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Related papers: Predicting optimal hematocrit in silico

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Mathematical models for physiological processes aid qualitative understanding of the impact of various parameters on the underlying process. We analyse two such models for human physiological processes: the Mackey-Glass and the Lasota…

Systems and Control · Computer Science 2018-10-12 Sreelakshmi Manjunath , Gopal Krishna Kamath , Gaurav Raina

In this work we develop a homogenisation methodology to upscale mathematical descriptions of microcirculatory blood flow from the microscale (where individual vessels are resolved) to the macroscopic (or tissue) scale. Due to the assumed…

Tissues and Organs · Quantitative Biology 2024-01-23 Y. Ben-Ami , B. D. Wood , J. M. Pitt-Francis , P. K. Maini , H. M. Byrne

Quick and accurate medical diagnosis is crucial for the successful treatment of a disease. Using machine learning algorithms, we have built two models to predict a hematologic disease, based on laboratory blood test results. In one…

Machine Learning · Statistics 2020-06-09 Gregor Gunčar , Matjaž Kukar , Mateja Notar , Miran Brvar , Peter Černelč , Manca Notar , Marko Notar

Red blood cell (RBC) deformation is the consequence of several diseases, including sickle cell anemia, which causes recurring episodes of pain and severe pronounced anemia. Monitoring patients with these diseases involves the observation of…

Computer Vision and Pattern Recognition · Computer Science 2026-01-27 Wilkie Delgado-Font , Miriela Escobedo-Nicot , Manuel González-Hidalgo , Silena Herold-Garcia , Antoni Jaume-i-Capó , Arnau Mir

Cardiovascular surgeries and mechanical circulatory support devices create non-physiological blood flow conditions that can be detrimental, especially for pediatric patients. A source of complications is mechanical red blood cell (RBC)…

Fluid Dynamics · Physics 2025-10-27 Saba Mansour , Emily Logan , James F. Antaki , Mahdi Esmaily

Ratios of common biomarkers and blood analytes are well established for early detection and predictive purposes. Early risk stratification in critical care is often limited by the delayed availability of complex severity scores. Complete…

Quantitative Methods · Quantitative Biology 2025-11-17 Dmytro Leontiev , Abicumaran Uthamacumaran , Riya Nagar , Hector Zenil

Purpose. Elevations in initially obtained serum lactate levels are strong predictors of mortality in critically ill patients. Identifying patients whose serum lactate levels are more likely to increase can alert physicians to intensify care…

Quantitative Methods · Quantitative Biology 2021-07-19 Behrooz Mamandipoor , Wesley Yeung , Louis Agha-Mir-Salim , David J. Stone , Venet Osmani , Leo Anthony Celi

Identifying optimal medical treatments to improve survival has long been a critical goal of pharmacoepidemiology. Traditionally, we use an average treatment effect measure to compare outcomes between treatment plans. However, new methods…

Human blood flow is a multi-scale problem: in first approximation, blood is a dense suspension of plasma and deformable red cells. Physiological vessel diameters range from about one to thousands of cell radii. Current computational models…

Soft Condensed Matter · Physics 2015-03-17 Florian Janoschek , Federico Toschi , Jens Harting

We present a rigorous procedure to derive coarse-grained red blood cell (RBC) models, which lead to accurate mechanical properties of realistic RBCs. Based on a semi-analytic theory linear and non-linear elastic properties of the RBC…

Cell Behavior · Quantitative Biology 2009-05-04 Dmitry A. Fedosov , Bruce Caswell , George E. Karniadakis

The fluid dynamics video presented here outlines recent advances in the simulation of multiphase cellular blood flow through the direct numerical simulations of deformable red blood cells (RBCs) demonstrated through several numerical…

Fluid Dynamics · Physics 2010-10-18 Daniel A. Reasor , Jonathan R. Clausen , Brian M. Yun , Cyrus K. Aidun

Atherosclerosis is one of the principle pathologies of cardiovascular disease with blood cholesterol a significant risk factor. The World Health Organisation estimates that approximately 2.5 million deaths occur annually due to the risk…

Tissues and Organs · Quantitative Biology 2015-10-08 Andrew Parton , Victoria McGilligan , Maurice OKane , Francina R Baldrick , Steven Watterson

Atherosclerosis is a state wherein plaque (fat, cholesterol, and different substances) develops inside the veins that in the end prompts carotid artery stenosis which is a phase of narrowing in the huge courses situated on either side of…

Medical Physics · Physics 2021-08-03 Nihal Ahmed , Ashfaq Ahmed , Sakan Binte Imran

Glycated hemoglobin (HbA1c) is the most important factor in diabetes control. Since HbA1c reflects the average blood glucose level over the preceding three months, it is unaffected by the patient's activity level or diet before the test.…

Medical Physics · Physics 2024-12-05 Mrinmoy Sarker Turja , Tae Ho Kwon , Hyoungkeun Kim , Ki Doo Kim

Objective: Blood transfusions, crucial in managing anemia and coagulopathy in ICU settings, require accurate prediction for effective resource allocation and patient risk assessment. However, existing clinical decision support systems have…

Characterizing the capabilities, criticalities and response to perturbations of genome-scale metabolic networks is a basic problem with important applications. A key question concerns the identification of the potentially most harmful…

Molecular Networks · Quantitative Biology 2009-07-17 A. De Martino , D. Granata , E. Marinari , C. Martelli , V. Van Kerrebroeck

Anemia is common in patients post-ICU discharge. However, which patients will develop or recover from anemia remains unclear. Prediction of anemia in this population is complicated by hospital readmissions, which can have substantial…

There is currently limited understanding of the role played by haemodynamic forces on the processes governing vascular development. One of many obstacles to be overcome is being able to measure those forces, at the required resolution…

Head and neck cancer (HNC) patients who undergo radiotherapy (RT) may experience anatomical changes during treatment, compromising the validity of the initial treatment plan, necessitating replanning. However, replanning disrupts clinical…

Oculomics - the concept of predicting systemic diseases, such as cardiovascular disease and dementia, through retinal imaging - has advanced rapidly due to the data efficiency of transformer-based foundation models like RETFound.…

Machine Learning · Computer Science 2026-01-29 Hyunmin Kim , Yukun Zhou , Rahul A. Jonas , Lie Ju , Sunjin Hwang , Pearse A. Keane , Siegfried K. Wagner