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Record W2030454755 · doi:10.1007/s12325-014-0105-0

A Vision for Drug Discovery and Development: Novel Targets and Multilateral Partnerships

2014· letter· en· W2030454755 on OpenAlexaff
Roger S. McIntyre

Bibliographic record

VenueAdvances in Therapy · 2014
Typeletter
Languageen
FieldMedicine
TopicTreatment of Major Depression
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsMedicinePsychiatryAntidepressantAnxietyPsychotropic AgentTolerabilityPsychotropic drugTetrabenazineMoodDrugPharmacologyAdverse effect

Abstract

fetched live from OpenAlex

Dear Colleague, Paradigm strain exists in psychiatric pharmacology. The prevailing monoamine-based psychotropic agents have in some circumstances saved lives, robustly benefitted patient reported outcomes (e.g., quality of life measures, functionality), and have facilitated reintegration and recovery. Unfortunately, these foregoing desirable outcomes are an uncommon occurrence for most individuals who receive existing treatments. For the common and severe brain disorders (e.g., mood, anxiety, and psychotic disorders), the insufficiency of extant treatments has provided the impetus to evaluate the role of other targets/systems. Moreover, there is consensus that available psychotropic agents are not “disease-modifing” and are rather symptom suppressing an/or providing only for temporary adaptation. The paradigm strain of the monoamine hypotheses has resulted in a large number of antidepressants and antipsychotics that are not genuinely novel when compared to some of the erstwhile psychotropics (e.g., tricyclic antidepressants). It is however, incorrect to conclude that all antidepressants and antipsychotics are identical (they clearly are not), as evidenced by their tolerability, efficacy, and pharmacological profile. The business model in CNS therapeutics has fostered a level of complacency in drug discovery wherein, until recently, the return on investment has justified a maintenance of status quo. The genericization of most psychotropic medicine, the “patent cliff” experienced by many blockbuster psychiatric medicines, and the lack of reimbursement by public/private payers has contributed to a lack of enthusiasm for drug development for psychiatric disorders. This foregoing confluence of factors could, however, provide the impetus for a different approach to drug discovery and development. Going forward, psychiatry, and its granting agencies, could do a much better job at instantiating viable clinical targets for psychiatric syndromes. Moreover, multilateral partnerships in other therapeutic areas (e.g., HIV-AIDS) have resulted in not only genuinely novel and revolutionary treatments, but treatments that are delivered in short time to the principal stakeholder, i.e., the patient. During the next 1–2 years, psychiatry will continue to identify agents that are refinement and evolution of existing agents. In some cases, these agents may represent structural optimization from an existing progenitor molecule already in the clinical ecosystem. Contemporaneous with these foregoing developments are identification of agents with novel targets (e.g., intranasal ketamine, agents that target cellular bioenergetics/inflammation). Moreover exploring the pluripotentiality of stem cells seems an exciting opportunity. Targeting many of the foregoing molecular systems is conveniently possible by repurposing some of the over 20,000 medicinal agents that are available globally. Examples of this have been observed in other therapeutic areas (e.g., the use of agents primarily intended for oncology to treat macular degeneration). Where does that leave us? During the next 1–2 years, we will see new agents that have unique effects on monoaminergic systems (e.g., vortioxetine, levomilnacipran). The pursuit of mechanistically novel agents will be fuelled by scientific, clinical, economic, and health systems factors. It certainly has been identified that a yawning chasm exists between developments in neuroscience and genuinely novel “neuro-glial” pharmacology. It is unlikely that in 1–2 years the gap will witness a significant narrowing; it is, however, not unreasonable to expect the next 1–2 years to provide an empirical edifice for public, private, advocacy, and non-governmental organization support for unique psychotropic agents that are capable of modifying disease course. I have found the developments in HIV-AIDS treatment to be the closest metaphor and inspiration for psychiatric therapeutics. On June 5, 1981, the first case of HIV-AIDS was identified in South Central Los Angeles. A year ago, the Centers for Disease Control and Prevention declared HIV-AIDS a chronic disease. This highly stigmatized condition which was a death sentence during the 1980s and 1990s, has witnessed such remarkable change in large part due to the openness to explore viable targets supported by multilateral partnership with an expectation of treatment availability in the very near future rather than some nebulous future date. Psychiatry has not historically embraced multilateral partnerships—at its peril. The future, however, can look very bright if psychiatry embraces a multilateral pursuit of novel targets, provides bold leadership intellectually, and there is sufficient reward for sponsors who take the risk of investing in such pursuits. Roger S. McIntyre

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.046
metaresearch head score (Gemma)0.025
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.046
Threshold uncertainty score0.241

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0460.025
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.002
Science and technology studies0.0040.014
Scholarly communication0.0190.038
Open science0.0040.018
Research integrity0.0140.031
Insufficient payload (model declined to judge)0.0220.008

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.039
GPT teacher head0.325
Teacher spread0.286 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreCommentary

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations23
Published2014
Admission routes1
Has abstractyes

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