Luis Fernando Nicolini

Mr. Luis Fernando Nicolini

orcid

Research Focus & Metrics

Academic Career Length

10Years (2017-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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30 October 2021 in European Spine Journal
Verified
Journal Article
Open access
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LNLuis Fernando Nicolini
Luis Fernando Nicolini
PKPhilipp Kobbe
Philipp Kobbe
JSJana Seggewiß
Jana Seggewiß
JGJohannes Greven
Johannes Greven
MRMarx Ribeiro
Marx Ribeiro
PTPer D. Trobisch
Per D. Trobisch
Purpose: There is a paucity of studies on new vertebral body tethering (VBT) surgical constructs especially regarding their potentially motion-preserving ability. This study analyses their effects on the ROM of the spine. Methods: Human spines (T10-L3) were tested under pure moment in four different conditions: (1) native, (2) instrumented with one tether continuously connected in all vertebrae from T10 to L3, (3) additional instrumented with a second tether continuously connected in all vertebrae from T11 to L3, and (4) instrumented with one tether and one titanium rod (hybrid) attached to T12, L1 and L2. The instrumentation was inserted in the left lateral side. The intersegmental ROM was evaluated using a magnetic tracking system, and the medians were analysed. Please check and confirm the author names and initials are correct. Also, kindly confirm the details in the metadata are correct. The mentioned information is correct Results: Compared to the native spine, the instrumented spine presented a reduction of less than 13% in global ROM considering flexion–extension and axial rotation. For left lateral bending, the median global ROM of the native spine (100%) significantly reduced to 74.6%, 66.4%, and 68.1% after testing one tether, two tethers and the hybrid construction, respectively. In these cases, the L1-L2 ROM was reduced to 68.3%, 58.5%, and 38.3%, respectively. In right lateral bending, the normalized global ROM of the spine with one tether, two tethers and the hybrid construction was 58.9%, 54.0%, and 56.6%, respectively. Considering the same order, the normalized L1-L2 ROM was 64.3%, 49.9%, and 35.3%, respectively. Conclusion: The investigated VBT techniques preserved global ROM of the spine in flexion–extension and axial rotation while reduced the ROM in lateral bending.

19 July 2022 in Medical Engineering & Physics
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Journal Article
Closed access
LNLuis Fernando Nicolini
Luis Fernando Nicolini
ABAgnes Beckmann
Agnes Beckmann
MLMarkus Laubach
Markus Laubach
FHFrank Hildebrand
Frank Hildebrand
PKPhilipp Kobbe
Philipp Kobbe
MSMarcus Stoffel
Marcus Stoffel
We present a systematic and automated stepwise method to calibrate computational models of the spine. For that purpose, a sequential resection study on one lumbar specimen (L2-L5) was performed to obtain the individual contribution of the IVD, the facet joints and the ligaments to the kinematics of the spine. The experimental data was prepared for the calibration procedure in such manner that the FE model could reproduce the average motion of the 10 native spines from former cadaveric studies as well as replicate the proportional change in ROM after removal of a spinal structure obtained in this resection study. A Genetic Algorithm was developed to calibrate the properties of the intervertebral discs and facet joints. The calibration of each ligament was performed by a simple and novel technique that requires only one simulation to obtain its mechanical property. After calibration, the model was capable of reproducing the experimental results in all loading directions and resections.

1 January 2022 in Latin American Journal of Solids and Structures
Verified
Journal Article
Open access
LNLuis Fernando Nicolini
Luis Fernando Nicolini
JGJohannes Greven
Johannes Greven
PKPhilipp Kobbe
Philipp Kobbe
FHFrank Hildebrand
Frank Hildebrand
MSMarcus Stoffel
Marcus Stoffel
EFEduardo Alberto Fancello
Eduardo Alberto Fancello

14 December 2023 in Computers in Biology and Medicine
Verified
Journal Article
Closed access
LNLuis Fernando Nicolini
Luis Fernando Nicolini
RORafael Carreira Oliveira
Rafael Carreira Oliveira
MRMarx Ribeiro
Marx Ribeiro
MSMarcus Stoffel
Marcus Stoffel
Bernd MarkertBernd Markert
Bernd Markert
EFEduardo Alberto Fancello
Eduardo Alberto Fancello

8 January 2025 in Computers in Biology and Medicine
Verified
Journal Article
Open access
MAMatan Atad
Matan Atad
GGGabriel Gruber
Gabriel Gruber
MRMarx Ribeiro
Marx Ribeiro
LNLuis Fernando Nicolini
Luis Fernando Nicolini
RGRobert Graf
Robert Graf
JKJan Kirschke
Jan Kirschke
Accurate calibration of finite element (FE) models is essential across various biomechanical applications, including human intervertebral discs (IVDs), to ensure their reliability and use in diagnosing and planning treatments. However, traditional calibration methods are computationally intensive, requiring iterative, derivative-free optimization algorithms that often take days to converge. This study addresses these challenges by introducing a novel, efficient, and effective calibration method demonstrated on a human L4-L5 IVD FE model as a case study using a neural network (NN) surrogate. The NN surrogate predicts simulation outcomes with high accuracy, outperforming other machine learning models, and significantly reduces the computational cost associated with traditional FE simulations. Next, a Projected Gradient Descent (PGD) approach guided by gradients of the NN surrogate is proposed to efficiently calibrate FE models. Our method explicitly enforces feasibility with a projection step, thus maintaining material bounds throughout the optimization process. The proposed method is evaluated against state-of-the-art Genetic Algorithm (GA) and inverse model baselines on synthetic and in vitro experimental datasets. Our approach demonstrates superior performance on synthetic data, achieving a Mean Absolute Error (MAE) of 0.06 compared to the baselines' MAE of 0.18 and 0.54, respectively. On experimental specimens, our method outperforms the baseline in 5 out of 6 cases. While our approach requires initial dataset generation and surrogate training, these steps are performed only once, and the actual calibration takes under three seconds. In contrast, traditional calibration time scales linearly with the number of specimens, taking up to 8 days in the worst-case. Such efficiency paves the way for applying more complex FE models, potentially extending beyond IVDs, and enabling accurate patient-specific simulations.

21 November 2021 in Journal of Biomechanical Engineering
Verified
Journal Article
Closed access
PDF file
NWNadja Wilmanns
Nadja Wilmanns
ABAgnes Beckmann
Agnes Beckmann
LNLuis Fernando Nicolini
Luis Fernando Nicolini
CHChristian Herren
Christian Herren
RSRolf Sobottke
Rolf Sobottke
MSMarcus Stoffel
Marcus Stoffel
Lumbar Lordotic correction (LLC), the gold standard treatment for Sagittal Spinal malalignment (SMA), and its effect on sagittal balance have been critically discussed in recent studies. This paper assesses the biomechanical response of the spinal components to LLC as an additional factor for the evaluation of LLC. Human lumbar spines (L2L5) were loaded with combined bending moments in Flexion (Flex)/Extension (Ex) or Lateral Bending (LatBend) and Axial Rotation (AxRot) in a physiological environment. We examined the dependency of AxRot range of motion (RoM) on the applied bending moment. The results were used to validate a Finite Element (FE) model of the lumbar spine. With this model, the biomechanical response of the intervertebral discs (IVD) and facet joints under daily motion was studied for different sagittal spinal alignment (SA) postures, simulated by a motion in Flex/Ex direction. Applied bending moments decreased AxRot RoM significantly (all P<0.001). A stronger decline of AxRot RoM for Ex than for Flex direction was observed (all P0.79). During daily motion, the IVD was loaded higher with increasing lumbar lordosis (LL) for all evaluated values at L2L3 and L3L4 and posterior Annulus Stress (AS) at L4L5 (all P<0.0476). The results of this study indicate that LLC with large extensions of LL may not always be advantageous regarding the biomechanical loading of the IVD. This finding may be used to improve the planning process of LLC treatments.