Discovery and validation of biomarkers to aid the development of safe and effective pain therapeutics: challenges and opportunities
Pain medication plays an important role in the treatment of acute and chronic pain
conditions, but some drugs, opioids in particular, have been overprescribed or prescribed …
conditions, but some drugs, opioids in particular, have been overprescribed or prescribed …
[HTML][HTML] Deep learning intervention for health care challenges: some biomedical domain considerations
The use of deep learning (DL) for the analysis and diagnosis of biomedical and health care
problems has received unprecedented attention in the last decade. The technique has …
problems has received unprecedented attention in the last decade. The technique has …
A neuroimaging biomarker for sustained experimental and clinical pain
Sustained pain is a major characteristic of clinical pain disorders, but it is difficult to assess in
isolation from co-occurring cognitive and emotional features in patients. In this study, we …
isolation from co-occurring cognitive and emotional features in patients. In this study, we …
Toward a unified framework for interpreting machine-learning models in neuroimaging
Abstract Machine learning is a powerful tool for creating computational models relating brain
function to behavior, and its use is becoming widespread in neuroscience. However, these …
function to behavior, and its use is becoming widespread in neuroscience. However, these …
Neuroimaging-based biomarkers for pain: state of the field and current directions
Chronic pain is an endemic problem involving both peripheral and brain pathophysiology.
Although biomarkers have revolutionized many areas of medicine, biomarkers for pain have …
Although biomarkers have revolutionized many areas of medicine, biomarkers for pain have …
[HTML][HTML] Pain: a precision signal for reinforcement learning and control
B Seymour - Neuron, 2019 - cell.com
Since noxious stimulation usually leads to the perception of pain, pain has traditionally been
considered sensory nociception. But its variability and sensitivity to a broad array of …
considered sensory nociception. But its variability and sensitivity to a broad array of …
Brain dysfunction in chronic pain patients assessed by resting-state electroencephalography
Chronic pain is a common and severely disabling disease whose treatment is often
unsatisfactory. Insights into the brain mechanisms of chronic pain promise to advance the …
unsatisfactory. Insights into the brain mechanisms of chronic pain promise to advance the …
Reorganization of functional brain network architecture in chronic osteoarthritis pain
Osteoarthritis (OA) manifests with chronic pain, motor impairment, and proprioceptive
changes. However, the role of the brain in the disease is largely unknown. Here, we studied …
changes. However, the role of the brain in the disease is largely unknown. Here, we studied …
NIRS measures in pain and analgesia: fundamentals, features, and function
Current pain assessment techniques based only on clinical evaluation and self-reports are
not objective and may lead to inadequate treatment. Having a functional biomarker will add …
not objective and may lead to inadequate treatment. Having a functional biomarker will add …
Differential expression of a brain aging biomarker across discrete chronic pain disorders
Chronic pain has widespread, detrimental effects on the human nervous system and its
prevalence and burden increase with age. Machine learning techniques have been applied …
prevalence and burden increase with age. Machine learning techniques have been applied …