in endosomes during clustering, when two particles merge and tend to form a single particle.

As the scientists explain, the mathematical model will also be useful in tumor targeting therapy: many cancer therapies depend on when and how nanoparticles of a drug saturate cancer cells. And the model will help to calculate this parameter.

In addition, understanding the behavior of viruses in cells is important for the development of vaccines and drugs, as well as for gene therapy, which treats diseases that conventional medicine cannot cope with. For example, various adenovirus-based vectors and lipid particles are used as a platform for gene delivery to treat the disease. But their limited ability to "slip out" of the endosomes also limits their use as deliverers.

Nanoparticles smaller than 100 nanometers are becoming increasingly important tools in the modern medicine. Its applications range from nanodiagnostics to radiation therapy for cancer. For example, pH-sensitive nanoparticles mimicking viruses are used for targeted delivery of antitumor drugs. This is how drugs are delivered from whole organs to individual cells, says Head of the Laboratory of Stochastic Transport of Nanoparticles in Living Systems (UrFU) Eugenya Makoveeva.

Reference

Endosome is a membrane intracellular organelle. It is responsible for sorting and transporting proteins and lipids; occur during the fusion and development of endocytic vesicles. In the process of maturation, the endosome goes through several stages, as a result of which it turns into a lysosome. Mature endosomes reach sizes of 300-400 nanometers.

Analysis of Smoluchowskis Coagulation Equation with Injection

17-Aug-2022

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Fierce Biotech Names ReCode Therapeutics as One of its Fierce 15 Biotech Companies of 2022 – Business Wire

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MENLO PARK, Calif. & DALLAS--(BUSINESS WIRE)--ReCode Therapeutics, a genetic medicines company using superior delivery to power the next wave of mRNA and gene correction therapeutics, announced today that Fierce Biotech has named it as one of 2022s Fierce 15 biotechnology companies, designating it as one of the most promising early-stage biotechnology companies in the industry.

In recent years, weve seen major advances in mRNA and gene correction therapeutics. However, their utility has been limited by current delivery systems. Thanks to the pioneering science behind ReCodes novel selective organ targeting (SORT) lipid nanoparticle (LNP) technology, we are poised to transform the paradigm for genetic medicines with the ability to precisely target and deliver any form or combination of genetic cargo to specific organs and cells, beyond the liver, said Shehnaaz Suliman, M.D., MBA, M.Phil., chief executive officer and board member, ReCode Therapeutics. It is an honor to be recognized among this distinguished group of Fierce 15 industry innovators.

ReCode is differentiated by its first-in-class modular genetic medicines delivery platform. The companys selective organ targeting (SORT) lipid nanoparticle technology (LNP) platform is the foundation for its pipeline. Pioneered by co-founder Professor Daniel J. Siegwart, Ph.D., of the University of Texas, and described by Nature as one of the Seven Technologies to Watch in 2022, ReCodes SORT LNP platform is an innovation beyond the lipid delivery system used by the mRNA COVID vaccines and novel RNA and gene correction therapeutics.

LNPs are used to package and deliver genetic cargo such as mRNA. When delivered into the blood, first-generation LNPs are primarily taken up by the liver, which limits their utility for broad therapeutic applications. ReCodes SORT LNPs are engineered with a biochemically distinct fifth lipid to help the body sort and direct the LNPs to other targeted organs such as the lung and spleen, with the ability to bypass the liver, if desired.

Beyond its highly selective targeting capability, ReCodes SORT LNP platform is further distinguished by its versatility in both mode of administration (including IV, inhaled, subcutaneous, intramuscular and intrathecal), and the diversity of genetic cargo that can be delivered (including mRNA, siRNA, DNA, gene correction components and mixed cargoes). Together, these qualities offer vast opportunities to address a wide range of unmet medical needs through a precision medicine approach that delivers the right medicine to the right organs and cells using the optimal mode of administration.

In June, ReCode announced the close of a Series B extension financing round which infused a total investment of $200M to fund the diversification of ReCodes pipeline into central nervous system, liver, and oncology indications, while continuing to advance ReCodes lead mRNA programs for primary ciliary dyskinesia and cystic fibrosis into the clinic.

The Fierce 15 celebrates the spirit of being fierce championing innovation and creativity, even in the face of intense competition. This is Fierce Biotechs 20th annual Fierce 15 selection. An internationally recognized daily report reaching a network of over 450,000 biotech and pharma industry professionals, Fierce Biotech provides subscribers with an authoritative analysis of the day's top stories. Every year Fierce Biotech evaluates hundreds of early-stage companies from around the world for its annual Fierce 15 list, which is based on a variety of factors such as the strength of its technology, partnerships, venture backers and a competitive market position.

About Fierce Biotech

Fierce Biotech is the biotech industry's daily monitor, an email newsletter and web resource providing the latest biotech news, articles, and resources related to clinical trials, drug discovery, FDA approval, FDA regulation, patent news, pharma news, biotech company news and more. More than 450,000 top biotech professionals rely on Fierce Biotech for an insider briefing on the day's top stories. Signup is free at http://www.fiercebiotech.com/signup.

About ReCode Therapeutics

ReCode Therapeutics is a genetic medicines company using superior delivery to power the next wave of mRNA and gene correction therapeutics. ReCodes selective organ targeting (SORT) lipid nanoparticle (LNP) platform is a next-generation, genetic medicines technology that enables precise delivery to target organs and cells beyond the liver. The SORT LNP platform is the foundation for ReCodes pipeline of disease-modifying mRNA and gene correction therapeutics. ReCodes lead programs are focused on primary ciliary dyskinesia and cystic fibrosis. ReCode is leveraging its SORT LNP platform and nucleic acid technologies to expand its pipeline with therapeutics that use mRNA-mediated replacement and gene correction in target organs with precision targeting of disease-relevant cells. For more information, visit http://www.recodetx.com and follow us on Twitter @ReCodeTx and on LinkedIn.

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Foundation Medicine, Relay Therapeutics to Develop FoundationOne CDx for FGFR2 Inhibitor – GenomeWeb

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NEW YORK Roche's Foundation Medicine announced on Monday that it will collaborate with Relay Therapeutics to develop FoundationOne CDx as a companion diagnostic for Relay's RLY-4008, an investigational FGFR2 inhibitor.

The drug is currently being evaluated for use in patients with FGFR2-mutated cholangiocarcinoma, or bile duct cancer, and other solid tumors, the companies said in a statement. If the therapy and FoundationOne CDx as a companion diagnostic are approved, the test would be used to identify patients with FGFR2 fusions and select rearrangements in cholangiocarcinoma who may be appropriate for treatment with the drug.

FGFR2 is a receptor tyrosine kinase that is often altered in certain cancers, and RLY-4008 is currently being evaluated in a clinical trial in patients with advanced or metastatic FGFR2-altered solid tumors, the companies said.

"FGFR2-mutated cholangiocarcinoma is an aggressive condition that's generally diagnosed in advanced stages when prognosis is poor and treatment options are limited," Don Bergstrom, president of R&D at Relay Therapeutics, said in a statement. "We're proud to partner with the leader in companion diagnostic approvals as we work to advance this potentially life-changing therapy and create access to it once approved."

Next-generation sequencing-based FoundationOne CDx is used as a companion diagnostic for a variety of drugs and detects substitutions, insertion and deletion alterations, and copy number alterations in 324 genes and select gene rearrangements, along with genomic signatures such as microsatellite instability and tumor mutational burden using DNA isolated from formalin-fixed, paraffin-embedded tumor tissue specimens.

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Downstream Processing in the Age of Precision Medicine: Trends and Challenges – Technology Networks

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Drug development and manufacturing have undergone a seismic shift in the last two decades,1from blockbuster small molecules to highly personalized biologics2and cell and gene therapies. Because these therapies are designed for specific populations, they dont require the kinds of large-scale manufacturing operations that many companies and contract development and manufacturing organizations (CDMOs) have optimized.

While the drugs may offer significant value for patients, smaller batch medicines may not be financially feasible for a larger company to manufacture especially if they have a broader pipeline. Companies are now working to address this disconnect, optimizing their processes for smaller batch biologics.

This article discusses one of the key areas where innovation is needed: downstream processing. Surveys show downstream processing remains a serious bottleneck one that significantly impacts overall production.3Surging demand for treatments and vaccines fueled by the COVID-19 pandemic has only exacerbated these bottlenecks.4,5Many have been exploring alternative processes and products, such as new chromatography columns that better reflect modern manufacturing needs. Biopharmaceutical leaders urgently need these kinds of solutions to improve the productivity, efficiency and flexibility of downstream processing.

As the name suggests, precision medicine is about targeting medical care to each person to improve outcomes and reduce side effects. This field has advanced rapidly over the last two decades, with highly selective biologics and new modalities including bispecifics, trispecifics, antibody-drug conjugates (ADCs), cytokines, and bespoke cell and gene therapies (CGT). Each of these modalities introduces new manufacturing challenges, many related to the potency of the drugs.

ADCs are a validated modality and one that oncology players are increasingly recognizing as important to their discovery and development efforts. We are truly in an ADC renaissance with 11 approved ADCs and more than 100 in development, said Engin Ayturk, PhD, senior director for process engineering and bioconjugation for Mersana Therapeutics. Mersana Therapeutics is advancing a pipeline of novel ADCs, including its lead candidate UpRi (upifitamab rilsodotin), which is being studied in ovarian cancer.

Medicines with greater potency generate increasingly complex regulatory requirements. As a result, the processing of these high-potency molecules including ADCs requires specialized equipment and expertise. Developers must find manufacturing partners that can safely handle high-potency molecules while meeting regulatory requirements.

Technologies such as next-generation sequencing (NGS) provide key insights into the drivers of disease,6,7and how individuals respond to medications. Over the last two decades, this information has helped usher in a new era in precision medicine, targeting unique mutations in cancer or specific pathways in rare or autoimmune diseases (Figure 1). Since these are medications that treat diseases in a target population, these orphan drugs tend to be produced in small batches.

Figure 1: Count of FDA orphan drug/precision medicine designations and approvals by year (1983-2019).8

The rise in disposable single-use technologies has also impacted downstream manufacturing processes and efficiencies. Single-use reactors, membranes and chromatography systems cut down on laborious cleaning processes, giving companies and CDMOs greater flexibility to handle a variety of projects. For smaller-scale manufacturing, they can more readily change out the single-use products and switch to a new therapy. This changeover capability reduces cross-contamination,9provides better bioburden control and ensures companies manufacture high-purity products. Overall, single-use technologies decrease the time and resources spent on clean-up and set-up between different drugs, improving operational efficiency.

You can no longer build a facility that handles just one drug. Your facility must be able to handle more than one drug efficiently, and more and more, were seeing single-use technologies enable that, explained Kasper Mller, PhD, chief technology officer of AGC Biologics. AGC Biologics is a global CDMO offering microbial and mammalian capabilities as well as CGT, fulfilling early-phase through late-phase projects at both small and large scales.

Mller further stated, Disposable single-use technology is rapidly fueling the innovations we see in manufacturing today. As an example, in upstream processing, we developed and implemented the 6-PackTM scale-out concept, which allows us to inoculate and harvest several main bioreactors from one seed train to establish flexible process scaling.

He says this capability is important because manufacturing volume after launch is uncertain for some molecules, even if clinical trial and launch manufacturing is built at a standard 2000L scale. The 6-PackTM scale-out technology allows manufacturers to adjust scale very quickly after launch.

The biopharma experts we interviewed agreed that disposables are now used in every step of the manufacturing process, from buffer preparation, buffer storage and eluate collection all the way to the medication dispensing and weighing rooms. However, some technologies, such as single-use chromatography columns and membranes, have yet to see widespread adoption despite eliminating time consuming packing of columns, qualification, storage and re-validation of oversized columns, and increased throughput. These are expected to become more common in the near future.

A while ago, it became clear that membranes are a great alternative to columns and were becoming more widely used. Weve especially seen great success with flowthrough membranes, Mller explained. Overall, I think were approaching a future in manufacturing where we implement fully disposable processes including all the chromatography steps that support the flexibility that is needed in rare disease and small volume manufacturing.

While not unique to the biopharma industry, the gradual shift from traditional batch processing to continuous processing has also impacted therapeutic manufacturing. Instead of starting and stopping each batch, continuous processing operates as a non-stop cycle. This approach can reduce the cost of manufacturing precision medicines without requiring an increase in scale.10,11

In continuous bioprocessing, continuous chromatography processes are crucial for achieving high purity products. A continuous chromatography process uses several chromatography columns in a concurrent manner: as loading is carried out in the first column, all the other steps washing, elution, regeneration and re-equilibration are carried out in the other columns.12A study that performed a cost analysis of traditional batch processing versus continuous processing for 200 kg of monoclonal antibody (mAb) production found that the latter reduced downstream processing cost of goods by approximately $9/kg.13,14

For smaller biopharmaceutical companies working to produce high-value precision medicines, the new wave of approvals is both exciting and overwhelming. One of those challenges is finding the right facility to handle the manufacturing of each medication.

Facility fit is a big challenge and forward thinking is essential, said Ayturk. Most manufacturing partners are optimized for standard or generic processes that are significantly larger in capacity. There are gaps in finding partners that offer variety in scales of operation and, provide services for drugs that require high-potent handling and/or integrated processes, analytical development and release activities. Finding a manufacturing partner that can handle IND-enabling activities and production needs against aggressive timelines can be challenging.

The COVID-19 pandemic has put pressure on supply chains15and staffing, with many CDMOs and CMOs solidly booked for a year or more. Smaller biotech and biopharma companies without manufacturing abilities that depend on CDMOs can end up deprioritized or paying a premium as they compete for manufacturing capacity alongside larger-scale drugs.

As one engineer at an emerging cancer immunotherapy company puts it: If you have a GMP run that needs to be completed in seven months, but the lead time on the resins and products you need is two years, that is a challenge.

The new wave in precision medicine manufacturing coupled with the COVID-19 pandemic is driving a shortage in new resins and buffers needed for downstream processing. Some market players are quoting lead times of several months to over a year.

To help mitigate these risks, many groups are proactively identifying a second supplier for crucial goods. For example, manufacturers that require a specific resin for removal of a known impurity should find backup products that have a similar resin or membrane. This extra layer of security can help companies meet the deadlines required for clinical trials or for patients who need those therapies the most.

Other backup plans can prove more laborious. In some cases, when weve realized that our columns dedicated to at-scale GMP clinical resupply batches were not going to be delivered on time, weve had to revisit conventional ways of doing work and rebuilt the bridges between single-use and re-use manufacturing approaches, said Ayturk. Weve re-established cycling and resin life-time studies and re-introduced cleaning and storage regimens into our processes to ensure uninterrupted supply to clinic because patients waiting.

The goal for both biopharma companies and CDMOs is to be efficient with drug production in order to ensure their medications reach the populations that need them the most. However, as noted above, this goal can be disrupted by supply chain shortages and a lack of available manufacturing capacity.

Drug developers beginning their manufacturing journey or looking to adapt can learn from these disruptions and plan accordingly. One important step in this direction is evaluating alternative technologies for cleaning up impurities.

Historically, the biopharmaceutical industry has been slow to adopt new technologies for good reason. Regulatory agencies and other stakeholders value proven products and consistency. However, at a certain point, the latest technology must become the status quo to keep up with the evolution in drug modalities and manufacturing processes.

CDMOs sometimes struggle to convince clients that these new technologies will work for their products. Naturally, nobody wants to be the first when it comes to implementing new technology. They want to know how many approved INDs have used that technology, explained Mller. However, we have also seen more development and a strong push for implementing new technology and innovation by the FDA over the last ten years. And so clients do expect that new technologies may be incorporated into their workflows. We routinely make agreements with clients to implement specific technology that solves a unique problem for their product.

There are now both technical and supply chain motivations for adopting new chromatography technologies. As one bioprocessing engineer shared, This is what intrigued us about GOREs membrane technologythe need to have backup or replacement resins that offer speed, efficiency, and long-term cost savings. Ultimately, it is about being able to get the medicines onto the market in order to save lives. GORE had excellent lead times.

GORE Protein Capture Devices with Immobilized Protein A are intended for the affinity purification of precision medicines containing an Fc region in process development to initial GMP clinical applications. The Protein Capture Devices leverage a unique expanded polytetrafluoroethylene (ePTFE) membrane solution that helps to bridge the gap that has long existed between innovations in upstream and downstream processing.

Pre-packed GORE Protein Capture Devices significantly boost productivity with high binding capacity and fast flow rate, enabling a faster path to clinical trials.

As biopharma manufacturers continue to seek alternate solutions in streamlining downstream processes and embrace those with the most viability and efficiency, bottlenecks will be reduced, and productivity will increase. This will have a positive impact as manufacturers shift their focus to precision medicine innovations where ultimately, patients will have access to wider range of therapeutics for a various disease conditions.

References

1. Congressional Budget Office. Research and development in the pharmaceutical industry. Published August 4, 2021. Accessed March 25, 2022. https://www.cbo.gov/publication/57126.

2. Yamamoto Y, Kanayama N, Nakayama Y, Matsushima N. Current status, issues and future prospects of personalized medicine for each disease.J Pers Med. 2022;12(3):444. doi: 10.3390/jpm12030444

3. Bioplan Associates. 13th annual report and survey of biopharmaceutical manufacturing capacity and production. 2016. http://bioplanassociates.com/wp-content/uploads/2016/07/13th-Annual-Biomfg-Report_BioPlan-TABLE-OF-CONTENTS.pdf

4. Challener C. Maximum output starts with optimized upstream processing. BioPharm International. 2021;34(4):10-17. Published April 2, 2021. Accessed August 23, 2022. https://www.biopharminternational.com/view/maximum-output-starts-with-optimized-upstream-processing

5. Barone P, Keumurian F, Wiebe M, et al. The impact of SARS-CoV-2 on biomanufacturing operations. BioPharm International. 2020;33(8):34-38. Accessed February 7, 2022. https://www.biopharminternational.com/view/the-impact-of-sars-cov-2-on-biomanufacturing-operations

6. Gu W, Miller S, Chiu CY. Clinical metagenomic next-generation sequencing for pathogen detection. Annu Rev Pathol Mech Dis. 2019;14(1):319-338. doi: 10.1146/annurev-pathmechdis-012418-012751

7. Adams DR, Eng CM. Next-generation sequencing to diagnose suspected genetic disorders. N Engl J Med. 2018;379(14):1353-1362. doi: 10.1056/NEJMra1711801

8. Miller KL, Fermaglich LJ, Maynard J. Using four decades of FDA orphan drug designations to describe trends in rare disease drug development: substantial growth seen in development of drugs for rare oncologic, neurologic, and pediatric-onset diseases. Orphanet J Rare Dis. 2021;16(1):265. doi: 10.1186/s13023-021-01901-6

9. Sandle T, Saghee MR. Some considerations for the implementation of disposable technology and single-use systems in biopharmaceuticals. J Commer Biotechnol. 2011;17(4):319-329. doi: 10.1057/jcb.2011.21

10. Macdonald GJ. Disrupting downstream bottlenecks. GEN - Genetic Engineering and Biotechnology News. Published June 14, 2018. Accessed February 4, 2022. https://www.genengnews.com/magazine/320/disrupting-downstream-bottlenecks/

11. Tripathi NK, Shrivastava A. Recent developments in bioprocessing of recombinant proteins: expression hosts and process development. Front Bioeng Biotechnol. 2019;7:420. doi: 10.3389/fbioe.2019.00420

12. De Luca C, Felletti S, Lievore G, et al. Modern trends in downstream processing of biotherapeutics through continuous chromatography: The potential of Multicolumn Countercurrent Solvent Gradient Purification. Trends Analyt Chem. 2020;132:116051. doi: 10.1016/j.trac.2020.116051

13. Klutz S, Holtmann L, Lobedann M, Schembecker G. Cost evaluation of antibody production processes in different operation modes. Chem Eng Sci. 2016;141:63-74. doi: 10.1016/j.ces.2015.10.029

14. Somasundaram B, Pleitt K, Shave E, Baker K, Lua LHL. Progression of continuous downstream processing of monoclonal antibodies: Current trends and challenges. Biotechnol Bioeng. 2018;115(12):2893-2907. doi: 10.1002/bit.26812

15. Singh A, et al. Decision-Making Models for Healthcare Supply Chain Disruptions: Review and Insights for Post-Pandemic Era. JGBC. 2022. Singh A, Parida R. Decision-making models for healthcare supply chain disruptions: review and insights for post-pandemic era. JGBC. 2022. doi: 10.1007/s42943-021-00045-5

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BU receives NIH award to increase diversity of STEM and biomedical science workforce – EurekAlert

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(Boston)Boston University CityLab, a biotechnology learning laboratory for middle and high school teachers and their students, has received a five-year, $1.3 million Science Education Partnership Award (SEPA) grant from the National Institute of General Medical Sciences of the National Institutes of Health (NIH). This grant will allow CityLab to develop, implement and evaluate a new curriculum for high school students that explores genome editing and builds awareness about the importance of diversity, equity, inclusion and social justice in STEM and the biomedical sciences. The grant to Boston University CityLab is the only new SEPA award made to a Massachusetts institution in 2022.

CityLab, a partnership between Boston Universitys School of Medicine and Wheelock College of Education & Human Development, was first funded by the NIH SEPA program in 1991 at the inception of the program and is one of just a few programs that have been continuously operating since that time. The new grant project, "Mystery of the Crooked Cell 2.0: CityLabs Next Generation Socioscientific Approach to Gene Editing," addresses the imperative that NIH's pre-college activities focus on biomedical workforce preparedness, especially for underrepresented minorities (URM).

This project will expand CityLabs Mystery of the Crooked Cell hands-on, inquiry-based curriculum supplement that focuses on the molecular basis of sickle cell disease by incorporating state-of-the-art gene editing content that is immersed with socioscientific reasoning (SSR). This project will reach close to 600 local URM students and, through planned web-based dissemination of the finished curriculum, will reach thousands of students, explained principal investigator Carl Franzblau, PhD, professor of biochemistry at Boston University School of Medicine and the founder of CityLab.

According to principal investigator Donald DeRosa, EdD, clinical associate professor and science education program director at Boston University Wheelock College of Education & Human Development, an SSR approach places science content in a meaningful social context and motivates students to take ownership of their learning. SSR skills include realizing the complexity of the content and context of an issue, analyzing an issue from multiple perspectives, seeking out sources of bias in data and considering how and whether scientific investigations can advance understanding of an issue.

Genome editing is becoming part of the physicians toolkit, so teaching young people about this important and rapidly advancing field will prepare them to be informed patients and, we hope, will position them to enter careers in the biomedical sciences or health professions, highlighted principal investigator Carla Romney, ScD, director of research for CityLab.

Disclaimer: AAAS and EurekAlert! are not responsible for the accuracy of news releases posted to EurekAlert! by contributing institutions or for the use of any information through the EurekAlert system.

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Leveraging Best-of-Breed Algorithms for Accuracy in Precision Medicine – BioSpace

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There is no one-size-fits-all algorithm for AI that enables drug developers to apply it and quickly identify whatever features they seek. Finding an answer to this dilemma has great implications for the field of precision medicine.

Currently, researchers are selecting best-of-breed algorithms in a modular approach to build customized analytics engines that answer specific questions in a way that is both unbiased and reproducible.

We still dont have a gold standard in terms of implementing and applying reproducible AI/ML approaches, said Zeeshan Ahmed, Ph.D., assistant professor of medicine at Robert Wood Johnson Medical School, Rutgers Biomedical and Health Sciences, in an interview with BioSpace.

As yet, there has been very little effort to organize and understand the many computing approaches in this field.

Key AI/ML Objectives for Precision Medicine

A review published in Briefings in Bioinformatics is among the first. Ahmed and colleagues examined five years of literature in whole-genome or whole exome sequencing to identify 32 of the most frequently used AI/ML algorithms and approaches used to deliver precision medicine insights.

The team compared scientific objectives, methodologies, data sources, ethics and gaps for each of those approaches.

For AI/ML to be more useful for drug developers, several things are required. Chief among them, Ahmed said, are:

During cases, when data is of high volume, it is important to ensure the right balance between training and actual datasets to avoid overfitting, Ahmed noted.

For AI/ML to be most useful, the data should be standardized to enable more accurate searches. Ensuring the data uses the same terms to refer to the same elements helps ensure that all the relevant information can be identified and analyzed.

There should be a method to correct errors in the data, too. Data that is entered by hand, for instance, may well have inaccuracies. The study data also should span multiple diseases and distinct populations to reflect the broad way in which diseases, conditions and symptoms present.

The Role of AI/ML in COVID-19 Drug Repurposing

Recent research in Biomedicine & Pharmacotherapy, conducted by Kyung Hyun Choi from the Jeju National University in Korea and colleagues noted the value of ML and deep learning in drug repurposing for COVID-19 therapeutics. Those methods helped them distinguish between drug targets and gene products that affect target activity.

Each type of analysis had its own group of algorithms, Choi explained in the paper. Types of analyses used for machine learning included k-nearest neighbors (a non-supervised learning method), random forest and support vector machine, among others.

Deep learning techniques included artificial neural networks, convolutional neural networks and long short-term memory. AI algorithms were used for link prediction, node prediction or graph prediction and other tasks.

In applying AI/ML to research, Choi and colleagues wrote, The limitationsinclude the inconsistencyin biological networks, as well as challenges associated with various networks that can lead to bias in the outcome. To overcome those issues, he recommended using heterogeneous data from multiple sources to enhance the reliability of analyses.

Another study published in Current Drug Targets last year reviews ML tools used to identify biologically active compounds from among millions of candidates.

It found, among other things, that the support vector machine (SVM) algorithm was more effective than others in indicating the classification model best used for human intestinal absorption predictions. However, the quantitative structure-activity relationship (QSAR) model predicted flavonoid inhibitory effects in specific indications. Clearly, the choice of algorithm matters.

Decoding the Black Box

Until a few years ago, AI often was considered a black box that ingested data and expelled findings without providing researchers with the details needed to understand how those results were derived.

Youre learning how thousands of inputs connect to hundreds or thousands of outputs, David Longo, co-founder and CEO of Ordaos, told BioSpace. Machine learning algorithms learn the intrinsic relationships between for example amino acids and motifs and domainsin a nonlinear, complex way, so theres still a kind of black box element to AL/ML, depending on how you construct it.

Generally, modern AI/ML algorithms allow some degree of insight into how individual algorithms reach their conclusions.

For example, Ordaos, which develops mini-proteins, provides a trace-back of every single amino acid that was changed and how that affected the properties that come out of that protein, Longo said. For researchers, thats a huge benefit.

Innovation in the field of AI/ML today is not necessarily around creating new individual components, but putting them together in interesting ways, Longo continued.

He cited Ordaos multitask learning model as an example.

Traditionally, ML models were developed by training the algorithm in a specific area a structure predictor would just train on structures and, with a few more steps, create a model. Using that model for another, slightly different purpose, required retraining. Ordaos model, in contrast, learns from multiple tasks simultaneously, somewhat countering Ahmeds view of algorithm specificity.

Selecting the Right Algorithms

AI/ML analytic approaches have the potential to help develop enhanced, systems-level understanding of disease mechanisms and treatment impacts, and can replace the homogeneity of existing genetic and statistical approaches with heterogeneity. Realizing that value, however, requires selecting the right algorithms for the job.

It is important to measure and avoid algorithmic bias, Ahmed said. Classifying tasks based on available predictor variables is a key step to correctly address the problem of choosing a suitable AI/ML algorithm.

In my lab, Ahmed said, We practice AI/ML-driven personalized medicine. We are generating AI/ML-ready datasets based on clinical and multi-omics/genomics profiles and are developing automated pipelines to analyze and perform predictive analysis.

Furthermore, we are addressing ethical issues, which involve protecting health information associated with multi-omics/genomic datasets, he continued.

The analytics trend is shifting from generating big data to analyzing and interpreting that data and using it predictively. For those predictions to be accurate, the underlying assumptions also must be accurate, and that requires selecting the right algorithms for the questions.

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