Finding new analgesics: Computational pharmacology faces drug discovery challenges

A Barakat, G Munro, AM Heegaard - Biochemical pharmacology, 2024 - Elsevier
Despite the worldwide prevalence and huge burden of pain, pain is an undertreated
phenomenon. Currently used analgesics have several limitations regarding their efficacy …

Prioritizing pain-associated targets with machine learning

M Jeon, KM Jagodnik, E Kropiwnicki, DJ Stein… - Biochemistry, 2021 - ACS Publications
While hundreds of genes have been associated with pain, much of the molecular
mechanisms of pain remain unknown. As a result, current analgesics are limited to few …

Pain-CKB, A Pain-Domain-Specific Chemogenomics Knowledgebase for Target Identification and Systems Pharmacology Research

Z Feng, M Chen, M Shen, T Liang… - Journal of Chemical …, 2020 - ACS Publications
A traditional single-target analgesic, though it may be highly selective and potent, may not
be sufficient to mitigate pain. An alternative strategy for alleviation of pain is to seek …

[HTML][HTML] Preclinical Animal Models and Measures of Pain: Improving Predictive Validity for Analgesic Drug Development

A Tappe-Theodor, SS Negus, TJ Martin - Frontiers in Pain Research, 2022 - frontiersin.org
This special issue highlights studies that address current limitations in the methods for
preclinical development of analgesics and presents novel approaches and concepts …

Systems biology approaches to finding novel pain mediators

A Antunes‐Martins, JR Perkins, J Lees… - … Systems Biology and …, 2013 - Wiley Online Library
Chronic pain represents a major health burden; this maladaptive pain state occurs as a
consequence of hypersensitivity within the peripheral and central components of the …

Lost but making progress—where will new analgesic drugs come from?

D Borsook, R Hargreaves, C Bountra… - Science translational …, 2014 - science.org
There is a critical need for effective new pharmacotherapies for pain. The paucity of new
drugs successfully reaching the clinic calls for a reassessment of current analgesic drug …

A Comprehensive Collection of Pain and Opioid Use Disorder Compounds for High-Throughput Screening and Artificial Intelligence-Driven Drug Discovery

X Hu, P Shinn, Z Itkin, L Ye, YQ Zhang… - ACS Pharmacology & …, 2024 - ACS Publications
As part of the NIH Helping to End Addiction Long-term (HEAL) Initiative, the National Center
for Advancing Translational Sciences is dedicated to the development of new …

Improving preclinical development of novel interventions to treat pain: insanity is doing the same thing over and over and expecting different results

JC Eisenach, ASC Rice - Anesthesia & Analgesia, 2022 - journals.lww.com
Preclinical pain research has applied state-of-the-art methods over the past 40 years to
describe, characterize, and image molecules, cells, and circuits in rodents to understand the …

Stimulating the development of mechanism-based, individualized pain therapies

J Woodcock, J Witter, RA Dionne - Nature Reviews Drug Discovery, 2007 - nature.com
Biomedical science has greatly improved our understanding of pain in recent decades, but
few novel molecular entities that address fundamentally new pain mechanisms have …

Mathematical and computational models for pain: a systematic review

VA Lang, T Lundh, M Ortiz-Catalan - Pain Medicine, 2021 - academic.oup.com
Objective There is no single prevailing theory of pain that explains its origin, qualities, and
alleviation. Although many studies have investigated various molecular targets for pain …