Matthias Walle Postdoctoral associate in bone imaging, AI, and scientific software

Research

My research sits at the intersection of image analysis, musculoskeletal imaging, biomechanics, and scientific computing. I currently work on opportunistic CT for vertebral strength assessment and quality control, while continuing long-running work on HR-pQCT-based remodelling analysis, mechanoregulation, and spaceflight-related bone change.

Research Highlights

Comparing linear and nonlinear finite element models of vertebral strength across the thoracolumbar spine: a benchmark from density-calibrated computed tomography
Matthias Walle, Bryn E Matheson, Steven K Boyd
GigaScience  ·  06 Jan 2025  ·  doi:10.1093/gigascience/giaf094
Tracking of spaceflight-induced bone remodeling reveals a limited time frame for recovery of resorption sites in humans
Matthias Walle, Leigh Gabel, Danielle E. Whittier, Anna-Maria Liphardt, Paul A. Hulme, Martina Heer, Sara R. Zwart, Scott M. Smith, Jean D. Sibonga, Steven K. Boyd
Science Advances  ·  20 Dec 2024  ·  doi:10.1126/sciadv.adq3632
A graph model to describe the network connectivity of trabecular plates and rods
Matthias Walle, Diana Yeritsyan, Mohammadreza Abbasian, Ramin Oftadeh, Ralph Müller, Ara Nazarian
FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY  ·  01 Jan 2024  ·  doi:10.3389/FBIOE.2024.1384280
Bone remodeling and responsiveness to mechanical stimuli in individuals with type 1 diabetes mellitus
Matthias Walle, Ankita Duseja, Danielle E Whittier, Tatiane Vilaca, Margaret Paggiosi, Richard Eastell, Ralph Müller, Caitlyn J Collins
JOURNAL OF BONE AND MINERAL RESEARCH  ·  01 Jan 2024  ·  doi:10.1093/JBMR/ZJAD014
Motion grading of high-resolution quantitative computed tomography supported by deep convolutional neural networks
Matthias Walle, Dominic Eggemann, Penny R. Atkins, Jack J. Kendall, Kerstin Stock, Ralph Müller, Caitlyn J. Collins
BONE  ·  01 Jan 2023  ·  doi:10.1016/J.BONE.2022.116607
Precision of bone mechanoregulation assessment in humans using longitudinal high-resolution peripheral quantitative computed tomography in vivo
Matthias Walle, Danielle E. Whittier, Denis Schenk, Penny R. Atkins, Michael Blauth, Philippe Zysset, Kurt Lippuner, Ralph Müller, Caitlyn J. Collins
BONE  ·  01 Jan 2023  ·  doi:10.1016/J.BONE.2023.116780
Meta-analysis of Diabetes Mellitus-Associated Differences in Bone Structure Assessed by High-Resolution Peripheral Quantitative Computed Tomography
Matthias Walle, Danielle E. Whittier, Morten Frost, Ralph Müller, Caitlyn J. Collins
CURRENT OSTEOPOROSIS REPORTS  ·  01 Jan 2022  ·  doi:10.1007/S11914-022-00755-6
Bone Mechanoregulation Allows Subject-Specific Load Estimation Based on Time-Lapsed Micro-CT and HR-pQCT in Vivo
Matthias Walle, Francisco C. Marques, Nicholas Ohs, Michael Blauth, Ralph Müller, Caitlyn J. Collins
FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY  ·  01 Jan 2021  ·  doi:10.3389/FBIOE.2021.677985

Publication List

19 works

2026

Association of immune checkpoint inhibitors with muscle mass and density in patients with melanoma
Susan Ziolkowski, Bryn E Matheson, Steven K Boyd, Matthias Walle, Jasmine Gill, John Walker, Thomas Salopek, Joshua F Baker, Ates Fettahoglu, Carrie Ye
The Oncologist  ·  05 Feb 2026  ·  doi:10.1093/oncolo/oyag029

2025

Structural alterations during fracture healing lead to void spaces developing in surrounding bone microarchitecture
Danielle E Whittier, Matthias Walle, Penny R Atkins, Caitlyn J Collins, Matthias A Zumstein, Patrik Christen, Kurt Lippuner, Ralph Müller
Journal of Bone and Mineral Research  ·  03 Jun 2025  ·  doi:10.1093/jbmr/zjaf046
Comparing linear and nonlinear finite element models of vertebral strength across the thoracolumbar spine: a benchmark from density-calibrated computed tomography
Matthias Walle, Bryn E Matheson, Steven K Boyd
GigaScience  ·  06 Jan 2025  ·  doi:10.1093/gigascience/giaf094
Using solid-state MRI and a double-tuned RF coil to quantify bone matrix and mineral densities in rat bones
Victor B. Kassey, Matthias Walle, Diana Yeritsyan, Daniel V. Kassey, Yaotang Wu, Brian D. Snyder, Edward K. Rodriguez, Jerome L. Ackerman, Ara Nazarian
JOURNAL OF MAGNETIC RESONANCE  ·  01 Jan 2025  ·  doi:10.1016/J.JMR.2025.107925
Recovery of bone microarchitecture and density four years after spaceflight: two case studies
Bryn E. Matheson, Matthias Walle, Anna-Maria Liphardt, Paul A. Hulme, Martina Heer, Sara R. Zwart, Jean D. Sibonga, Scott M. Smith, Leigh Gabel, Steven K. Boyd
NPJ MICROGRAVITY  ·  01 Jan 2025  ·  doi:10.1038/S41526-025-00511-X
Quantifying localized bone loss in clinical computed tomography using void spaces
Annabel R. Bugbird, Bryn E. Matheson, Matthias Walle, Nathan J. Neeteson, Nina Pavlovic, Callie E. Stirling, Danielle E. Whittier, Steven K. Boyd
OSTEOPOROSIS INTERNATIONAL  ·  01 Jan 2025  ·  doi:10.1007/S00198-025-07558-2

2024

Tracking of spaceflight-induced bone remodeling reveals a limited time frame for recovery of resorption sites in humans
Matthias Walle, Leigh Gabel, Danielle E. Whittier, Anna-Maria Liphardt, Paul A. Hulme, Martina Heer, Sara R. Zwart, Scott M. Smith, Jean D. Sibonga, Steven K. Boyd
Science Advances  ·  20 Dec 2024  ·  doi:10.1126/sciadv.adq3632
Quantitative 1H Magnetic Resonance Imaging on Normal and Pathologic Rat Bones by Solid-State 1H ZTE Sequence with Water and Fat Suppression
Víctor B. Kassey, Matthias Walle, Jonathan Egan, Diana Yeritsyan, Indeevar Beeram, …, Yaotang Wu, Brian D. Snyder, Edward K. Rodriguez, Jerome L. Ackerman, Ara Nazarian
JOURNAL OF MAGNETIC RESONANCE IMAGING  ·  01 Jan 2024  ·  doi:10.1002/JMRI.29361
Quantitative 31P magnetic resonance imaging on pathologic rat bones by ZTE at 7T
Victor B. Kassey, Matthias Walle, Jonathan Egan, Diana Yeritsyan, Indeevar Beeram, Yaotang Wu, Brian D. Snyder, Edward K. Rodriguez, Jerome L. Ackerman, Ara Nazarian
BONE  ·  01 Jan 2024  ·  doi:10.1016/J.BONE.2023.116996
Bone remodeling and responsiveness to mechanical stimuli in individuals with type 1 diabetes mellitus
Matthias Walle, Ankita Duseja, Danielle E Whittier, Tatiane Vilaca, Margaret Paggiosi, Richard Eastell, Ralph Müller, Caitlyn J Collins
JOURNAL OF BONE AND MINERAL RESEARCH  ·  01 Jan 2024  ·  doi:10.1093/JBMR/ZJAD014
A graph model to describe the network connectivity of trabecular plates and rods
Matthias Walle, Diana Yeritsyan, Mohammadreza Abbasian, Ramin Oftadeh, Ralph Müller, Ara Nazarian
FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY  ·  01 Jan 2024  ·  doi:10.3389/FBIOE.2024.1384280

2023

Precision of bone mechanoregulation assessment in humans using longitudinal high-resolution peripheral quantitative computed tomography in vivo
Matthias Walle, Danielle E. Whittier, Denis Schenk, Penny R. Atkins, Michael Blauth, Philippe Zysset, Kurt Lippuner, Ralph Müller, Caitlyn J. Collins
BONE  ·  01 Jan 2023  ·  doi:10.1016/J.BONE.2023.116780
Motion grading of high-resolution quantitative computed tomography supported by deep convolutional neural networks
Matthias Walle, Dominic Eggemann, Penny R. Atkins, Jack J. Kendall, Kerstin Stock, Ralph Müller, Caitlyn J. Collins
BONE  ·  01 Jan 2023  ·  doi:10.1016/J.BONE.2022.116607
Mechanostat parameters estimated from time-lapsed in vivo micro-computed tomography data of mechanically driven bone adaptation are logarithmically dependent on loading frequency
Francisco C. Marques, Daniele Boaretti, Matthias Walle, Ariane C. Scheuren, Friederike A. Schulte, Ralph Müller
bioRxiv  ·  01 Jan 2023  ·  doi:10.1101/2023.01.07.523082
Mechanostat parameters estimated from time-lapsed in vivo micro-computed tomography data of mechanically driven bone adaptation are logarithmically dependent on loading frequency
Francisco C. Marques, Daniele Boaretti, Matthias Walle, Ariane C. Scheuren, Friederike A. Schulte, Ralph Müller
FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY  ·  01 Jan 2023  ·  doi:10.3389/FBIOE.2023.1140673
A multi-stack registration technique to improve measurement accuracy and precision across longitudinal HR-pQCT scans
Danielle E. Whittier, Matthias Walle, Denis Schenk, Penny R. Atkins, Caitlyn J. Collins, Philippe Zysset, Kurt Lippuner, Ralph Müller
BONE  ·  01 Jan 2023  ·  doi:10.1016/J.BONE.2023.116893

2022

Meta-analysis of Diabetes Mellitus-Associated Differences in Bone Structure Assessed by High-Resolution Peripheral Quantitative Computed Tomography
Matthias Walle, Danielle E. Whittier, Morten Frost, Ralph Müller, Caitlyn J. Collins
CURRENT OSTEOPOROSIS REPORTS  ·  01 Jan 2022  ·  doi:10.1007/S11914-022-00755-6

2021

Bone Mechanoregulation Allows Subject-Specific Load Estimation Based on Time-Lapsed Micro-CT and HR-pQCT in Vivo
Matthias Walle, Francisco C. Marques, Nicholas Ohs, Michael Blauth, Ralph Müller, Caitlyn J. Collins
FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY  ·  01 Jan 2021  ·  doi:10.3389/FBIOE.2021.677985
Application of subject-specific adaptive mechanical loading for bone healing in a mouse tail vertebral defect
Angad Malhotra, Matthias Walle, Graeme R. Paul, Gisela A. Kuhn, Ralph Müller
SCIENTIFIC REPORTS  ·  01 Jan 2021  ·  doi:10.1038/S41598-021-81132-8