ArticleIEEE computational intelligence magazine2018
Augmentation of Physician Assessments with Multi-Omics Enhances Predictability of Drug Response: A Case Study of Major Depressive Disorder.
Article in IEEE computational intelligence magazine, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
23 citing papers in PubMed, 1 synthesis or guideline pooled it, 42 citations in OpenAlex.
- Machine learning in the prediction of treatment response for emotional disorders: A systematic review and meta-analysis.Clinical psychology review · 2025Pooled it
- Comprehensive multi-omics profiling identifies novel molecular subtypes of pancreatic ductal adenocarcinoma.Genes & diseases · 2024Review
- Pharmacogenomic augmented machine learning in electronic health record alerts: A health system-wide usability survey of clinicians.Clinical and translational science · 2024Article
- Machine Learning Predicts Conversion from Normal Aging to Mild Cognitive Impairment Using Medical History, APOE Genotype, and Neuropsychological Assessment.Journal of Alzheimer's disease : JAD · 2024Article
- Dealing with dimensionality: the application of machine learning to multi-omics data.Bioinformatics (Oxford, England) · 2023Article
- Methodological and Quality Flaws in the Use of Artificial Intelligence in Mental Health Research: Systematic Review.JMIR mental health · 2023Review
- Article
- Role of Omics in Migraine Research and Management: A Narrative Review.Molecular neurobiology · 2022Review
- Improving Pain Assessment Using Vital Signs and Pain Medication for Patients With Sickle Cell Disease: Retrospective Study.JMIR formative research · 2022Article
- Multi-Omics Characterization of Early- and Adult-Onset Major Depressive Disorder.Journal of personalized medicine · 2022Article
- Deep Learning Classification of Breast Cancer Tissue from Terahertz Imaging Through Wavelet Synchro-Squeezed Transformation and Transfer Learning.Journal of infrared, millimeter and terahertz waves · 2022Article
- Network science approach elucidates integrative genomic-metabolomic signature of antidepressant response and lifetime history of attempted suicide in adults with major depressive disorder.Frontiers in pharmacology · 2022Article
- Multi-omics driven predictions of response to acute phase combination antidepressant therapy: a machine learning approach with cross-trial replication.Translational psychiatry · 2021Article
- Prediction of short-term antidepressant response using probabilistic graphical models with replication across multiple drugs and treatment settings.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2021Article
- Exploring the Role of Gut Microbiota in Major Depressive Disorder and in Treatment Resistance to Antidepressants.Biomedicines · 2020Article
- Metabolomics and Multi-Omics Integration: A Survey of Computational Methods and Resources.Metabolites · 2020Review
- Challenges and Future Prospects of Precision Medicine in Psychiatry.Pharmacogenomics and personalized medicine · 2020Review
- Multi-omics Data Integration, Interpretation, and Its Application.Bioinformatics and biology insights · 2020Review
- Machine learning approach to predict medication overuse in migraine patients.Computational and structural biotechnology journal · 2020Article
- Selective Serotonin Reuptake Inhibitor Pharmaco-Omics: Mechanisms and Prediction.Frontiers in pharmacology · 2020Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors at 4 institutions in 1 country.
Funding
Abstract
This work proposes a "
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.