Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

How quantum computing can enhance biomarker discovery

Journal Article · · Patterns
Not Available
Sponsoring Organization:
USDOE National Nuclear Security Administration (NNSA)
Grant/Contract Number:
NA0003525
OSTI ID:
2563487
Journal Information:
Patterns, Journal Name: Patterns; ISSN 2666-3899
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English

References (130)

Opportunities in Quantum Reservoir Computing and Extreme Learning Machines journal June 2021
Quantum Biotechnology journal July 2022
Particle swarm optimization algorithm: an overview journal January 2017
An Explainable MRI-Radiomic Quantum Neural Network to Differentiate Between Large Brain Metastases and High-Grade Glioma Using Quantum Annealing for Feature Selection journal July 2023
A review on the long short-term memory model journal May 2020
Deep learning for biomedical image reconstruction: a survey journal August 2020
Machine and deep learning for longitudinal biomedical data: a review of methods and applications journal August 2023
QUAntum Particle Swarm Optimization: an auto-adaptive PSO for local and global optimization journal April 2022
Balanced k-means clustering on an adiabatic quantum computer journal September 2021
Quantum federated learning through blind quantum computing journal September 2021
Hybridization of Moth flame optimization algorithm and quantum computing for gene selection in microarray data journal August 2020
Benchmarking Quantum Generative Learning: A Study on Scalability and Noise Resilience using QUARK journal August 2024
Emerging Methods and Resources for Biological Interrogation of Neuropsychiatric Polygenic Signal journal January 2021
Systematic literature review: Quantum machine learning and its applications journal February 2024
Gene expression data analysis with the clustering method based on an improved quantum-behaved Particle Swarm Optimization journal March 2012
Discovering biomarkers of hepatocellular carcinoma from single-cell RNA sequencing data by cooperative games on gene regulatory network journal November 2022
Image classification with deep learning in the presence of noisy labels: A survey journal March 2021
Deep learning with noisy labels: Exploring techniques and remedies in medical image analysis journal October 2020
Opportunities and challenges for biomarker discovery using electronic health record data journal September 2023
Cancer biomarkers journal February 2012
Quantum machine learning in medical image analysis: A survey journal March 2023
Recent advances in physical reservoir computing: A review journal July 2019
Quantum dimensionality reduction by linear discriminant analysis journal March 2023
The Variational Quantum Eigensolver: A review of methods and best practices journal November 2022
How can quantum computing be applied in clinical trial design and optimization? journal October 2024
How can quantum technologies be applied in healthcare, medicine and the life sciences? journal January 2023
Strong effects of genetic and lifestyle factors on biomarker variation and use of personalized cutoffs journal August 2014
Principal components analysis corrects for stratification in genome-wide association studies journal July 2006
Quantum principal component analysis journal July 2014
Linkage disequilibrium — understanding the evolutionary past and mapping the medical future journal June 2008
The role of regulatory variation in complex traits and disease journal February 2015
A study paradigm integrating prospective epidemiologic cohorts and electronic health records to identify disease biomarkers journal August 2018
Quantum speedup in the identification of cause–effect relations journal April 2019
Power of data in quantum machine learning journal May 2021
Detection and characterization of lung cancer using cell-free DNA fragmentomes journal August 2021
Generalization in quantum machine learning from few training data journal August 2022
Machine learning of high dimensional data on a noisy quantum processor journal November 2021
Time-series quantum reservoir computing with weak and projective measurements journal February 2023
Quantum gene regulatory networks journal July 2023
Quantum convolutional neural networks journal August 2019
Wearable chemical sensors for biomarker discovery in the omics era journal November 2022
Benefits and limitations of genome-wide association studies journal May 2019
Discovery and validation of biomarkers to aid the development of safe and effective pain therapeutics: challenges and opportunities journal June 2020
Supervised learning with quantum-enhanced feature spaces journal March 2019
Real-time quantum error correction beyond break-even journal March 2023
Predicting the early risk of chronic kidney disease in patients with diabetes using real-world data journal January 2019
Axes of a revolution: challenges and promises of big data in healthcare journal January 2020
Evolutionary history of transformation from chronic lymphocytic leukemia to Richter syndrome journal January 2023
Quantum computing at the frontiers of biological sciences journal January 2021
Single-cell RNA sequencing of a European and an African lymphoblastoid cell line journal July 2019
Genome-wide analysis of health-related biomarkers in the UK Household Longitudinal Study reveals novel associations journal September 2017
BEHRT: Transformer for Electronic Health Records journal April 2020
Federated learning in medicine: facilitating multi-institutional collaborations without sharing patient data journal July 2020
Adiabatic quantum linear regression journal November 2021
Natural quantum reservoir computing for temporal information processing journal January 2022
Quantum-behaved particle swarm optimization based on solitons journal August 2022
Artificial intelligence-based methods for fusion of electronic health records and imaging data journal October 2022
Advanced quantum image representation and compression using a DCT-EFRQI approach journal March 2023
Multi-omics integration of scRNA-seq time series data predicts new intervention points for Parkinson’s disease journal May 2024
Digital biomarkers for Alzheimer’s disease: the mobile/wearable devices opportunity journal February 2019
The future of digital health with federated learning journal September 2020
A framework for demonstrating practical quantum advantage: comparing quantum against classical generative models journal February 2024
Variational quantum algorithms journal August 2021
Quantum sensors for biomedical applications journal February 2023
Advances, challenges and opportunities in creating data for trustworthy AI journal August 2022
Multimodal data fusion for cancer biomarker discovery with deep learning journal April 2023
Developmental mosaicism underlying EGFR-mutant lung cancer presenting with multiple primary tumors journal October 2024
Genome-wide association studies journal August 2021
Quantum medical images processing foundations and applications journal August 2022
Review of clustering for gene expression data conference January 2023
Biomarkers and surrogate endpoints: Preferred definitions and conceptual framework journal March 2001
Is quantum computing green? An estimate for an energy-efficiency quantum advantage journal January 2023
Democratization of quantum technologies journal February 2023
Federated quanvolutional neural network: a new paradigm for collaborative quantum learning journal October 2023
Quantum computing in bioinformatics: a systematic review mapping journal July 2024
Molecular subtypes of epilepsy associated with post-surgical seizure recurrence journal August 2023
Social determinants of health in electronic health records and their impact on analysis and risk prediction: A systematic review journal November 2020
What are biomarkers? journal January 2010
Expression quantitative trait loci: present and future journal June 2013
Covariance Matrix Preparation for Quantum Principal Component Analysis journal September 2022
Circuit-centric quantum classifiers journal March 2020
Classification of the MNIST data set with quantum slow feature analysis journal June 2020
Quantum spectral clustering journal April 2021
Learning temporal data with a variational quantum recurrent neural network journal May 2021
Quantum-assisted Gaussian process regression journal May 2019
Quantum Isomap algorithm for manifold learning journal July 2024
Quantum Algorithm for Data Fitting journal August 2012
Quantum Machine Learning in Feature Hilbert Spaces journal February 2019
Quantum Principal Component Analysis Only Achieves an Exponential Speedup Because of Its State Preparation Assumptions journal August 2021
Quantum noise protects quantum classifiers against adversaries journal May 2021
Approximate amplitude encoding in shallow parameterized quantum circuits and its application to financial market indicators journal May 2022
Quantum error mitigation journal December 2023
The particle swarm - explosion, stability, and convergence in a multidimensional complex space journal January 2002
A Survey of Machine Learning Approaches Applied to Gene Expression Analysis for Cancer Prediction journal January 2022
Particle swarm optimization with particles having quantum behavior conference June 2004
Quantum Transfer Learning for Real-World, Small, and High-Dimensional Remotely Sensed Datasets journal January 2023
Quantum Federated Learning With Decentralized Data journal July 2022
Learning From Noisy Labels With Deep Neural Networks: A Survey journal November 2023
Recent Advances for Quantum Neural Networks in Generative Learning journal October 2023
Quantum Kernels for Real-World Predictions Based on Electronic Health Records journal January 2022
Resonant quantum principal component analysis journal August 2021
Social determinants of health and survival in humans and other animals journal May 2020
Dynamic Bayesian Networks for Integrating Multi-omics Time Series Microbiome Data journal April 2021
Brave new world of cfDNA-omics for early cancer detection journal September 2023
Benchmarking Quantum Computers and the Impact of Quantum Noise journal July 2021
A Universal Law of Robustness via Isoperimetry journal March 2023
Abstract 3874: Genomic mechanisms of resistance to tyrosine kinase inhibitors (TKIs) in HER2+ metastatic breast cancer (HER2+ MBC) journal April 2023
Longitudinal Liquid Biopsy and Mathematical Modeling of Clonal Evolution Forecast Time to Treatment Failure in the PROSPECT-C Phase II Colorectal Cancer Clinical Trial journal October 2018
Understanding Resistance Mechanisms and Growth Kinetics of CLL Treated with Covalent and Non-Covalent BTK Inhibitors journal November 2023
Biomarker discovery with quantum neural networks: a case-study in CTLA4-activation pathways journal April 2024
Generalized Autoregressive Moving Average Models journal March 2003
Beyond SNP heritability: Polygenicity and discoverability of phenotypes estimated with a univariate Gaussian mixture model journal May 2020
Clustering algorithms: A comparative approach journal January 2019
A systematic approach for pre-processing electronic health records for mining: case study of heart disease journal January 2020
The Inflation Technique Completely Solves the Causal Compatibility Problem journal September 2020
National and State Estimates of the Numbers of Adults and Children with Active Epilepsy — United States, 2015 journal August 2017
Wearable Health Technology and Electronic Health Record Integration: Scoping Review and Future Directions journal September 2019
Data re-uploading for a universal quantum classifier journal February 2020
High Dimensional Quantum Machine Learning With Small Quantum Computers journal August 2023
Identification of Biomarker in Brain-specific Gene Regulatory Network Using Structural Controllability Analysis journal January 2022
A Review of Feature Selection Methods for Machine Learning-Based Disease Risk Prediction journal June 2022
The Revival of the Notes Field: Leveraging the Unstructured Content in Electronic Health Records journal April 2019
Approach to machine learning for extraction of real-world data variables from electronic health records journal September 2023
The potential of including the microbiome as biomarker in population-based health studies: methods and benefits journal October 2024
Quantum Natural Language Processing: Challenges and Opportunities journal June 2022
Hybrid Quantum Neural Network for Drug Response Prediction journal May 2023
Quantum Image Compression: Fundamentals, Algorithms, and Advances journal July 2024
Federated Learning for the Internet-of-Medical-Things: A Survey journal December 2022
Quantum Random Access Memory for Dummies journal August 2023
Improved clinical data imputation via classical and quantum determinantal point processes journal May 2024

Similar Records

Quantum Computer Systems for Scientific Discovery
Journal Article · Tue Feb 23 19:00:00 EST 2021 · PRX Quantum · OSTI ID:1767313

By how much can closed-loop frameworks accelerate computational materials discovery?
Journal Article · Mon Aug 07 20:00:00 EDT 2023 · Digital Discovery · OSTI ID:1988307

How can classical and quantum computers team up to understand matters of substance?.
Conference · Sun Nov 01 00:00:00 EDT 2020 · OSTI ID:1830900

Related Subjects