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The advent of 3D printing has transformed the pharmaceutical industry, enabling precision drug manufacturing with controlled release profiles, dosing, and structural complexity. Additive manufacturing (AM) addresses the growing demand for…

系统与控制 · 电气工程与系统科学 2024-09-19 Rahul Kumar , Vikram Singh , Priya Gupta

Precision Medicine (PM) is an emerging approach that appears with the impression of changing the existing paradigm of medical practice. Recent advances in technological innovations and genetics, and the growing availability of health data…

计算机与社会 · 计算机科学 2019-11-05 Muhammad Afzal , S. M. Riazul Islam , Maqbool Hussain , Sungyoung Lee

In today's complex healthcare landscape, the pursuit of delivering optimal patient care while navigating intricate economic dynamics poses a significant challenge for healthcare service providers (HSPs). In this already complex dynamics,…

信息检索 · 计算机科学 2023-08-16 Elizaveta Savchenko , Svetlana Bunimovich-Mendrazitsky

In the pharmaceutical industry, the use of artificial intelligence (AI) has seen consistent growth over the past decade. This rise is attributed to major advancements in statistical machine learning methodologies, computational capabilities…

统计方法学 · 统计学 2023-12-01 Yuhan Li , Hongtao Zhang , Keaven Anderson , Songzi Li , Ruoqing Zhu

The concept of personalised medicine in cancer therapy is becoming increasingly important. There already exist drugs administered specifically for patients with tumours presenting well-defined mutations. However, the field is still in its…

生物大分子 · 定量生物学 2024-08-26 Abbi Abdel-Rehim , Oghenejokpeme Orhobor , Gareth Griffiths , Larisa Soldatova , Ross D. King

Personalized medicine (PM) promises to transform healthcare by providing treatments tailored to individual genetic, environmental, and lifestyle factors. However, its high costs and infrastructure demands raise concerns about exacerbating…

Recent shifts in global health priorities have positioned Population Health Management (PHM) as a central area of focus. However, optimizing PHM strategies presents several challenges: managing high-dimensional patient covariates, tracking…

最优化与控制 · 数学 2026-04-10 Daniel Adelman , Alba V Olivares-Nadal , Miaolan Xie

Atomically Precise Manufacturing (APM) refers to the assembly of materials with atomic precision, representing a highly advanced technology with significant potential. However, the development of APM remains in its early stages, with…

新兴技术 · 计算机科学 2024-09-04 Vadym Shvydun , Justin Sato , Gabriel Bristot

The increasingly pressing demand of novel drugs (e.g., gene therapies for personalized cancer care, ever evolving vaccines) with unprecedented levels of personalization, has put a remarkable pressure on the traditionally long time required…

定量方法 · 定量生物学 2022-06-29 Wei Xie , Giulia Pedrielli

While machine learning (ML) has made significant contributions to the biopharmaceutical field, its applications are still in the early stages in terms of providing direct support for quality-by-design based development and manufacturing of…

机器学习 · 计算机科学 2023-10-17 Thanh Tung Khuat , Robert Bassett , Ellen Otte , Alistair Grevis-James , Bogdan Gabrys

Domain-aware machine learning (ML) models have been increasingly adopted for accelerating small molecule therapeutic design in the recent years. These models have been enabled by significant advancement in state-of-the-art artificial…

机器学习 · 计算机科学 2021-02-12 Rajendra P. Joshi , Neeraj Kumar

Research is ongoing all over the world for identifying the barriers and finding effective solutions to accelerate the projection of Precision Medicine (PM) in the healthcare industry. Yet there has not been a valid and practical model to…

计算机与社会 · 计算机科学 2021-06-01 Nasim Sadat Mosavi , Manuel Filipe Santos

We present methodological advances in understanding the effectiveness of personalized medicine models and supply easy-to-use open-source software. Personalized medicine involves the systematic use of individual patient characteristics to…

统计方法学 · 统计学 2021-06-01 Adam Kapelner , Justin Bleich , Alina Levine , Zachary D. Cohen , Robert J. DeRubeis , Richard Berk

In modern dynamic constantly developing society, more and more people suffer from chronic and serious diseases and doctors and patients need special and sophisticated medical and health support. Accordingly, prominent health stakeholders…

计算机与社会 · 计算机科学 2022-08-10 Mirjana Ivanovic , Serge Autexier , Miltiadis Kokkonidis

The objective of personalized medicine is to tailor interventions to an individual patient's unique characteristics. A key technology for this purpose involves medical digital twins, computational models of human biology that can be…

定量方法 · 定量生物学 2024-03-22 Lucas Böttcher , Luis L. Fonseca , Reinhard C. Laubenbacher

The vision of personalized medicine is to identify interventions that maintain or restore a person's health based on their individual biology. Medical digital twins, computational models that integrate a wide range of health-related data…

定量方法 · 定量生物学 2025-10-21 Luis L. Fonseca , Lucas Böttcher , Borna Mehrad , Reinhard C. Laubenbacher

Despite the remarkable advances in cancer diagnosis, treatment, and management that have occurred over the past decade, malignant tumors remain a major public health problem. Further progress in combating cancer may be enabled by…

Personalised medicine strives to identify the right treatment for the right patient at the right time, integrating different types of biological and environmental information. Such information come from a variety of sources: omics data…

应用统计 · 统计学 2014-01-14 Marco Scutari

With increasing interest in adaptive clinical trial designs, challenges are present to drug supply chain management which may offset the benefit of adaptive designs. Thus, it is necessary to develop an optimization tool to facilitate the…

应用统计 · 统计学 2023-10-16 Jincheng Pang , Hong Yan , Zoe Hua

Artificial intelligence (AI) has sparked immense interest in drug discovery, but most current approaches only digitize existing high-throughput experiments. They remain constrained by conventional pipelines. As a result, they do not address…

计算机与社会 · 计算机科学 2025-07-29 You Wu , Philip E. Bourne , Lei Xie
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