Showing 50 publications by Lei Clifton
A multimodal automated deep learning-based model for predicting biochemical recurrence of prostate cancer following prostatectomy from baseline MRI, Presurgical clinical covariates
Simon BD, Harmon SA, Merriman KM, Tetreault J, Esengur OT et al. (2025), Clinical Imaging, 126, 110579
BibTeX
@article{amultimodalauto-2025/10,
title={A multimodal automated deep learning-based model for predicting biochemical recurrence of prostate cancer following prostatectomy from baseline MRI, Presurgical clinical covariates},
author={Simon BD, Harmon SA, Merriman KM, Tetreault J, Esengur OT et al.},
journal={Clinical Imaging},
volume={126},
pages={110579},
publisher={Elsevier},
year = "2025"
}
A collaborative large language model for drug analysis
Zhou H, Liu F, Wu J, Zhang W, Huang G et al. (2025), Nature Biomedical Engineering, 1-12
Learning Across the Divide: Personalised Federated Learning for Robust Clinical Modelling under Data-View Heterogeneity
Molaei S, Thakur A, Clifton L, Soltan A, Schwab P et al. (2025), IEEE Journal of Biomedical and Health Informatics, PP(99), 1-10
BibTeX
@article{learningacrosst-2025/9,
title={Learning Across the Divide: Personalised Federated Learning for Robust Clinical Modelling under Data-View Heterogeneity},
author={Molaei S, Thakur A, Clifton L, Soltan A, Schwab P et al.},
journal={IEEE Journal of Biomedical and Health Informatics},
volume={PP},
pages={1-10},
publisher={Institute of Electrical and Electronics Engineers (IEEE)},
year = "2025"
}
Dynamic Beat-to-Beat Measurements of Blood Pressure Using Multimodal Physiological Signals and a Hybrid CNN-LSTM Model
Xiang T, Jin Y, Liu Z, Clifton L, Clifton DA et al. (2025), IEEE Journal of Biomedical and Health Informatics, 29(8), 5438-5451
BibTeX
@article{dynamicbeattobe-2025/8,
title={Dynamic Beat-to-Beat Measurements of Blood Pressure Using Multimodal Physiological Signals and a Hybrid CNN-LSTM Model},
author={Xiang T, Jin Y, Liu Z, Clifton L, Clifton DA et al.},
journal={IEEE Journal of Biomedical and Health Informatics},
volume={29},
pages={5438-5451},
publisher={Institute of Electrical and Electronics Engineers (IEEE)},
year = "2025"
}
Beyond correlations: the necessity and the challenges of causal AI
Chauhan VK, Dhami DS, Gao B, Wang X, Clifton L et al. (2025)
Bridging the generalisation gap: synthetic data generation for multi-site clinical model validation
Segal B, Fieggen J, Clifton D & Clifton L (2025)
BibTeX
@inproceedings{bridgingthegene-2025/7,
title={Bridging the generalisation gap: synthetic data generation for multi-site clinical model validation},
author={Segal B, Fieggen J, Clifton D & Clifton L},
booktitle={47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society},
year = "2025"
}
Sensing Cardiac Health Across Scenarios and Devices: A Multi-Modal Foundation Model Pretrained on Heterogeneous Data from 1.7 Million Individuals
Gu X, Tang W, Han J, Sangha V, Liu F et al. (2025)
BibTeX
@misc{sensingcardiach-2025/6,
title={Sensing Cardiac Health Across Scenarios and Devices: A Multi-Modal Foundation Model Pretrained on Heterogeneous Data from 1.7 Million Individuals},
author={Gu X, Tang W, Han J, Sangha V, Liu F et al.},
year = "2025"
}
Implementation framework for AI deployment at scale in healthcare systems.
Adnan HS, Shidani A, Clifton L, Bankhead CR & Perera-Salazar R (2025), iScience, 28(5), 112406
Dysregulated immune proteins in plasma in the UK Biobank predict Multiple Myeloma 12 years before clinical diagnosis
Fieggen J, Thakur A, Butler CC, Ramasamy K, Thakurta A et al. (2025), Blood Advances
BibTeX
@article{dysregulatedimm-2025/5,
title={Dysregulated immune proteins in plasma in the UK Biobank predict Multiple Myeloma 12 years before clinical diagnosis},
author={Fieggen J, Thakur A, Butler CC, Ramasamy K, Thakurta A et al.},
journal={Blood Advances},
publisher={American Society of Hematology},
year = "2025"
}
Application of large language models in medicine
Liu F, Zhou H, Gu B, Zou X, Huang J et al. (2025), Nature Reviews Bioengineering
Bridging the Generalisation Gap: Synthetic Data Generation for Multi-Site Clinical Model Validation
Segal B, Fieggen J, Clifton D & Clifton L (2025)
RiskAgent: Autonomous Medical AI Copilot for Generalist Risk Prediction
Liu F, Wu J, Zhou H, Gu X, Molaei S et al. (2025)
Individualised Treatment Effects Estimation with Composite Treatments and Composite Outcomes
Chauhan VK, Clifton L, Nigam G & Clifton DA (2025)
Aligning, autoencoding and prompting large language models for novel disease reporting
Liu F, Wu X, Huang J, Yang B, Branson K et al. (2025), IEEE Transactions on Pattern Analysis and Machine Intelligence, 47(5), 3332-3343
BibTeX
@article{aligningautoenc-2025/1,
title={Aligning, autoencoding and prompting large language models for novel disease reporting},
author={Liu F, Wu X, Huang J, Yang B, Branson K et al.},
journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
volume={47},
pages={3332-3343},
publisher={IEEE},
year = "2025"
}
Refined matrix completion for spectrum estimation of heart rate variability
Lu L, Zhu T, Tan Y, Zhou J, Yang J et al. (2024), Mathematical Biosciences and Engineering, 21(8), 6758-6782
BibTeX
@article{refinedmatrixco-2024/8,
title={Refined matrix completion for spectrum estimation of heart rate variability},
author={Lu L, Zhu T, Tan Y, Zhou J, Yang J et al.},
journal={Mathematical Biosciences and Engineering},
volume={21},
pages={6758-6782},
publisher={AIMS Press},
year = "2024"
}
At-admission prediction of mortality and pulmonary embolism in an international cohort of hospitalised patients with COVID-19 using statistical and machine learning methods
Mesinovic M, Wong XC, Rajahram GS, Citarella BW, Peariasamy KM et al. (2024), Scientific Reports, 14(1)
BibTeX
@article{atadmissionpred-2024/7,
title={At-admission prediction of mortality and pulmonary embolism in an international cohort of hospitalised patients with COVID-19 using statistical and machine learning methods},
author={Mesinovic M, Wong XC, Rajahram GS, Citarella BW, Peariasamy KM et al.},
journal={Scientific Reports},
volume={14},
number={16387},
publisher={Nature Research},
year = "2024"
}
Figure 3 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
Supplementary Table S2 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S2 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Table S5 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S5 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Figure S3 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryfi-2024/6,
title={Supplementary Figure S3 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Table S1 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S1 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Figure S5 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryfi-2024/6,
title={Supplementary Figure S5 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Figure S2 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryfi-2024/6,
title={Supplementary Figure S2 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Figure S4 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryfi-2024/6,
title={Supplementary Figure S4 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Data from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
Supplementary Table S7 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S7 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Table S9 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S9 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Table S3 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S3 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Table S9 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S9 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Table S7 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S7 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Table S6 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S6 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Table S3 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S3 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Table S2 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S2 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Table S8 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S8 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Table S5 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S5 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Figure S3 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryfi-2024/6,
title={Supplementary Figure S3 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Table 2 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
Supplementary Figure S1 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryfi-2024/6,
title={Supplementary Figure S1 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Figure 2 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
Figure 1 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
Supplementary Figure S5 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryfi-2024/6,
title={Supplementary Figure S5 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Figure S2 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryfi-2024/6,
title={Supplementary Figure S2 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Table 1 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
Figure 1 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
Supplementary Figure S4 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryfi-2024/6,
title={Supplementary Figure S4 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Table S4 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S4 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Table S6 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S6 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Table S4 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S4 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Supplementary Table S1 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)
BibTeX
@misc{supplementaryta-2024/6,
title={Supplementary Table S1 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank},
author={Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al.},
year = "2024"
}
Table 1 from Assessing the Value of Incorporating a Polygenic Risk Score with Nongenetic Factors for Predicting Breast Cancer Diagnosis in the UK Biobank
Collister JA, Liu X, Littlejohns TJ, Cuzick J, Clifton L et al. (2024)