41 results on '"Davico G"'
Search Results
2. Machine learning methods to support personalized neuromusculoskeletal modelling
- Author
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Saxby, David J., Killen, Bryce Adrian, Pizzolato, C., Carty, C. P., Diamond, L. E., Modenese, L., Fernandez, J., Davico, G., Barzan, M., Lenton, G., da Luz, S. Brito, Suwarganda, E., Devaprakash, D., Korhonen, R. K., Alderson, J. A., Besier, T. F., Barrett, R. S., and Lloyd, D. G.
- Published
- 2020
- Full Text
- View/download PDF
3. Exploring muscle recruitment by Bayesian methods during motion
- Author
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Amankwah, M, primary, Bersani, A, additional, Calvetti, D, additional, Davico, G, additional, Somersalo, E, additional, and Viceconti, M, additional
- Published
- 2024
- Full Text
- View/download PDF
4. Using Musculoskeletal Models to Estimate in vivo Total Knee Replacement Kinematics and Loads: Effect of Differences Between Models
- Author
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Curreli, C, Di Puccio, F, Davico, G, Modenese, L ; https://orcid.org/0000-0003-1402-5359, Viceconti, M, Curreli, C, Di Puccio, F, Davico, G, Modenese, L ; https://orcid.org/0000-0003-1402-5359, and Viceconti, M
- Abstract
Total knee replacement (TKR) is one of the most performed orthopedic surgeries to treat knee joint diseases in the elderly population. Although the survivorship of knee implants may extend beyond two decades, the poor outcome rate remains considerable. A recent computational approach used to better understand failure modes and improve TKR outcomes is based on the combination of musculoskeletal (MSK) and finite element models. This combined multiscale modeling approach is a promising strategy in the field of computational biomechanics; however, some critical aspects need to be investigated. In particular, the identification and quantification of the uncertainties related to the boundary conditions used as inputs to the finite element model due to a different definition of the MSK model are crucial. Therefore, the aim of this study is to investigate this problem, which is relevant for the model credibility assessment process. Three different generic MSK models available in the OpenSim platform were used to simulate gait, based on the experimental data from the fifth edition of the “Grand Challenge Competitions to Predict in vivo Knee Loads.” The outputs of the MSK analyses were compared in terms of relative kinematics of the knee implant components and joint reaction (JR) forces and moments acting on the tibial insert. Additionally, the estimated knee JRs were compared with those measured by the instrumented knee implant so that the “global goodness of fit” was quantified for each model. Our results indicated that the different kinematic definitions of the knee joint and the muscle model implemented in the different MSK models influenced both the motion and the load history of the artificial joint. This study demonstrates the importance of examining the influence of the model assumptions on the output results and represents the first step for future studies that will investigate how the uncertainties in the MSK models propagate on disease-specific finite element model
- Published
- 2021
5. ChemInform Abstract: The Gas Phase Ion Chemistry of BH2+.
- Author
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DEPUY, C. H., primary, GAREYEV, R., additional, HANKIN, J., additional, DAVICO, G. E., additional, KREMPP, M., additional, and DAMRAUER, R., additional
- Published
- 2010
- Full Text
- View/download PDF
6. Heat of formation of the hydroperoxyl radical HOO via negative ion studies
- Author
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Ramond, T. M., Blanksby, Stephen J., Kato, S., Bierbaum, V. M., Davico, G. E., Schwartz, R. L., Lineberger, W. C., Ellison, G. B., Ramond, T. M., Blanksby, Stephen J., Kato, S., Bierbaum, V. M., Davico, G. E., Schwartz, R. L., Lineberger, W. C., and Ellison, G. B.
- Abstract
We present a determination of Delta(f)H(298)(HOO) based upon a negative. ion thermodynamic cycle. The photoelectron spectra of HOO- and DOO- were used to measure the molecular electron affinities (EAs). In a separate experiment, a tandem flowing afterglow-selected ion flow tube (FA-SIFT) was used to measure the forward and reverse rate constants for HOO- + HCdropCH reversible arrow HOOH + HCdropC(-) at 298 K, which gave a value for Delta(acid)H(298)(HOO-H). The experiments yield the following values: EA(HOO) = 1.078 +/- 0.006 eV; T-0((X) over tilde HOO - (A) over tilde HOO) = 0.872 +/- 0.007 eV; EA(DOO) = 1.077 +/- 0.005 eV; T-0((X) over tilde DOO - (A) over tilde DOO) = 0.874 +/- 0.007 eV; Delta(acid)G(298)(HOO-H) = 369.5 +/- 0.4 kcal mol(-1); and Delta(acid)H(298)(HOO-H) = 376.5 +/- 0.4 kcal mol(-1). The acidity/EA thermochemical cycle yields values for the bond enthalpies of DH298(HOO-H) = 87.8 +/- 0.5 kcal mol(-1) and Do(HOO-H) = 86.6 +/- 0.5 kcal mol(-1). We recommend the following values for the heats of formation of the hydroperoxyl radical: Delta(f)H(298)(HOO) = 3.2 +/- 0.5 kcal mol(-1) and Delta(f)H(0)(HOO) = 3.9 +/- 0.5 kcal mol(-1); we recommend that these values supersede those listed in the current NIST-JANAF thermochemical tables.
- Published
- 2002
7. Photoelectron spectroscopy of HCCN- and HCNC- reveals the quasilinear triplet carbenes, HCCN and HCNC
- Author
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Nimlos, M. R., Davico, G., Geise, C. M., Wenthold, P. G., Lineberger, W. C., Blanksby, Stephen J., Hadad, C. M., Petersson, G. A., Ellison, G. B., Nimlos, M. R., Davico, G., Geise, C. M., Wenthold, P. G., Lineberger, W. C., Blanksby, Stephen J., Hadad, C. M., Petersson, G. A., and Ellison, G. B.
- Abstract
Negative ion photoelectron spectroscopy has been used to study the HCCN- and HCNC- ions. The electron affinities (EA) of cyanocarbene have been measured to be EA(HCCN (X) over tilde (3)Sigma(-)=2.003+/-0.014 eV and EA(DCCN (X) over tilde (3)Sigma(-))=2.009+/-0.020 eV. Photodetachment of HCCN- to HCCN (X) over tilde (3)Sigma(-) shows a 0.4 eV long vibrational progression in nu(5), the H-CCN bending mode; the HCCN- photoelectron spectra reveal excitations up to 10 quanta in nu(5). The term energies for the excited singlet state are found to be T-0(HCCN (a) over tilde (1)A('))=0.515+/-0.016 eV and T-0(DCCN (a) over tilde (1)A('))=0.518+/-0.027 eV. For the isocyanocarbene, the two lowest states switch and HCNC has a singlet ground state and an excited triplet state. The electron affinities are EA(HCNC (X) over tilde (1)A('))=1.883+/-0.013 eV and EA((X) over tilde (1)A(') DCNC)=1.877+/-0.010 eV. The term energy for the excited triplet state is T-0(HCNC (a) over tilde (3)A("))=0.050+/-0.028 eV and T-0(DCNC (a) over tilde (3)A("))=0.063+/-0.030 eV. Proton transfer kinetics in a flowing afterglow apparatus were used to re-measure the enthalpy of deprotonation of CH3NC to be Delta(acid)H(298)(CH3NC)=383.6+/-0.6 kcal mol(-1). The acidity/EA thermodynamic cycle was used to deduce D-0(H-CHCN)=104+/-2 kcal mol(-1) [Delta(f)H(0)(HCCN)=110+/-4 kcal mol(-1)] and D-0(H-CHNC)=106+/-4 kcal mol(-1) [Delta(f)H(0)(HCNC)=133+/-5 kcal mol(-1)]. (C) 2002 American Institute of Physics.
- Published
- 2002
8. Negative-ion photoelectron spectroscopy, gas-phase acidity, and thermochemistry of the peroxyl radicals CH3OO and CH3CH2OO
- Author
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Blanksby, Stephen J., Ramond, T. M., Davico, G. E., Nimlos, M. R., Kato, S., Bierbaum, V. M., Lineberger, W. C., Ellison, G. B., Okumura, M., Blanksby, Stephen J., Ramond, T. M., Davico, G. E., Nimlos, M. R., Kato, S., Bierbaum, V. M., Lineberger, W. C., Ellison, G. B., and Okumura, M.
- Abstract
Methyl, methyl-d(3), and ethyl hydroperoxide anions (CH3OO-, CD3OO-, and CH3CH2OO-) have been prepared by deprotonation of their respective hydroperoxides in a stream of helium buffer, gas. Photodetachment with 364 nm (3.408 eV) radiation was used to measure the adiabatic electron affinities: EA[CH3OO, (X) over tilde (2)A"] = 1.161 +/- 0.005 eV, EA[CD3OO, (X) over tilde (2)A"] = 1.154 +/- 0.004 eV, and EA[CH3CH2OO, (X) over tilde (2)A"] = 1.186 +/- 0.004 eV. The photoelectron spectra yield values for the term energies: DeltaE((X) over tilde 2A"-(A) over tilde 2A')[CH3OO] = 0.914 +/- 0.005 eV, DeltaE((X) over tilde (2)A"-(A) over tilde 2A') [CD3OO] = 0.913 +/- 0.004 eV, and DeltaE((X) over tilde (2)A"-(A) over tilde (2)A')[CH3CH2OO] = 0.938 +/- 0.004 eV. A localized RO-O stretching mode was observed near 1100 cm(-1) for the ground state of all three radicals, and low-frequency R-O-O bending modes are also reported. Proton-transfer kinetics of the hydroperoxides have been measured in a tandem flowing afterglow-selected ion flow tube k(FA-SIFT) to determine the gas-phase acidity of the parent hydroperoxides: Delta (acid)G(298)(CH3OOH) = 367.6 +/- 0.7 kcal mol(-1), Delta (acid)G(298)(CD3OOH) = 367.9 +/- 0.9 kcal mol(-1), and Delta (acid)G(298)(CH3CH2OOH) = 363.9 +/- 2.0 kcal mol(-1). From these acidities we have derived the enthalpies of deprotonation: Delta H-acid(298)(CH3OOH) = 374.6 +/- 1.0 kcal mol(-1), Delta H-acid(298)(CD3OOH) = 374.9 +/- 1.1 kcal mol(-1), and Delta H-acid(298)(CH2CH3OOH) = 371.0 +/- 2.2 kcal mol(-1). Use of the negative-ion acidity/EA cycle provides the ROO-H bond enthalpies: DH298(CH3OO-H) 87.8 +/- 1.0 kcal mol(-1), DH298(CD3OO-H) = 87.9 +/- 1.1 kcal mol(-1), and DH298(CH3CH2OO-H) = 84.8 +/- 2.2 kcal mol(-1). We review the thermochemistry of the peroxyl radicals, CH3OO and CH3CH2OO. Using experimental bond enthalpies, DH298(ROO-H), and CBS/APNO ab initio electronic structure calculations for the energies of the corresponding hydroperoxides, we d
- Published
- 2001
9. ChemInform Abstract: Evidences on the Intermediacy of Furoxan in the Flash Vacuum Thermolysis of Some 4‐Nitroisoxazoles.
- Author
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WUNDERLIN, D. A., primary, DAVICO, G. E., additional, and PEREZ, J. D., additional
- Published
- 1992
- Full Text
- View/download PDF
10. Naphthyl Radical: Negative Ion Photoelectron Spectroscopy, Franck−Condon Simulation, and Thermochemistry
- Author
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Ervin, K. M., Ramond, T. M., Davico, G. E., Schwartz, R. L., Casey, S. M., and Lineberger, W. C.
- Abstract
The naphthyl anion (C
10 H7 -, naphthalenide) is prepared in a flow tube reactor by proton transfer between NH2 - and naphthalene (C10 H8 ). The photoelectron spectrum of this anion is measured at a fixed laser wavelength of 364 nm. A single electronic band is observed, corresponding to the neutral naphthyl radical (C10 H7 , naphthalenyl). The Franck−Condon profiles for both 1-naphthyl (α-naphthyl) and 2-naphthyl (β-naphthyl) are simulated on the basis of density functional theory calculations of the vibrational frequencies and normal coordinates. Issues involving Franck−Condon simulations for large polyatomic molecules and Duschinsky rotation are discussed, and improved Franck−Condon simulation algorithms are presented. Comparison of the Franck−Condon simulations with the photoelectron spectrum shows that the observed band is predominantly due to the 1-naphthyl isomer, consistent with previous measurements showing the 1-naphthyl anion as more stable than the 2-naphthyl anion. The observed electron affinity of the 1-naphthyl radical is EA0 (1-C10 H7 ) = 1.403 ± 0.015 eV. On the basis of an evaluation of literature data, the recommended gas-phase acidity of naphthalene is Δacid H298 (1-C10 H7 −H) = 1649 ± 14 kJ/mol and the recommended bond dissociation energy of naphthalene is DH298 (1-C10 H7 −H) = 472 ± 14 kJ/mol.- Published
- 2001
11. Negative-ion photoelectron spectroscopy of CH3S-
- Author
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Schwartz, R. L., Davico, G. E., and Lineberger, W. C.
- Published
- 2000
- Full Text
- View/download PDF
12. An Experimental Study of the Low-Lying Electronic States of WO<INF>2</INF>
- Author
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Davico, G. E., Schwartz, R. L., Ramond, T. M., and Lineberger, W. C.
- Abstract
The 364 nm negative ion photoelectron spectrum of WO
2 - is obtained. The spectrum reveals that four different electronic states are accessed in the neutral molecule following electron detachment. From the rich vibrational structure the vibrational frequencies of the bending and/or symmetric stretching vibrations are measured. The electron affinity is determined to be 1.998(10) − 0.040k eV, where k = 0, 1, or 2. Theoretical calculations have been carried out to determine the geometries, energies, and frequencies of the anion and neutral molecules. These are utilized to generate a simulation of the experimental spectrum. The excellent agreement between the spectrum and the simulation indicates that the changes in geometries upon detachment are well predicted by the theoretical method employed, at least for the two lowest electronic states. In addition, polarization studies enable us to determine the asymmetry parameters for each state and thus confirm the assignments of the electronic states.- Published
- 1999
13. Singlet−Triplet Splittings in CX<INF>2</INF> (X = F, Cl, Br, I) Dihalocarbenes via Negative Ion Photoelectron Spectroscopy
- Author
-
Schwartz, R. L., Davico, G. E., Ramond, T. M., and Lineberger, W. C.
- Abstract
The 364 nm negative ion photoelectron spectra of CF
2 -, CCl2 -, CBr2 -, and CI2 - exhibit transitions to two different electronic states, the 1A1 and 3B1 . The CF2 - spectrum exhibits well-resolved transitions to both electronic states. In the cases of CCl2 -, CBr2 -, and CI2 -, the spectra exhibit extended, partially resolved vibrational progressions and the two states are overlapped, making a direct determination of the origin transition energy not possible. The overlapped spectra show that the singlet−triplet splittings in the heavier halocarbenes are much smaller than for CF2 -. The results of ab initio calculations have been used to generate Franck−Condon simulations of the spectra, which aid in the determination of the band origins. The 1A1 state is found to be the lower state for CF2 , CCl2 , and CBr2 and the electron affinities have been determined to be 0.180 ± 0.020, 1.59 ± 0.07, and 1.88 ± 0.07 eV, respectively. For CI2 , the triplet state is apparently the lower lying state with an electron affinity of 2.09 ± 0.07 eV. The singlet−triplet splitting energy has been determined to be 54 ± 3, 3 ± 3, 2 ± 3, −1 ± 3 kcal/mol for CF2 , CCl2 , CBr2 , and CI2 , respectively. In addition, the bending and symmetric stretching vibrational frequencies have been determined for either one or both states.- Published
- 1999
14. Distinguishing the S<INF>N</INF>2 and the S<INF>N</INF>2 Mechanisms in the Gas Phase
- Author
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Davico, G. E.
- Abstract
The secondary deuterium kinetic isotope effects (KIE) for both mechanisms were calculated by using ab initio results and transition state theory. The S N 2 mechanism shows very inverse (kH /kD < 1) KIEs, smaller than those for the SN 2 pathway. The difference is primarily originated in the vibrational contribution to the KIE, and more specifically the mid-frequency factor. These results suggest that the reaction mechanism can be determined by measuring the KIE.- Published
- 1999
15. ChemInform Abstract: The Gas Phase Ion Chemistry of BH2+.
- Author
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DEPUY, C. H., GAREYEV, R., HANKIN, J., DAVICO, G. E., KREMPP, M., and DAMRAUER, R.
- Published
- 1998
- Full Text
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16. ChemInform Abstract: The Gas Phase Ion Chemistry of BH2+.
- Author
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DEPUY, C. H., GAREYEV, R., HANKIN, J., DAVICO, G. E., KREMPP, M., and DAMRAUER, R.
- Abstract
ChemInform is a weekly Abstracting Service, delivering concise information at a glance that was extracted from about 100 leading journals. To access a ChemInform Abstract of an article which was published elsewhere, please select a “Full Text” option. The original article is trackable via the “References” option.
- Published
- 1998
- Full Text
- View/download PDF
17. Effect of Suboptimal Neuromuscular Control on the Risk of Massive Wear in Total Knee Replacement
- Author
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Cristina Curreli, Francesca Bottin, Marco Viceconti, Giorgio Davico, Viceconti M., Curreli C., Bottin F., and Davico G.
- Subjects
Male ,Reoperation ,medicine.medical_specialty ,0206 medical engineering ,Total knee replacement ,Biomedical Engineering ,02 engineering and technology ,Degeneration (medical) ,Finite element analyse ,03 medical and health sciences ,0302 clinical medicine ,Neuromuscular control ,Risk Factors ,Internal medicine ,medicine ,Humans ,In patient ,Computer Simulation ,Arthroplasty, Replacement, Knee ,Gait Disorders, Neurologic ,Aged, 80 and over ,030222 orthopedics ,Finite element analyses ,business.industry ,In silico methods ,Implant failure ,Muscle activation ,Parkinson Disease ,Articular surface ,020601 biomedical engineering ,Virtual Physiological Human ,Biomechanical Phenomena ,Prosthesis Failure ,Wear predictions ,Cardiology ,Total knee replacements ,In silico method ,business ,Knee Prosthesis ,Failure mode and effects analysis - Abstract
The optimal neuromuscular control (muscle activation strategy that minimises the consumption of metabolic energy) during level walking is very close to that which minimises the force transmitted through the joints of the lower limbs. Thus, any suboptimal control involves an overloading of the joints. Some total knee replacement patients adopt suboptimal control strategies during level walking; this is particularly true for patients with co-morbidities that cause neuromotor control degeneration, such as Parkinson’s Disease (PD). The increase of joint loading increases the risk of implant failure, as reported in one study in PD patients (5.44% of failures at 9 years follow-up). One failure mode that is directly affected by joint loading is massive wear of the prosthetic articular surface. In this study we used a validated patient-specific biomechanical model to estimate how a severely suboptimal control could increase the wear rate of total knee replacements. Whereas autopsy-retrieved implants from non-PD patients typically show average polyethylene wear of 17 mm3 per year, our simulations suggested that a severely suboptimal control could cause a wear rate as high as of 69 mm3 per year. Assuming the risk of implant failure due to massive wear increase linearly with the wear rate, a severely suboptimal control could increase the risk associated to that failure mode from 0.1% to 0.5%. Based on these results, such increase would not be not sufficient to justify alone the higher incidence rate of revision in patients affected by Parkinson’s Disease, suggesting that other failure modes may be involved.
- Published
- 2021
18. Toward a regulatory qualification of real-world mobility performance biomarkers in parkinson's patients using digital mobility outcomes
- Author
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Clemens Becker, Claudia Mazzà, Walter Maetzler, Giorgio Davico, Lynn Rochester, Sabina Hernandez Penna, Judith Garcia-Aymerich, Brian Caulfield, Wilhelmus P. Dartee, Marco Viceconti, Viceconti M., Penna S.H., Dartee W., Mazza C., Caulfield B., Becker C., Maetzler W., Garcia-Aymerich J., Davico G., and Rochester L.
- Subjects
Drug trial ,Computer science ,Movement ,Wearable computer ,Walking ,lcsh:Chemical technology ,Biochemistry ,Analytical Chemistry ,03 medical and health sciences ,0302 clinical medicine ,Regulatory science ,Agency (sociology) ,Humans ,lcsh:TP1-1185 ,In patient ,030212 general & internal medicine ,Electrical and Electronic Engineering ,Instrumentation ,Scope (project management) ,Parkinson Disease ,Atomic and Molecular Physics, and Optics ,First generation ,3. Good health ,Inertial measurement unit ,Risk analysis (engineering) ,Perspective ,Algorithms ,Biomarkers ,030217 neurology & neurosurgery ,Mobility performance - Abstract
Wearable inertial sensors can be used to monitor mobility in real-world settings over extended periods. Although these technologies are widely used in human movement research, they have not yet been qualified by drug regulatory agencies for their use in regulatory drug trials. This is because the first generation of these sensors was unreliable when used on slow-walking subjects. However, intense research in this area is now offering a new generation of algorithms to quantify Digital Mobility Outcomes so accurate they may be considered as biomarkers in regulatory drug trials. This perspective paper summarises the work in the Mobilise-D consortium around the regulatory qualification of the use of wearable sensors to quantify real-world mobility performance in patients affected by Parkinson’s Disease. The paper describes the qualification strategy and both the technical and clinical validation plans, which have recently received highly supportive qualification advice from the European Medicines Agency. The scope is to provide detailed guidance for the preparation of similar qualification submissions to broaden the use of real-world mobility assessment in regulatory drug trials. This work was supported by the Mobilise-D project that has received funding from the Innovative Medicines Initiative 2 Joint Undertaking under grant agreement No. 820820. This Joint Undertaking receives support from the European Union's Horizon 2020 research and innovation program and the European Federation of Pharmaceutical Industries and Associations (EFPIA). Content in this publication reflects the authors’ view and neither IMI nor the European Union, EFPIA, or any Associated Partners are responsible for any use that may be made of the information contained herein.
- Published
- 2020
19. Using Musculoskeletal Models to Estimate in vivo Total Knee Replacement Kinematics and Loads: Effect of Differences Between Models
- Author
-
Cristina Curreli, Francesca Di Puccio, Giorgio Davico, Luca Modenese, Marco Viceconti, Curreli C., Di Puccio F., Davico G., Modenese L., and Viceconti M.
- Subjects
joint contact force ,musculoskeletal diseases ,medicine.medical_specialty ,Histology ,Computer science ,model credibility assessment ,0206 medical engineering ,Total knee replacement ,0699 Other Biological Sciences ,Biomedical Engineering ,Bioengineering ,02 engineering and technology ,Kinematics ,Knee Joint ,03 medical and health sciences ,0302 clinical medicine ,Gait (human) ,Goodness of fit ,0903 Biomedical Engineering ,knee implant kinematic ,medicine ,musculoskeletal modeling ,joint contact forces ,total knee replacement ,Simulation ,Original Research ,1004 Medical Biotechnology ,Bioengineering and Biotechnology ,knee implant kinematics ,020601 biomedical engineering ,Multiscale modeling ,Finite element method ,Orthopedic surgery ,TP248.13-248.65 ,030217 neurology & neurosurgery ,Biotechnology - Abstract
Total knee replacement (TKR) is one of the most performed orthopedic surgeries to treat knee joint diseases in the elderly population. Although the survivorship of knee implants may extend beyond two decades, the poor outcome rate remains considerable. A recent computational approach used to better understand failure modes and improve TKR outcomes is based on the combination of musculoskeletal (MSK) and finite element models. This combined multiscale modeling approach is a promising strategy in the field of computational biomechanics; however, some critical aspects need to be investigated. In particular, the identification and quantification of the uncertainties related to the boundary conditions used as inputs to the finite element model due to a different definition of the MSK model are crucial. Therefore, the aim of this study is to investigate this problem, which is relevant for the model credibility assessment process. Three different generic MSK models available in the OpenSim platform were used to simulate gait, based on the experimental data from the fifth edition of the “Grand Challenge Competitions to Predictin vivoKnee Loads.” The outputs of the MSK analyses were compared in terms of relative kinematics of the knee implant components and joint reaction (JR) forces and moments acting on the tibial insert. Additionally, the estimated knee JRs were compared with those measured by the instrumented knee implant so that the “global goodness of fit” was quantified for each model. Our results indicated that the different kinematic definitions of the knee joint and the muscle model implemented in the different MSK models influenced both the motion and the load history of the artificial joint. This study demonstrates the importance of examining the influence of the model assumptions on the output results and represents the first step for future studies that will investigate how the uncertainties in the MSK models propagate on disease-specific finite element model results.
- Full Text
- View/download PDF
20. Identification of a lumped-parameter model of the intervertebral joint from experimental data.
- Author
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Gould SL, Davico G, Palanca M, Viceconti M, and Cristofolini L
- Abstract
Through predictive simulations, multibody models can aid the treatment of spinal pathologies by identifying optimal surgical procedures. Critical to achieving accurate predictions is the definition of the intervertebral joint. The joint pose is often defined by virtual palpation. Intervertebral joint stiffnesses are either derived from literature, or specimen-specific stiffnesses are calculated with optimisation methods. This study tested the feasibility of an optimisation method for determining the specimen-specific stiffnesses and investigated the influence of the assigned joint pose on the subject-specific estimated stiffness. Furthermore, the influence of the joint pose and the stiffness on the accuracy of the predicted motion was investigated. A computed tomography based model of a lumbar spine segment was created. Joints were defined from virtually palpated landmarks sampled with a Latin Hypercube technique from a possible Cartesian space. An optimisation method was used to determine specimen-specific stiffnesses for 500 models. A two-factor analysis was performed by running forward dynamic simulations for ten different stiffnesses for each successfully optimised model. The optimisations calculated a large range of stiffnesses, indicating the optimised specimen-specific stiffnesses were highly sensitive to the assigned joint pose and related uncertainties. A limited number of combinations of optimised joint stiffnesses and joint poses could accurately predict the kinematics. The two-factor analysis indicated that, for the ranges explored, the joint pose definition was more important than the stiffness. To obtain kinematic prediction errors below 1 mm and 1° and suitable specimen-specific stiffnesses the precision of virtually palpated landmarks for joint definition should be better than 2.9 mm., Competing Interests: The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision., (Copyright © 2024 Gould, Davico, Palanca, Viceconti and Cristofolini.)
- Published
- 2024
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21. Muscle synergy-informed neuromusculoskeletal modelling to estimate knee contact forces in children with cerebral palsy.
- Author
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Rabbi MF, Davico G, Lloyd DG, Carty CP, Diamond LE, and Pizzolato C
- Subjects
- Humans, Child, Biomechanical Phenomena, Male, Muscle, Skeletal physiopathology, Muscle, Skeletal physiology, Female, Models, Biological, Walking physiology, Cerebral Palsy physiopathology, Electromyography, Knee physiopathology, Knee physiology, Knee Joint physiopathology
- Abstract
Cerebral palsy (CP) includes a group of neurological conditions caused by damage to the developing brain, resulting in maladaptive alterations of muscle coordination and movement. Estimates of joint moments and contact forces during locomotion are important to establish the trajectory of disease progression and plan appropriate surgical interventions in children with CP. Joint moments and contact forces can be estimated using electromyogram (EMG)-informed neuromusculoskeletal models, but a reduced number of EMG sensors would facilitate translation of these computational methods to clinics. This study developed and evaluated a muscle synergy-informed neuromusculoskeletal modelling approach using EMG recordings from three to four muscles to estimate joint moments and knee contact forces of children with CP and typically developing (TD) children during walking. Using only three to four experimental EMG sensors attached to a single leg and leveraging an EMG database of walking data of TD children, the synergy-informed approach estimated total knee contact forces comparable to those estimated by EMG-assisted approaches that used 13 EMG sensors (children with CP, n = 3, R
2 = 0.95 ± 0.01, RMSE = 0.40 ± 0.14 BW; TD controls, n = 3, R2 = 0.93 ± 0.07, RMSE = 0.19 ± 0.05 BW). The proposed synergy-informed neuromusculoskeletal modelling approach could enable rapid evaluation of joint biomechanics in children with unimpaired and impaired motor control within a clinical environment., (© 2024. The Author(s).)- Published
- 2024
- Full Text
- View/download PDF
22. Editorial: Cross-disciplinary approaches to characterize gait and posture disturbances in aging and related diseases, Volume II.
- Author
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Tassani S, Belvedere C, Ramírez J, and Davico G
- Abstract
Competing Interests: The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
- Published
- 2024
- Full Text
- View/download PDF
23. Towards a comprehensive biomechanical assessment of the elderly combining in vivo data and in silico methods.
- Author
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Davico G, Labanca L, Gennarelli I, Benedetti MG, and Viceconti M
- Abstract
The aging process is commonly accompanied by a general or specific loss of muscle mass, force and/or function that inevitably impact on a person's quality of life. To date, various clinical tests and assessments are routinely performed to evaluate the biomechanical status of an individual, to support and inform the clinical management and decision-making process (e.g., to design a tailored rehabilitation program). However, these assessments (e.g., gait analysis or strength measures on a dynamometer) are typically conducted independently from one another or at different time points, providing clinicians with valuable yet fragmented information. We hereby describe a comprehensive protocol that combines both in vivo measurements (maximal voluntary isometric contraction test, superimposed neuromuscular electrical stimulation, electromyography, gait analysis, magnetic resonance imaging, and clinical measures) and in silico methods (musculoskeletal modeling and simulations) to enable the full characterization of an individual from the biomechanical standpoint. The protocol, which requires approximately 4 h and 30 min to be completed in all its parts, was tested on twenty healthy young participants and five elderlies, as a proof of concept. The implemented data processing and elaboration procedures allowing for the extraction of several biomechanical parameters (including muscle volumes and cross-sectional areas, muscle activation and co-contraction levels) are thoroughly described to enable replication. The main parameters extracted are reported as mean and standard deviation across the two populations, to highlight the potential of the proposed approach and show some preliminary findings (which were in agreement with previous literature)., Competing Interests: The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest., (Copyright © 2024 Davico, Labanca, Gennarelli, Benedetti and Viceconti.)
- Published
- 2024
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24. Hip-spine relationship: clinical evidence and biomechanical issues.
- Author
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Di Martino A, Geraci G, Brunello M, D'Agostino C, Davico G, Curreli C, Traina F, and Faldini C
- Subjects
- Humans, Spine surgery, Pelvis surgery, Range of Motion, Articular, Retrospective Studies, Arthroplasty, Replacement, Hip adverse effects, Joint Dislocations surgery
- Abstract
The hip-spine relationship is a critical consideration in total hip arthroplasty (THA) procedures. While THA is generally successful in patient, complications such as instability and dislocation can arise. These issues are significantly influenced by the alignment of implant components and the overall balance of the spine and pelvis, known as spinopelvic balance. Patients with alteration of those parameters, in particular rigid spines, often due to fusion surgery, face a higher risk of THA complications, with an emphasis on complications in instability, impingement and dislocation. For these reasons, over the years, computer modelling and simulation techniques have been developed to support clinicians in the different steps of surgery. The aim of the current review is to present current knowledge on hip-spine relationship to serve as a common platform of discussion among clinicians and engineers. The offered overview aims to update the reader on the main critical aspects of the issue, from both a theoretical and practical perspective, and to be a valuable introductory tool for those approaching this problem for the first time., (© 2024. The Author(s).)
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- 2024
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25. Variability of intervertebral joint stiffness between specimens and spine levels.
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Gould SL, Davico G, Liebsch C, Wilke HJ, Cristofolini L, and Viceconti M
- Abstract
Introduction: Musculoskeletal multibody models of the spine can be used to investigate the biomechanical behaviour of the spine. In this context, a correct characterisation of the passive mechanical properties of the intervertebral joint is crucial. The intervertebral joint stiffness, in particular, is typically derived from the literature, and the differences between individuals and spine levels are often disregarded. Methods: This study tested if an optimisation method of personalising the intervertebral joint stiffnesses was able to capture expected stiffness variation between specimens and between spine levels and if the variation between spine levels could be accurately captured using a generic scaling ratio. Multibody models of six T12 to sacrum spine specimens were created from computed tomography data. For each specimen, two models were created: one with uniform stiffnesses across spine levels, and one accounting for level dependency. Three loading conditions were simulated. The initial stiffness values were optimised to minimize the kinematic error. Results: There was a range of optimised stiffnesses across the specimens and the models with level dependent stiffnesses were less accurate than the models without. Using an optimised stiffness substantially reduced prediction errors. Discussion: The optimisation captured the expected variation between specimens, and the prediction errors demonstrated the importance of accounting for level dependency. The inaccuracy of the predicted kinematics for the level-dependent models indicated that a generic scaling ratio is not a suitable method to account for the level dependency. The variation in the optimised stiffnesses for the different loading conditions indicates personalised stiffnesses should also be considered load-specific., Competing Interests: The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision., (Copyright © 2024 Gould, Davico, Liebsch, Wilke, Cristofolini and Viceconti.)
- Published
- 2024
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26. Myobolica: A Stochastic Approach to Estimate Physiological Muscle Control Variability.
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Bersani A, Amankwah M, Calvetti D, Somersalo E, Viceconti M, and Davico G
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- Humans, Male, Computer Simulation, Adult, Markov Chains, Monte Carlo Method, Muscle Contraction physiology, Models, Biological, Female, Biomechanical Phenomena, Young Adult, Algorithms, Stochastic Processes, Muscle, Skeletal physiology, Bayes Theorem, Knee Joint physiology
- Abstract
The inherent redundancy of the musculoskeletal systems is traditionally solved by optimizing a cost function. This approach may not be correct to model non-adult or pathological populations likely to adopt a "non-optimal" motor control strategy. Over the years, various methods have been developed to address this limitation, such as the stochastic approach. A well-known implementation of this approach, Metabolica, samples a wide number of plausible solutions instead of searching for a single one, leveraging Bayesian statistics and Markov Chain Monte Carlo algorithm, yet allowing muscles to abruptly change their activation levels. To overcome this and other limitations, we developed a new implementation of the stochastic approach (Myobolica), adding constraints and parameters to ensure the identification of physiological solutions. The aim of this study was to evaluate Myobolica, and quantify the differences in terms of width of the solution band (muscle control variability) compared to Metabolica. To this end, both muscle forces and knee joint force solutions bands estimated by the two approaches were compared to one another, and against (i) the solution identified by static optimization and (ii) experimentally measured knee joint forces. The use of Myobolica led to a marked narrowing of the solution band compared to Metabolica. Furthermore, the Myobolica solutions well correlated with the experimental data (R
2 = 0.92 , RMSE = 0.3 BW), but not as much with the optimal solution (R2 = 0.82 , RMSE = 0.63 BW). Additional analyses are required to confirm the findings and further improve this implementation.- Published
- 2024
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27. Comparative validation of two patient-specific modelling pipelines for predicting knee joint forces during level walking.
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Princelle D, Davico G, and Viceconti M
- Abstract
Over the past few years, the use of computer models and simulations tailored to the patient's physiology to assist clinical decision-making has increased enormously.While several pipelines to develop personalized models exist, their adoption on a large scale is still limited due to the required niche computational skillset and the lengthy operations required. Novel toolboxes, such as STAPLE, promise to streamline and expedite the development of image-based skeletal lower limb models. STAPLE-generated models can be rapidly generated, with minimal user input, and present similar joint kinematics and kinetics compared to models developed employing the established INSIGNEO pipeline. Yet, it is unclear how much the observed discrepancies scale up and affect joint contact force predictions. In this study, we compared image-based musculoskeletal models developed (i) with the INSIGNEO pipeline and (ii) with a semi-automated pipeline that combines STAPLE and nmsBuilder, and assessed their accuracy against experimental implant data.Our results showed that both pipelines predicted similar total knee joint contact forces between one another in terms of profiles and average values, characterized by a moderately high level of agreement with the experimental data. Nonetheless, the Student t-test revealed statistically significant differences between both pipelines. Of note, the STAPLE-based pipeline required considerably less time than the INSIGNEO pipeline to generate a musculoskeletal model (i.e., 60 vs 160 min). This is likely to open up opportunities for the use of personalized musculoskeletal models in clinical practice, where time is of the essence., Competing Interests: Declaration of Competing Interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2023 The Authors. Published by Elsevier Ltd.. All rights reserved.)
- Published
- 2023
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28. Modeling Human Suboptimal Control: A Review.
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Bersani A, Davico G, and Viceconti M
- Abstract
This review paper provides an overview of the approaches to model neuromuscular control, focusing on methods to identify nonoptimal control strategies typical of populations with neuromuscular disorders or children. Where possible, the authors tightened the description of the methods to the mechanisms behind the underlying biomechanical and physiological rationale. They start by describing the first and most simplified approach, the reductionist approach, which splits the role of the nervous and musculoskeletal systems. Static optimization and dynamic optimization methods and electromyography-based approaches are summarized to highlight their limitations and understand (the need for) their developments over time. Then, the authors look at the more recent stochastic approach, introduced to explore the space of plausible neural solutions, thus implementing the uncontrolled manifold theory, according to which the central nervous system only controls specific motions and tasks to limit energy consumption while allowing for some degree of adaptability to perturbations. Finally, they explore the literature covering the explicit modeling of the coupling between the nervous system (acting as controller) and the musculoskeletal system (the actuator), which may be employed to overcome the split characterizing the reductionist approach.
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- 2023
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29. Magnetic resonance-based hip muscles retrospective analysis shows deconditioning and recovery after total hip arthroplasty surgery.
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Di Martino A, Davico G, Castafaro V, Geraci G, Stefanini N, Tassinari L, Viceconti M, and Faldini C
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- Humans, Retrospective Studies, Muscle, Skeletal surgery, Hip Joint diagnostic imaging, Hip Joint surgery, Hip Joint pathology, Magnetic Resonance Imaging methods, Magnetic Resonance Spectroscopy, Arthroplasty, Replacement, Hip adverse effects, Arthroplasty, Replacement, Hip methods, Osteoarthritis, Hip diagnostic imaging, Osteoarthritis, Hip surgery, Osteoarthritis, Hip pathology
- Abstract
Purpose: The purpose of this study is to estimate the effect of unilateral hip osteoarthritis (OA) on hip muscle volume and fatty infiltration and to evaluate changes of muscles after total hip arthroplasty (THA) surgery., Methods: A retrospective analysis was conducted on patients with unilateral hip OA subjected to THA with perioperative pelvic girdle 1.5 T magnetic resonance imaging (MRI). Thirty-five patients were included. Ten of these have also postoperative MRIs. Medius gluteus (MG) and iliopsoas (IP) muscles were manually segmented on the MRI scans, the corresponding 3D muscle geometries were reconstructed, and the volumes extracted. Muscle quality was assessed using the Goutallier classification on coronal MRI images. Volume and muscle quality differences were calculated between healthy and affected side., Results: Pre-operatively, MG and IP on the affected side presented a mean muscle volume 17.5 ± 18% (p < 0.001) and 14.4 ± 15.8% (p < 0.001) smaller than the healthy counterpart, respectively. Muscles on the affected side showed a significant higher grade of fatty infiltration compared to the healthy side (p < 0.05 for MG; p < 0.001 for IP). At an average follow-up of 13 ± 5.3 months after THA, MG, and IP muscles of the affected hip showed an average 22.8% (p < 0.001) and 28.2% (p < 0.001) volume increase after THA. Also, the healthy side showed a significant increase of muscle volume for IP (17.1% p < 0.001). No significant change for MG muscle was observed., Conclusions: The study demonstrated preoperative reduced muscle volume and higher fatty infiltration at the muscles of the OA hip compared to the contralateral healthy one. A significant positive effect of THA on hip muscle volume was observed. These findings give an interesting insight on muscle deconditioning and recovery in patients undergoing THA., (© 2023. The Author(s) under exclusive licence to SICOT aisbl.)
- Published
- 2023
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30. Intra-operator Repeatability of Manual Segmentations of the Hip Muscles on Clinical Magnetic Resonance Images.
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Davico G, Bottin F, Di Martino A, Castafaro V, Baruffaldi F, Faldini C, and Viceconti M
- Subjects
- Humans, Image Processing, Computer-Assisted methods, Magnetic Resonance Imaging methods, Muscles
- Abstract
The manual segmentation of muscles on magnetic resonance images is the gold standard procedure to reconstruct muscle volumes from medical imaging data and extract critical information for clinical and research purposes. (Semi)automatic methods have been proposed to expedite the otherwise lengthy process. These, however, rely on manual segmentations. Nonetheless, the repeatability of manual muscle volume segmentations performed on clinical MRI data has not been thoroughly assessed. When conducted, volumetric assessments often disregard the hip muscles. Therefore, one trained operator performed repeated manual segmentations (n = 3) of the iliopsoas (n = 34) and gluteus medius (n = 40) muscles on coronal T1-weighted MRI scans, acquired on 1.5 T scanners on a clinical population of patients elected for hip replacement surgery. Reconstructed muscle volumes were divided in sub-volumes and compared in terms of volume variance (normalized variance of volumes - nVV), shape (Jaccard Index-JI) and surface similarity (maximal Hausdorff distance-HD), to quantify intra-operator repeatability. One-way repeated measures ANOVA (or equivalent) tests with Bonferroni corrections for multiple comparisons were conducted to assess statistical significance. For both muscles, repeated manual segmentations were highly similar to one another (nVV: 2-6%, JI > 0.78, HD < 15 mm). However, shape and surface similarity were significantly lower when muscle extremities were included in the segmentations (e.g., iliopsoas: HD -12.06 to 14.42 mm, P < 0.05). Our findings show that the manual segmentation of hip muscle volumes on clinical MRI scans provides repeatable results over time. Nonetheless, extreme care should be taken in the segmentation of muscle extremities., (© 2022. The Author(s).)
- Published
- 2023
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31. Multi-level personalization of neuromusculoskeletal models to estimate physiologically plausible knee joint contact forces in children.
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Davico G, Lloyd DG, Carty CP, Killen BA, Devaprakash D, and Pizzolato C
- Subjects
- Child, Adult, Humans, Aged, Electromyography, Gait physiology, Walking physiology, Biomechanical Phenomena, Models, Biological, Muscle, Skeletal physiology, Knee Joint physiology
- Abstract
Neuromusculoskeletal models are a powerful tool to investigate the internal biomechanics of an individual. However, commonly used neuromusculoskeletal models are generated via linear scaling of generic templates derived from elderly adult anatomies and poorly represent a child, let alone children with a neuromuscular disorder whose musculoskeletal structures and muscle activation patterns are profoundly altered. Model personalization can capture abnormalities and appropriately describe the underlying (altered) biomechanics of an individual. In this work, we explored the effect of six different levels of neuromusculoskeletal model personalization on estimates of muscle forces and knee joint contact forces to tease out the importance of model personalization for normal and abnormal musculoskeletal structures and muscle activation patterns. For six children, with and without cerebral palsy, generic scaled models were developed and progressively personalized by (1) tuning and calibrating musculotendon units' parameters, (2) implementing an electromyogram-assisted approach to synthesize muscle activations, and (3) replacing generic anatomies with image-based bony geometries, and physiologically and physically plausible muscle kinematics. Biomechanical simulations of gait were performed in the OpenSim and CEINMS software on ten overground walking trials per participant. A mixed-ANOVA test, with Bonferroni corrections, was conducted to compare all models' estimates. The model with the highest level of personalization produced the most physiologically plausible estimates. Model personalization is crucial to produce physiologically plausible estimates of internal biomechanical quantities. In particular, personalization of musculoskeletal anatomy and muscle activation patterns had the largest effect overall. Increased research efforts are needed to ease the creation of personalized neuromusculoskeletal models., (© 2022. The Author(s).)
- Published
- 2022
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32. Development of predictive statistical shape models for paediatric lower limb bones.
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Shi B, Barzan M, Nasseri A, Carty CP, Lloyd DG, Davico G, Maharaj JN, Diamond LE, and Saxby DJ
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- Adult, Child, Female, Humans, Imaging, Three-Dimensional methods, Lower Extremity diagnostic imaging, Pelvis, Tibia diagnostic imaging, Femur diagnostic imaging, Models, Statistical
- Abstract
Background and Objective: Accurate representation of bone shape is important for subject-specific musculoskeletal models as it may influence modelling of joint kinematics, kinetics, and muscle dynamics. Statistical shape modelling is a method to estimate bone shape from minimal information, such as anatomical landmarks, and to avoid the time and cost associated with reconstructing bone shapes from comprehensive medical imaging. Statistical shape models (SSM) of lower limb bones have been developed and validated for adult populations but are not applicable to paediatric populations. This study aimed to develop SSM for paediatric lower limb bones and evaluate their reconstruction accuracy using sparse anatomical landmarks., Methods: We created three-dimensional models of 56 femurs, 29 pelves, 56 tibias, 56 fibulas, and 56 patellae through segmentation of magnetic resonance images taken from 29 typically developing children (15 females; 13 ± 3.5 years). The SSM for femur, pelvis, tibia, fibula, patella, haunch (i.e., combined femur and pelvis), and shank (i.e., combined tibia and fibula) were generated from manual segmentation of comprehensive magnetic resonance images to describe the shape variance of the cohort. We implemented a leave-one-out cross-validation method wherein SSM were used to reconstruct novel bones (i.e., those not included in SSM generation) using full- (i.e., full segmentation) and sparse- (i.e., anatomical landmarks) input, and then compared these reconstructions against bones segmented from magnetic resonance imaging. Reconstruction performance was evaluated using root mean squared errors (RMSE, mm), Jaccard index (0-1), Dice similarity coefficient (DSC) (0-1), and Hausdorff distance (mm). All results reported in this abstract are mean ± standard deviation., Results: Femurs, pelves, tibias, fibulas, and patellae reconstructed via SSM using full-input had RMSE between 0.89 ± 0.10 mm (patella) and 1.98 ± 0.38 mm (pelvis), Jaccard indices between 0.77 ± 0.03 (pelvis) and 0.90 ± 0.02 (tibia), DSC between 0.87 ± 0.02 (pelvis) and 0.95 ± 0.01 (tibia), and Hausdorff distances between 2.45 ± 0.57 mm (patella) and 9.01 ± 2.36 mm (pelvis). Reconstruction using sparse-input had RMSE ranging from 1.33 ± 0.61 mm (patella) to 3.60 ± 1.05 mm (pelvis), Jaccard indices ranging from 0.59 ± 0.10 (pelvis) to 0.83 ± 0.03 (tibia), DSC ranging from 0.74 ± 0.08 (pelvis) to 0.90 ± 0.02 (tibia), and Hausdorff distances ranging from 3.21 ± 1.19 mm (patella) to 12.85 ± 3.24 mm (pelvis)., Conclusions: The SSM of paediatric lower limb bones showed reconstruction accuracy consistent with previously developed SSM and outperformed adult-based SSM when used to reconstruct paediatric bones., Competing Interests: Declaration of Competing Interest The authors declared that they do not have any financial and personal relationships with other people or organisations that could inappropriately influence this study., (Copyright © 2022. Published by Elsevier B.V.)
- Published
- 2022
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33. On the use of wearable sensors as mobility biomarkers in the marketing authorization of new drugs: A regulatory perspective.
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Viceconti M, Tome M, Dartee W, Knezevic I, Hernandez Penna S, Mazzà C, Caulfield B, Garcia-Aymerich J, Becker C, Maetzler W, Troosters T, Sharrack B, Davico G, Corriol-Rohou S, and Rochester L
- Abstract
The loss of mobility is a common trait in multiple health conditions (e.g., Parkinson's disease) and is associated with reduced quality of life. In this context, being able to monitor mobility in the real world, is important. Until recently, the technology was not mature enough for this; but today, miniaturized sensors and novel algorithms promise to monitor mobility accurately and continuously in the real world, also in pathological populations. However, before any such methodology can be employed to support the development and testing of new drugs in clinical trials, they need to be qualified by the competent regulatory agencies (e.g., European Medicines Agency). Nonetheless, to date, only very narrow scoped requests for regulatory qualification were successful. In this work, the Mobilise-D Consortium shares its positive experience with the European regulator, summarizing the two requests for Qualification Advice for the Mobilise-D methodologies submitted in October 2019 and June 2020, as well as the feedback received, which resulted in two Letters of Support publicly available for consultation on the website of the European Medicines Agency. Leveraging on this experience, we hereby propose a refined qualification strategy for the use of digital mobility outcome (DMO) measures as monitoring biomarkers for mobility in drug trials., Competing Interests: The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest., (Copyright © 2022 Viceconti, Tome, Dartee, Knezevic, Hernandez Penna, Mazzà, Caulfield, Garcia-Aymerich, Becker, Maetzler, Troosters, Sharrack, Davico, Corriol-Rohou, Rochester and the Mobilise-D Consortium.)
- Published
- 2022
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34. A muscle synergy-based method to estimate muscle activation patterns of children with cerebral palsy using data collected from typically developing children.
- Author
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Rabbi MF, Diamond LE, Carty CP, Lloyd DG, Davico G, and Pizzolato C
- Subjects
- Child, Electromyography methods, Gait physiology, Gait Analysis, Humans, Muscle, Skeletal physiology, Cerebral Palsy
- Abstract
Preparing children with cerebral palsy prior to gait analysis may be a challenging and time-intensive task, especially when large number of sensors are involved. Collecting minimum number of electromyograms (EMG) and yet providing adequate information for clinical assessment might improve clinical workflow. The main goal of this study was to develop a method to estimate activation patterns of lower limb muscles from EMG measured from a small set of muscles in children with cerebral palsy. We developed and implemented a muscle synergy extrapolation method able to estimate the full set of lower limbs muscle activation patterns from only three experimentally measured EMG. Specifically, we extracted a set of hybrid muscle synergies from muscle activation patterns of children with cerebral palsy and their healthy counterparts. Next, those muscle synergies were used to estimate activation patterns of muscles, which were not initially measured in children with cerebral palsy. Two best combinations with three (medial gastrocnemius, semi membranous, and vastus lateralis) and four (lateral gastrocnemius, semi membranous, sartorius, and vastus medialis) experimental EMG were able to estimate the full set of 10 muscle activation patterns with mean (± standard deviation) variance accounted for of 79.93 (± 9.64)% and 79.15 (± 6.40)%, respectively, using only three muscle synergies. In conclusion, muscle activation patterns of unmeasured muscles in children with cerebral palsy can be estimated from EMG measured from three to four muscles using our muscle synergy extrapolation method. In the future, the proposed muscle synergy-based method could be employed in gait clinics to minimise the required preparation time., (© 2022. The Author(s).)
- Published
- 2022
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35. Effect of Suboptimal Neuromuscular Control on the Risk of Massive Wear in Total Knee Replacement.
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Viceconti M, Curreli C, Bottin F, and Davico G
- Subjects
- Aged, 80 and over, Biomechanical Phenomena, Computer Simulation, Humans, Male, Reoperation, Risk Factors, Arthroplasty, Replacement, Knee, Gait Disorders, Neurologic physiopathology, Knee Prosthesis, Parkinson Disease physiopathology, Prosthesis Failure
- Abstract
The optimal neuromuscular control (muscle activation strategy that minimises the consumption of metabolic energy) during level walking is very close to that which minimises the force transmitted through the joints of the lower limbs. Thus, any suboptimal control involves an overloading of the joints. Some total knee replacement patients adopt suboptimal control strategies during level walking; this is particularly true for patients with co-morbidities that cause neuromotor control degeneration, such as Parkinson's Disease (PD). The increase of joint loading increases the risk of implant failure, as reported in one study in PD patients (5.44% of failures at 9 years follow-up). One failure mode that is directly affected by joint loading is massive wear of the prosthetic articular surface. In this study we used a validated patient-specific biomechanical model to estimate how a severely suboptimal control could increase the wear rate of total knee replacements. Whereas autopsy-retrieved implants from non-PD patients typically show average polyethylene wear of 17 mm
3 per year, our simulations suggested that a severely suboptimal control could cause a wear rate as high as of 69 mm3 per year. Assuming the risk of implant failure due to massive wear increase linearly with the wear rate, a severely suboptimal control could increase the risk associated to that failure mode from 0.1% to 0.5%. Based on these results, such increase would not be not sufficient to justify alone the higher incidence rate of revision in patients affected by Parkinson's Disease, suggesting that other failure modes may be involved., (© 2021. The Author(s).)- Published
- 2021
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36. Computational modelling of the scoliotic spine: A literature review.
- Author
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Gould SL, Cristofolini L, Davico G, and Viceconti M
- Subjects
- Humans, Scoliosis, Spine diagnostic imaging
- Abstract
Scoliosis is a deformity of the spine that in severe cases requires surgical treatment. There is still disagreement among clinicians as to what the aim of such treatment is as well as the optimal surgical technique. Numerical models can aid clinical decision-making by estimating the outcome of a given surgical intervention. This paper provided some background information on the modelling of the healthy spine and a review of the literature on scoliotic spine models, their validation, and their application. An overview of the methods and techniques used to construct scoliotic finite element and multibody models was given as well as the boundary conditions used in the simulations. The current limitations of the models were discussed as well as how such limitations are addressed in non-scoliotic spine models. Finally, future directions for the numerical modelling of scoliosis were addressed., (© 2021 The Authors. International Journal for Numerical Methods in Biomedical Engineering published by John Wiley & Sons Ltd.)
- Published
- 2021
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37. Toward a Regulatory Qualification of Real-World Mobility Performance Biomarkers in Parkinson's Patients Using Digital Mobility Outcomes.
- Author
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Viceconti M, Hernandez Penna S, Dartee W, Mazzà C, Caulfield B, Becker C, Maetzler W, Garcia-Aymerich J, Davico G, and Rochester L
- Subjects
- Algorithms, Humans, Movement, Biomarkers, Parkinson Disease diagnosis, Walking
- Abstract
Wearable inertial sensors can be used to monitor mobility in real-world settings over extended periods. Although these technologies are widely used in human movement research, they have not yet been qualified by drug regulatory agencies for their use in regulatory drug trials. This is because the first generation of these sensors was unreliable when used on slow-walking subjects. However, intense research in this area is now offering a new generation of algorithms to quantify Digital Mobility Outcomes so accurate they may be considered as biomarkers in regulatory drug trials. This perspective paper summarises the work in the Mobilise-D consortium around the regulatory qualification of the use of wearable sensors to quantify real-world mobility performance in patients affected by Parkinson's Disease. The paper describes the qualification strategy and both the technical and clinical validation plans, which have recently received highly supportive qualification advice from the European Medicines Agency. The scope is to provide detailed guidance for the preparation of similar qualification submissions to broaden the use of real-world mobility assessment in regulatory drug trials.
- Published
- 2020
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38. The Free Achilles Tendon Is Shorter, Stiffer, Has Larger Cross-Sectional Area and Longer T2 * Relaxation Time in Trained Middle-Distance Runners Compared to Healthy Controls.
- Author
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Devaprakash D, Obst SJ, Lloyd DG, Barrett RS, Kennedy B, Ball I, Adams KL, Collings TJ, Davico G, Hunter A, Vlahovich N, Pease DL, and Pizzolato C
- Abstract
Tendon geometry and tissue properties are important determinants of tendon function and injury risk and are altered in response to ageing, disease, and physical activity levels. The purpose of this study was to compare free Achilles tendon geometry and mechanical properties between trained elite/sub-elite middle-distance runners and a healthy control group. Magnetic resonance imaging (MRI) was used to measure free Achilles tendon volume, length, average cross-sectional area (CSA), regional CSA, moment arm, and T2
* relaxation time at rest, while freehand three-dimensional ultrasound (3DUS) was used to quantify free Achilles tendon mechanical stiffness, Young's modulus, and length normalised mechanical stiffness. The free Achilles tendon in trained runners was significantly shorter and the average and regional CSA (distal end) were significantly larger compared to the control group. Mechanical stiffness of the free Achilles tendon was also significantly higher in trained runners compared to controls, which was explained by the group differences in tendon CSA and length. T2* relaxation time was significantly longer in trained middle-distance runners when compared to healthy controls. There was no relationship between T2* relaxation time and Young's modulus. The longer T2* relaxation time in trained runners may be indicative of accumulated damage, disorganised collagen, and increased water content in the free Achilles tendon. A short free Achilles tendon with large CSA and higher mechanical stiffness may enable trained runners to rapidly transfer high muscle forces and possibly reduce the risk of tendon damage from mechanical fatigue., (Copyright © 2020 Devaprakash, Obst, Lloyd, Barrett, Kennedy, Ball, Adams, Collings, Davico, Hunter, Vlahovich, Pease and Pizzolato.)- Published
- 2020
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39. Best methods and data to reconstruct paediatric lower limb bones for musculoskeletal modelling.
- Author
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Davico G, Pizzolato C, Killen BA, Barzan M, Suwarganda EK, Lloyd DG, and Carty CP
- Subjects
- Adolescent, Anatomic Landmarks, Body Height, Child, Hip Joint anatomy & histology, Humans, Imaging, Three-Dimensional, Linear Models, Lower Extremity diagnostic imaging, Musculoskeletal System diagnostic imaging, Nonlinear Dynamics, Pelvis anatomy & histology, Pelvis diagnostic imaging, Bone and Bones anatomy & histology, Lower Extremity anatomy & histology, Models, Anatomic, Musculoskeletal System anatomy & histology
- Abstract
In biomechanical simulations, generic linearly scaled musculoskeletal anatomies are commonly used to represent children, often neglecting or oversimplifying subject-specific features that may affect model estimates. Inappropriate bone sizing may influence joint angles due to erroneous joint centre identification. Alternatively, subject-specific image-based musculoskeletal models allow for more realistic representations of the skeletal system. To this end, statistical shape modelling (SSM) and morphing techniques may help to reconstruct bones rapidly and accurately. Specifically, the musculoskeletal atlas project (MAP) Client, which employs magnetic resonance imaging (MRI) and/or motion capture data to inform SSM and nonrigid morphing techniques, proved able to accurately reconstruct adult pelvis and femur bones. Nonetheless, to date, the above methods have never been applied to paediatric data. In this study, pelvis, femurs and tibiofibular bones of 18 typically developing children were reconstructed using the MAP Client. Ten different combinations of SSM and morphing techniques, i.e. pipelines, were developed. Generic bone geometries from the gait2392 OpenSim model were linearly scaled for comparisons. Jaccard index, root mean square distance error and Hausdorff distance were computed to quantify reconstruction accuracy. For the pelvis bone, colour maps were produced to identify areas prone to inaccuracies and hip joint centres (HJC) location was compared. Finally, per cent difference between MRI- and MAP-measured left-to-right HJC distances was computed. Pipelines informed by MRI data, alone or in combination with motion capture data, accurately reconstructed paediatric lower limb bones (i.e. Jaccard index > 0.8). Scaled OpenSim geometries provided the least accurate reconstructions. Principal component-based scaling methods produced size-dependent results, which were worse for smaller children.
- Published
- 2020
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40. Increasing level of neuromusculoskeletal model personalisation to investigate joint contact forces in cerebral palsy: A twin case study.
- Author
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Davico G, Pizzolato C, Lloyd DG, Obst SJ, Walsh HPJ, and Carty CP
- Subjects
- Adolescent, Adult, Biomechanical Phenomena, Calibration, Electromyography, Female, Humans, Male, Movement, Tendons physiology, Cerebral Palsy physiopathology, Joints physiopathology, Mechanical Phenomena, Models, Biological, Muscle, Skeletal physiopathology
- Abstract
Background: Cerebral palsy is a complex neuromuscular disorder that affects the sufferers in multiple different ways. Neuromusculoskeletal models are promising tools that can be used to plan patient-specific treatments for cerebral palsy. However, current neuromusculoskeletal models are typically scaled from generic adult templates that poorly represent paediatric populations. Furthermore, muscle activations are commonly computed via optimisation methods, which may not reproduce co-contraction observed in cerebral palsy. Alternatively, calibrated EMG-informed approaches within OpenSim can capture pathology-related muscle activation abnormalities, possibly enabling more feasible estimations of muscle and joint contact forces., Methods: Two identical twin brothers, aged 13, one with unilateral cerebral palsy and the other typically developing, were enrolled in the study. Four neuromusculoskeletal models with increasing subject-specificity were built in OpenSim and CEINMS combining literature findings, experimental motion capture, EMG and MR data for both participants. The physiological and biomechanical validity of each model was assessed by quantifying its ability to track experimental joint moments and muscle excitations., Findings: All developed models accurately tracked external joint moments; however EMG-informed models better tracked muscle excitations compared to neural solutions generated by static optimisation. Calibrating muscle-tendon unit parameters with EMG data allowed for more physiologically plausible joint contact forces estimates. Further scaling the maximal isometric force of muscles with MR-derived muscle volumes did not affect model predictions., Interpretation: Given their ability to identify atypical joint contact forces profiles and accurately reproduce experimental data, calibrated EMG-informed models should be preferred over generic models using optimisation methods in informing the management of cerebral palsy., Competing Interests: Declaration of competing interest All authors declare no conflicts of interest., (Copyright © 2019 Elsevier Ltd. All rights reserved.)
- Published
- 2020
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41. Negative-ion photoelectron spectroscopy, gas-phase acidity, and thermochemistry of the peroxyl radicals CH(3)OO and CH(3)CH(2)OO.
- Author
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Blanksby SJ, Ramond TM, Davico GE, Nimlos MR, Kato S, Bierbaum VM, Lineberger WC, Ellison GB, and Okumura M
- Subjects
- Free Radicals chemistry, Models, Chemical, Thermodynamics, Anions chemistry, Mass Spectrometry methods, Methane analogs & derivatives, Methane chemistry, Peroxides chemistry
- Abstract
Methyl, methyl-d(3), and ethyl hydroperoxide anions (CH(3)OO(-), CD(3)OO(-), and CH(3)CH(2)OO(-)) have been prepared by deprotonation of their respective hydroperoxides in a stream of helium buffer gas. Photodetachment with 364 nm (3.408 eV) radiation was used to measure the adiabatic electron affinities: EA[CH(3)OO, X(2)A' '] = 1.161 +/- 0.005 eV, EA[CD(3)OO, X(2)A' '] = 1.154 +/- 0.004 eV, and EA[CH(3)CH(2)OO, X(2)A' '] = 1.186 +/- 0.004 eV. The photoelectron spectra yield values for the term energies: Delta E(X(2)A' '-A (2)A')[CH(3)OO] = 0.914 +/- 0.005 eV, Delta E(X(2)A' '-A (2)A')[CD(3)OO] = 0.913 +/- 0.004 eV, and Delta E(X(2)A' '-A (2)A')[CH(3)CH(2)OO] = 0.938 +/- 0.004 eV. A localized RO-O stretching mode was observed near 1100 cm(-1) for the ground state of all three radicals, and low-frequency R-O-O bending modes are also reported. Proton-transfer kinetics of the hydroperoxides have been measured in a tandem flowing afterglow-selected ion flow tube (FA-SIFT) to determine the gas-phase acidity of the parent hydroperoxides: Delta(acid)G(298)(CH(3)OOH) = 367.6 +/- 0.7 kcal mol(-1), Delta(acid)G(298)(CD(3)OOH) = 367.9 +/- 0.9 kcal mol(-1), and Delta(acid)G(298)(CH(3)CH(2)OOH) = 363.9 +/- 2.0 kcal mol(-1). From these acidities we have derived the enthalpies of deprotonation: Delta(acid)H(298)(CH(3)OOH) = 374.6 +/- 1.0 kcal mol(-1), Delta(acid)H(298)(CD(3)OOH) = 374.9 +/- 1.1 kcal mol(-1), and Delta(acid)H(298)(CH(3)CH(2)OOH) = 371.0 +/- 2.2 kcal mol(-1). Use of the negative-ion acidity/EA cycle provides the ROO-H bond enthalpies: DH(298)(CH(3)OO-H) = 87.8 +/- 1.0 kcal mol(-1), DH(298)(CD(3)OO-H) = 87.9 +/- 1.1 kcal mol(-1), and DH(298)(CH(3)CH(2)OO-H) = 84.8 +/- 2.2 kcal mol(-1). We review the thermochemistry of the peroxyl radicals, CH(3)OO and CH(3)CH(2)OO. Using experimental bond enthalpies, DH(298)(ROO-H), and CBS/APNO ab initio electronic structure calculations for the energies of the corresponding hydroperoxides, we derive the heats of formation of the peroxyl radicals. The "electron affinity/acidity/CBS" cycle yields Delta(f)H(298)[CH(3)OO] = 4.8 +/- 1.2 kcal mol(-1) and Delta(f)H(298)[CH(3)CH(2)OO] = -6.8 +/- 2.3 kcal mol(-1).
- Published
- 2001
- Full Text
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