<<

applied sciences

Article An Innovative and Cost-Advantage CAD Solution for Cubitus Varus Surgical Planning in Children

Leonardo Frizziero 1,* , Gian Maria Santi 1 , Christian Leon-Cardenas 1, Giampiero Donnici 1 , Alfredo Liverani 1 , Francesca Napolitano 1, Paola Papaleo 1, Curzio Pagliari 1, Diego Antonioli 2, Stefano Stallone 2 , Giovanni Luigi Di Gennaro 2, Giovanni Trisolino 2 and Paola Zarantonello 2

1 Department of Industrial Engineering, Alma Mater Studiorum University of Bologna, 40136 Bologna, Italy; [email protected] (G.M.S.); [email protected] (C.L.-C.); [email protected] (G.D.); [email protected] (A.L.); [email protected] (F.N.); [email protected] (P.P.); [email protected] (C.P.) 2 Paediatric Orthopaedics and Traumatology, IRCCS—Istituto Ortopedico Rizzoli (Rizzoli Ortopaedic Institute), 40136 Bologna, Italy; [email protected] (D.A.); [email protected] (S.S.); [email protected] (G.L.D.G.); [email protected] (G.T.); [email protected] (P.Z.) * Correspondence: [email protected]

Abstract: The study of CAD (computer aided design) modeling, design and manufacturing tech- niques has undergone a rapid growth over the past decades. In medicine, this development mainly concerned the dental and maxillofacial sectors. Significant progress has also been made in orthope- dics with pre-operative CAD simulations, printing of bone models and production of patient-specific   instruments. However, the traditional procedure that formulates the surgical plan based exclusively on two-dimensional images and interventions performed without the aid of specific instruments for Citation: Frizziero, L.; Santi, G.M.; the patient and is currently the most used surgical technique. The production of custom-made tools Leon-Cardenas, C.; Donnici, G.; for the patient, in fact, is often expensive and its use is limited to a few hospitals. The purpose of this Liverani, A.; Napolitano, F.; Papaleo, study is to show an innovative and cost-effective procedure aimed at prototyping a custom-made P.; Pagliari, C.; Antonioli, D.; Stallone, surgical guide for address the cubitus on a pediatric patient. The cutting guides S.; et al. An Innovative and were obtained through an additive manufacturing process that starts from the 3D digital model of Cost-Advantage CAD Solution for Cubitus Varus Surgical Planning in the patient’s bone and allows to design specific models using Creo Parametric. The result is a tool Children. Appl. Sci. 2021, 11, 4057. that adheres perfectly to the patient’s bone and guides the surgeon during the procedure. https://doi.org/10.3390/app11094057 The low cost of the methodology described makes it worth noticing by any health institution.

Academic Editor: Lapo Governi Keywords: cutting guides; preoperative simulation; CAD Modeling; 3D Printing; pediatric orthope- dics; surgery and diagnostics Received: 23 March 2021 Accepted: 20 April 2021 Published: 29 April 2021 1. Introduction Publisher’s Note: MDPI stays neutral In the last few decades, the development of techniques and materials has allowed with regard to jurisdictional claims in great advances in various fields of technology; medicine, in particular orthopedics, is published maps and institutional affil- among the sectors that have benefited most from it. The term computer assisted orthopedic iations. surgery (CAOS) synthetically denotes a large group of applications in the orthopedic field that use computers in order to make surgical procedures less invasive, more effective, safe and reliable [1–3]. The custom-made surgical guides are cutting tools made to measure for the patient. Copyright: © 2021 by the authors. In the orthopedic field, they help the surgeon by facilitating osteotomy bone cutting in Licensee MDPI, Basel, Switzerland. highly complex surgical interventions. To date, most surgical operations are performed This article is an open access article freehand and their success is strongly correlated to the skill and experience of the surgeon. distributed under the terms and The use of surgical guides allows you to cut the bone in a very specific direction. In this conditions of the Creative Commons way, the operation is completely constrained and therefore can be carried out easily even Attribution (CC BY) license (https:// by less experienced surgeons. In addition, research conducted by Ballard et al. has shown creativecommons.org/licenses/by/ 4.0/). that the use of surgical guides in orthopedics allows a reduction in intervention times and,

Appl. Sci. 2021, 11, 4057. https://doi.org/10.3390/app11094057 https://www.mdpi.com/journal/applsci Appl. Sci. 2021, 11, 4057 2 of 14

consequently, a reduction in the necessary costs [4]. This research considers 21 orthopedic cases (Table1, Figure1, Reproduced with permission from Ballard, D. et al., Copyright publisher, 2020).

Table 1. Reduction of time in the operating room following the use of cutting guides. The negative values in the “Operative minutes saved” column denote minutes saved while positive values denote added time with the 3D printed construct.

Operative Minutes Saved in Patients in Study Experimental Groups Patients in Control Group Experimental Group Compared to Control Group 1 Zhang et al. [5] 78 11 11 2 Hsu et al. [6] −12 42 29 3 Chareancholvanich et al. [7] −5.1 40 40 4 Abane et al. [8] −6.3 59 67 5 Barrack et al. [9] −11 100 100 6 Barrett et al. [10] −5.2 66 86 7 Boonen et al. [11] −10 39 40 8 Boonen et al. [12] −5 90 90 9 Ferrara et al. [13] −22.3 15 15 10 Gan et al. [14] −15 35 35 11 Hamilton et al. [15] 4.3 26 26 12 Kassab and Pietrzak, [16] −16.7 270 595 13 Kerens et al. [17] 5 30 30 14 Nankivell et al. [18] −4 40 45 15 Noble et al. [19] −6.7 19 15 16 Nunley et al. [20] −12.1 57 57 17 Pfitzner et al. [21] −15.5 60 30 18 Pietsch et al. [22] −12 40 40 19 Rathod et al. [23] −18 15 14

Appl.20 Sci. 2021, 11, Rensonx FOR PEER et al. REVIEW [24] −8.9 71 60 3 of 15 21 Roh et al. [25] 12.8 50 50

Mean (median) −12 (−10) 56 (40) 70 (40)

FigureFigure 1. 1. Cost-savingsCost-savings from from operative operative room room time. time. The Thestudy study included included 21 orthopedic 21 orthopedic cases casesand 4 and maxillofacial4 maxillofacial cases cases (n (n= 25). = 25).

1.1. Cubitus Varus Syndrome Cubit varus is a deformation of the caused by a deviation of the forearm in- wards. This deformation can have a congenital or acquired origin. Among the main causes of acquired cubitus varus is the supracondylar fracture of the humerus. Cubitus varus following supracondylar humerus fracture in children consists of varus deformity, hyper- extension and internal rotation of the distal humerus bone fragment [26–29]. The slight forms of cubit do not alter the functionality of the elbow and are mainly a problem of an aesthetic nature. Conversely, severe forms of cubitus varus can cause func- tional elbow disorders (Figure 2).

(a) (b) (c) Figure 2. Deformity of the varus cubitus in the left elbow (a). The inclination angle is 15 varus (b) and 25 (c) respectively.

1.2. Cutting Guides for Surgery Below are some representative examples of custom-made orthopedic surgical guides taken from the literature, analyzing their peculiar characteristics. All the surgical guides analyzed were made for pediatric patients suffering from cubitus varus deformity. A study conducted by Tricot et al. [30] led to the fabrication of a real acrylic model of an osteotomy template [30]. A model of the patient’s humerus was created by rapid pro- totyping using a 3D-plaster printing based on the CT scanner data. The guides were cre- ated by the contact of the prototypes with one unique possible position. The surgical guide made by Zhang et al. [31] was also made in acrylate resin and printed with the stereo- lithography rapid prototyping technique (SLA) (Figure 3a) [31]. Invented in the 1980s, it Appl. Sci. 2021, 11, x FOR PEER REVIEW 3 of 15

Appl. Sci. 2021, 11, 4057 3 of 14

The innovative methodology with the use of surgical guides provides for preoperative CAD planning aimed at identifying the cutting plans and, consequently, at verifying the

positioning of the guide. Finally, the 3D printed bone model allowed to simulate the Figurepositioning 1. Cost-savings of the guide from beforeoperative the room actual time. surgery The study is performed. included 21 orthopedic cases and 4 maxillofacial cases (n = 25). 1.1. Cubitus Varus Syndrome 1.1. CubitusCubit Varus varus Syndrome is a deformation of the elbow caused by a deviation of the forearm inwards.Cubit Thisvarus deformation is a deformation can have of the a congenitalelbow caused or acquiredby a deviation origin. of Among the forearm the main in- wards.causes This of acquired deformation cubitus can varushave a is congenital the supracondylar or acquired fracture origin. of Among the humerus. the main Cubitus causes ofvarus acquired following cubitus supracondylar varus is the humerussupracondyla fracturer fracture in children of the consists humerus. of varus Cubitus deformity, varus followinghyperextension supracondylar and internal humerus rotation fracture of the in distal children humerus consists bone of varus fragment deformity, [26–29]. hyper- extensionThe and slight internal forms rotation of cubit doof the not distal alter thehumerus functionality bone fragment of the elbow [26–29]. and are mainly a problemThe slight of anforms aesthetic of cubit nature. do not Conversely, alter the functionality severe forms of the of cubituselbow and varus are canmainly cause a problemfunctional of an elbow aesthetic disorders nature. (Figure Conversely,2). severe forms of cubitus varus can cause func- tional elbow disorders (Figure 2).

(a) (b) (c)

FigureFigure 2. 2. DeformityDeformity of of the the varus varus cubitus cubitus in in the the left left elbow elbow (a). (a The). The inclination inclination angle angle is 15 is 15varus varus (b) ( b) andand 25 25 (c (c) )respectively. respectively.

1.2.1.2. Cutting Cutting Guides Guides for for Surgery Surgery BelowBelow are are some some representative representative examples examples of of custom-made custom-made orthopedic orthopedic surgical surgical guides guides takentaken from from the the literature, literature, analyzing analyzing their their peculiar peculiar characteristics. characteristics. All All the the surgical surgical guides guides analyzedanalyzed were were made made for for pediatric pediatric patients patients suffering suffering from from cubitus cubitus varus varus deformity. deformity. AA study study conducted conducted by by Tricot Tricot et et al. al. [30] [30 led] led to tothe the fabrication fabrication of a of real a real acrylic acrylic model model of anof osteotomy an osteotomy template template [30]. [ 30A ].model A model of the of patient’s the patient’s humerus humerus was created was created by rapid by rapidpro- totypingprototyping using using a 3D-plaster a 3D-plaster printing printing based based on the on CT the scanner CT scanner data.data. The guides The guides were werecre- atedcreated by the by contact the contact of the of prototypes the prototypes with on withe unique one unique possible possible position. position. The surgical The surgical guide madeguide by made Zhang by et Zhang al. [31] et al.was [31 also] was made also in made acrylate in acrylateresin and resin printed and printedwith the with stereo- the stereolithography rapid prototyping technique (SLA) (Figure3a) [ 31]. Invented in the lithography rapid prototyping technique (SLA) (Figure 3a) [31]. Invented in the 1980s, it 1980s, it was the first 3D printing technology in the world and is still one of the most popular technologies on a professional level. Stereolithography uses a laser to polymerize the liquid resin into hardened plastic. The template made by Murase et al. [28] was designed based on a preoperative three-dimensional computer simulation with use of commercially available software (Bone Viewer and Bone Simulator; Orthree, Osaka, Japan) and was produced as a plastic model with use of rapid prototyping technology and medical-grade resin. Two metal osteotomy slits and four metal sleeves are mounted on the template (Figure3b) [28]. Appl. Sci. 2021, 11, x FOR PEER REVIEW 4 of 15

was the first 3D printing technology in the world and is still one of the most popular tech- nologies on a professional level. Stereolithography uses a laser to polymerize the liquid resin into hardened plastic. The template made by Murase et al. [28] was designed based on a preoperative three- dimensional computer simulation with use of commercially available software (Bone Appl. Sci. 2021, 11, 4057 Viewer and Bone Simulator; Orthree, Osaka, Japan) and was produced as a plastic model4 of 14 with use of rapid prototyping technology and medical-grade resin. Two metal osteotomy slits and four metal sleeves are mounted on the template (Figure 3b) [28].

(a) (b)

FigureFigure 3. 3. TheThe osteotomy osteotomy template template made made by by Murase Murase et etal. al. [28] [28 (2014):] (2014): (a) ( atwo) two metal metal osteotomy osteotomy slits slits andand (b (b) )four four metal metal sleeves sleeves are are mounted. mounted.

TheThe surgical surgical guides guides made made by byHu Hu et al. et were al. were printed printed using using polylactic polylactic acid (PLA) acid (PLA)(Fig- ure(Figure 4a) [32]4a) and [ 32, 33[33].]. TheThe PLAPLA guidesguides areare printedprinted using thermoplastic material material deposition deposition technologytechnology (FDM-Fused (FDM-Fused Deposition Deposition Modelling Modelling or or FFF-Fused FFF-Fused filament filament fabrication), fabrication), which which isis the the most most used used method method as as it it is is economical, economical, reproducible reproducible and and versatile. versatile. FDM FDM printers printers ◦ ◦ basicallybasically consist consist of of a nozzle a nozzle that that heats heats up upto 200 to 200°C –250C–250 °C dependingC depending on the on material the material and extrudesand extrudes a plastic a plastic filament filament depositing depositing it layer it layerby layer by layeron a onheated a heated bed. bed.This Thismaterial material has ◦ printinghas printing temperatures temperatures between between 200 and 200 220° and and 220 it andis not it toxic. is not However, toxic. However, its glass its transi- glass ◦ tiontransition temperature temperature of 55–65 of °C 55–65 makesC makesit deformab it deformablele at high at temperatures high temperatures [33]. In [33 fact,]. In once fact, theonce print the is print finished, is finished, the piece the must piece undergo must undergo a sterilization a sterilization process processin order into orderbe used to in be theused operating in the operating room. There room. are There several are severalsteriliza sterilizationtion methods methods available available in hospitals. in hospitals. The mostThe mostcommon common are sterilization are sterilization in an inautoclave, an autoclave, gas plasma gas plasma and ethylene and ethylene oxide oxide(EtO). (EtO). The sterilizationThe sterilization in an inautoclave an autoclave is the ismost the common most common method method of sterilization of sterilization because because it is in- it ◦ expensiveis inexpensive and non-toxic. and non-toxic. It involves It involves temper temperaturesatures between between 121 and 121 134 and °C 134 underC underpres- sure.pressure. The higher The higher temperatures temperatures used usedin the in proc theess process could could theoretically theoretically affect affect the structure the struc- ture of prints, especially those made from PLA with lower glass transition temperatures. of prints, especially those made from PLA with lower glass transition temperatures.◦ Eth- yleneEthylene oxide oxide is a gas is a frequently gas frequently used used for low for lowtemperature temperature sterilization sterilization (54 (54°C), C),but butdue due to to its high toxicity it requires cycles of up to 14 h mainly for washing with air. The gas its high toxicity it requires cycles of up to 14 h mainly for washing◦ with air. The gas plasma usesplasma hydrogen uses hydrogen peroxide peroxide and temperatures and temperatures of 37–44 of °C. 37–44 It representsC. It represents one of one the of most the mostad- advanced techniques for sterilization: it consists in the application of hydrogen peroxide vanced techniques for sterilization: it consists in the application of hydrogen peroxide in in the gaseous state in the presence of a strong electric field. This brings the peroxide to the gaseous state in the presence of a strong electric field. This brings the peroxide to the the plasma state by stripping electrons and generating free radicals. The radicals have a plasma state by stripping electrons and generating free radicals. The radicals have a high high germicidal capacity and considerably damage cell membranes. However, bacterial germicidal capacity and considerably damage cell membranes. However, bacterial growth was observed on cylinders printed in PLA using a 3D printer with a filling density growth was observed on cylinders printed in PLA using a 3D printer with a filling density of 12% and sterilized with hydrogen peroxide. Therefore, the use of plasma gas for the of 12% and sterilized with hydrogen peroxide. Therefore, the use of plasma gas for the sterilization of PLA surgical guides is not recommended. Otherwise, in order to avoid the sterilization of PLA surgical guides is not recommended. Otherwise, in order to avoid the risk of contamination during the sterilization process, a filling density of 100% should be risk of contamination during the sterilization process, a filling density of 100% should be used when molding the surgical guides [34]. It follows that the use of PLA as a printing material for surgical guides is not particularly convenient. The surgical guides made by Barbier et al. [35] were printed in biocompatible polyamide material by selective laser sintering (Figure4b) [ 36]. PA12 (Poliammide 12, Nylon 12) is a polyamide synthetic fiber commonly used for 3D printing in the medical field. It is charac- terized by high thermal and mechanical resistance; therefore, it is suitable for producing functional prototypes. Selective Laser Sintering (SLS) is preferred as a material printing technique. It is an additive manufacturing technology that uses a high-powered laser to sinter small particles of polymer powder and transform them into a solid structure based on a 3D model [36–38]. Nylon can withstand high temperatures. The sterilization of the prototypes in an autoclave is therefore allowed. Appl. Sci. 2021, 11, x FOR PEER REVIEW 5 of 15

used when molding the surgical guides [34]. It follows that the use of PLA as a printing material for surgical guides is not particularly convenient. The surgical guides made by Barbier et al. [35] were printed in biocompatible poly- amide material by selective laser sintering (Figure 4b) [36]. PA12 (Poliammide 12, Nylon 12) is a polyamide synthetic fiber commonly used for 3D printing in the medical field. It is characterized by high thermal and mechanical resistance; therefore, it is suitable for producing functional prototypes. Selective Laser Sintering (SLS) is preferred as a material printing technique. It is an additive manufacturing technology that uses a high-powered Appl. Sci. 2021, 11, 4057 laser to sinter small particles of polymer powder and transform them into5 of a 14solid structure based on a 3D model [36–38]. Nylon can withstand high temperatures. The sterilization of the prototypes in an autoclave is therefore allowed.

(a) (b)

Figure 4. (a) CuttingFigure guides4. (a) Cutting printed guides in medical printed polylactic in medical acid polylactic (PLA) material acid (PLA) and ( bmaterial) in polyamide and (b) in polyam- biocompatibleide material. biocompatible material.

Ultimately, theUltimately, custom-made the custom-made surgical guides surgical made to guides date differ made in to design date procedure,differ in design proce- constructiondure, materials, construction printing materials, technology printing and sterilization technology method. and sterilization The most method. used pro- The most used grams for 3Dprograms simulation for and 3D mask simulation design areand not mask available design for are free not use available (Materialize for free Mimics, use (Materialize Bone ViewerMimics, and Bone Bone Simulator). Viewer and In recent Bone years,Simulator). the materials In recent mainly years, usedthe materials for printing mainly used for the cutting guidesprinting are the PLA cutting and Nylon.guides PLAare PLA is widely and Nylon. used for PLA its is low widely cost andused extreme for its low cost and printing simplicity.extreme However, printing itsimplicity. is not suitable However, for use it at is high not suitable temperatures. for use An at alternativehigh temperatures. An is Nylon PA12,alternative which shows is Nylon the best PA12, thermal which characteristics, shows the best but thermal its production characteristics, is complex but its produc- because it is madetion is withcomplex SLS technology.because it is made with SLS technology. The goal of thisThe research goal of this is to research design anis innovativeto design an custom-made innovative custom-made cutting guide cutting that guide that can gather thecan advantages gather the that advantages emerged fromthat theemerged study from of the the surgical study guides of the made surgical to date. guides made to The central focusdate. of The the central entire workfocus carried of the outentire is representedwork carried by out the is precious represented collaboration by the precious col- between the Departmentlaboration between of Industrial the Department Engineering of (DIN) Industri of theal Engineering University of (DIN) Bologna of the and University of the Rizzoli OrthopedicBologna and Institute the Rizzoli (IOR) Orthopedi of Bologna,c Institute aimed at (IOR) identifying of Bologna, useful aimed engineering at identifying useful tools to be appliedengineering to medical tools field.to be applied to medical field. 2. Materials and Methods 2. Materials and Methods 2.1. Study Design and Clinical Case The case2.1. of Study a unilateral Design post-traumatic and Clinical Case cubitus varus deformity is examined below. The pediatric patient in question has clinical varus in the left forearm of about 15–18◦. The therapyThe to be case followed of a unilateral is exclusively post-traumatic surgical cubitus and consists varus ofdeformity a corrective is examined os- below. teotomy withThe the pediatric removal ofpatient a bone in wedge,question followed has clinical by a varus period in of the physiotherapy. left forearm of about 15–18°. In traditionalThe orthopedic therapy procedures,to be followed during is exclusively the surgical surgical operation and consists it can be of difficult a corrective osteot- to accuratelyomy check with the the angle removal of correction of a bone due wedge, to the reducedfollowed visibility by a period of the of interventionphysiotherapy. area. For this reason,In traditional the degree orthopedic of correction procedures, often has to during be adjusted the surgical several operation times during it can be difficult surgery andto this accurately can cause check a prolongation the angle of of correction the operative due phasesto the reduced with related visibility complica- of the intervention tions and a higharea. riskFor this of incurring reason, the unsatisfactory degree of correction clinical often results. has Accurate to be adjusted preoperative several times during planning using the CAOS system, Software Systems for Structural Optimization, Springer, and the creation of patient-specific instruments (PSI) such as surgical guides are therefore necessary in order to achieve an accurate anatomical correction for cubitus varus deformity.

2.2. Computer Aided Surgical Simulation The starting point is the generation of the 3D Digital Model of the bone from the tomographic images (CT). The software used were Invesalius (v. 3.1), MeshLab (v. 2016.12) and Meshmixer (v. 2017). Invesalius is an open-source software for reconstruction of computed tomography and magnetic resonance images. MeshLab and Meshmixer are graphic software used to correct any mesh irregularities [39–44]. The process from CT to 3D digital model is illustrated in Figure5. The surgery is planned using the 3D generated model. In this work, the parametric software used to perform the simulation is Creo Parametric (v.6), made by PTC, 121 Seaport Appl. Sci. 2021, 11, x FOR PEER REVIEW 6 of 15

surgery and this can cause a prolongation of the operative phases with related complica- tions and a high risk of incurring unsatisfactory clinical results. Accurate preoperative planning using the CAOS system, Software Systems for Structural Optimization, Springer, and the creation of patient-specific instruments (PSI) such as surgical guides are therefore necessary in order to achieve an accurate anatomical correction for cubitus varus deformity.

2.2. Computer Aided Surgical Simulation

Appl. Sci. 2021, 11, 4057 The starting point is the generation of the 3D Digital Model of the bone from 6the of 14 tomographic images (CT). The software used were Invesalius (v. 3.1), MeshLab (v. 2016.12) and Meshmixer (v. 2017). Invesalius is an open-source software for reconstruc- tion of computed tomography and magnetic resonance images. MeshLab and Meshmixer areBoulevard, graphic software Boston, used MA, 02210.to correct Parametric any mesh software irregularities is the ideal[39–44]. choice The if process you plan from to makeCT toquick 3D digital changes model to the is illustrated project, even in Figure during 5. construction, as in the case of simulations.

Tomographic images Setting the density range Mesh generation

Mesh cleaning with 3D digital model MeshLab optimized

Figure 5. From CT to 3D DigitalFigure Model. 5. From CT to 3D Digital Model.

TheBased surgery on the is planned theoretical using guidelines the 3D providedgenerated by model. the doctors, In this thework, engineers the parametric simulated softwarethe interventions used to perform and the the results simulation that can is beCr achievedeo Parametric during (v.6), the operation.made by PTC, If these 121 resultsSea- portdo Boulevard, not meet the Boston, surgeons’ MA, expectations, 02210. Parametric it is possible software to regenerateis the ideal thechoice model if you and plan proceed to makewith quick the identification changes to the of project, the best even solution during to beconstruction, achieved. Ultimately, as in the case the of preview simulations. knowl- edgeBased of the on result the theoretical of the operation guidelines gives provi riseded to a by relevant the doctors, tool that the favors engineers the identification simulated theof interventions the most suitable and the surgical results strategy that can in be relation achieved to theduring case the analyzed operation. (Figure If these6). results do not Themeet simulation the surgeons' of correctiveexpectations, osteotomy it is possible also hasto regenerate the purpose the of model identifying and proceed the cut- withting the planes identification to be used of for the the best sizing solution of the to surgical be achieved. guide. InUltimately, the case analyzed,the preview it is knowledgeconsidered of that: the result of the operation gives rise to a relevant tool that favors the iden- tificationX The of planethe most of the suitable distal osteotomy,surgical strategy approximately in relation parallel to the to case the analyzed distal articular (Figure surface, 6). Theis simulation placed approximately of corrective 10 osteotomy mm above also the has olecranon the purpose fossa; of identifying the cutting ◦ planesX toThe be proximal used for osteotomythe sizing of plane the surgical forms an guide. angle In of the 22 casewith analyzed, the distal it osteotomy is considered plane. that: 2.3. Surgical The Guide plane Planning of the distal osteotomy, approximately parallel to the distal articu- Beforelar proceeding surface, is with placed the approximat CAD designely of 10 the mm cutting above guide, the olecranon it is necessary fossa; a compari- son between The engineers proximal and osteotomy surgeons plane in order forms to an outline angle the of 22° guidelines with the to distal be followed osteotomy for a correct configurationplane. of the mask. To this end, it was useful to print the 3D model of the bone on which the cut is to be made. This model can be printed in PLA since the print is not intended for use in the operating room and sterilization is not required. Using small quantities of wax or plasticine it is possible to make a preliminary re- production of the surgical guide. In this way, surgeons can communicate their ideas, highlighting the crucial points that need to pay particular attention when designing the cutting template (Figure7). During this phase, the choice of blades to be inserted in the surgical motor and of the pins to be used for fixing the guide is also made. In the case in question, blades were chosen with a cutting thickness of 1.04 mm and with an edge size of 17.2 mm. The chosen pins have a diameter of 1.80 mm. The choice of the blades and pins to be used and the verification of the oscillatory motion performed by the blade when the drill is in operation, are fundamental for the choice of the dimensions and tolerances to be used in the design of the notches, necessary for the passage of the blades and holes, necessary for the passage of the pins. Appl. Sci. 2021, 11, x FOR PEER REVIEW 7 of 15 Appl. Sci. 2021, 11, 4057 7 of 14

SIMULATION PROCESS

Appl. Sci. 2021, 11, x FOR PEER REVIEW 8 of 15

FigureFigure 6. 6. ComputerComputer Aided Aided Surgical Surgical Simulation Simulation with with Creo Creo Parametric. Parametric.

2.3. Surgical Guide Planning Before proceeding with the CAD design of the cutting guide, it is necessary a com- parison between engineers and surgeons in order to outline the guidelines to be followed for a correct configuration of the mask. To this end, it was useful to print the 3D model of the bone on which the cut is to be made. This model can be printed in PLA since the print is not intended for use in the operating room and sterilization is not required. Using small quantities of wax or plasticine it is possible to make a preliminary repro- duction of the surgical guide. In this way, surgeons can communicate their ideas, high- lighting the crucial points that need to pay particular attention when designing the cutting template (Figure 7). During this phase, the choice of blades to be inserted in the surgical motor and of the pins to be used for fixing the guide is also made. In the case in question, blades were chosen with a cutting thickness of 1.04 mm and with an edge size of 17.2 mm. The chosen pins have a diameter of 1.80 mm.

The choice of the blades and pins to be used and the verification of the oscillatory (a) motion performed by the blade when the drill( bis) in operation, are fundamental for the Figure 7. Surgical GuideFigure Planning:choice 7. Surgical of (a )the Preliminary Guidedimensions Planning: reproduction and (a tolerances) Preliminary of the surgical to reproduction be used guide in made the of thedesign with surgical wax; of the (guideb) Choicenotches, made of with bladesnecessary to be used during the operationwax;for (b )the Choice and passage sizing of blades of of the the to notches. beblades used andduring holes, the operationnecessary and for sizing the passage of the notches. of the pins.

2.4. CAD Design of the Surgical Guide The next step is to design the cut guide outlined, using the Creo Parametric CAD software (v6), made by PTC, 121 Seaport Boulevard, Boston, MA, 02210. The cutting guide must adhere perfectly to the surface of the bone. For this reason, its design traced the exact shape of the bone faithfully. On the surgical guide, it is possible to generate the holes for the passage of the pins. A diameter of 2.10 mm was chosen for the holes. This measure was identified after several prints aimed at choosing the right tolerance margin. The cutting planes found in the preoperative simulation phase identify the position of the inserts that are made to facilitate the passage of the blades during surgery. The blades chosen during the design phase have a thickness of 1.04 mm; therefore, considering a tolerance margin, notches are made with a thickness of 1.08 mm (Figure 8).

(a) (b)

Figure 8. Design of the custom-made cutting guide performed on Creo Parametric: (a) from above; (b) from below.

2.5. 3D Printing of the Surgical Guide Appl. Sci. 2021, 11, x FOR PEER REVIEW 8 of 15

(a) (b) Appl. Sci. 2021, 11, 4057 8 of 14 Figure 7. Surgical Guide Planning: (a) Preliminary reproduction of the surgical guide made with wax; (b) Choice of blades to be used during the operation and sizing of the notches.

2.4. CAD2.4. Design CAD Design of the Surgical of the Surgical Guide Guide The nextThe step next is step to design is to design the cut the guide cut guide outlined, outlined, using using the Creo the CreoParametric Parametric CAD CAD softwaresoftware (v6), made (v6), madeby PTC, by 121 PTC, Seaport 121 Seaport Boulevard, Boulevard, Boston, Boston, MA, 02210. MA, 02210. The cutting The cutting guide guide must mustadhere adhere perfectly perfectly to the to surface the surface of the of bo thene. bone.For this For reason, this reason, its design its design traced traced the exact the exact shapeshape of the of bone the bonefaithfully. faithfully. On theOn surgical the surgical guide, guide, it is possible it is possible to ge tonerate generate the holes the holes for the for thepassage passage of the of thepins. pins. A A diameterdiameter of 2.10 of 2.10 mm mm was waschosen chosen for the for hole the holes.s. This Thismeasure measure was identified was identified after afterseveral several printsprints aimed aimed at choosing at choosing the right the righttolerance tolerance margin. margin. The cuttingThe cutting planes planes found found in the in preoperative the preoperative simulation simulation phase phase identify identify the position the position of theof inserts the inserts that are that made are made to facilitate to facilitate the passage the passage of the of blades the blades during during surgery. surgery. The The bladesblades chosen chosen during during the design the design phase phase have a have thickness a thickness of 1.04 of mm; 1.04 therefore, mm; therefore, considering considering a tolerancea tolerance margin, margin, notches notches are made are made with a with thickness a thickness of 1.08 of mm 1.08 (Figure mm (Figure 8). 8).

(a) (b)

FigureFigure 8. Design 8. Design of the ofcustom-made the custom-made cutting cutting guide guideperformed performed on Creo on Parametric: Creo Parametric: (a) from (a) above; from above; (b) from (b) below. from below.

2.5. 3D2.5. Printing 3D Printing of the Surgical of the Surgical Guide Guide The generated surgical guide template can be saved in Stl format. The Ultimaker Cura 4.8.0 slicer, made by Ultimaker B.V., Stationsplein 32, 3511 ED Utrecht, was used for printing the surgical guide. Cura is an open-source program developed by Ultimaker that converts a 3D model into instructions that the printer uses to produce the object. The printer chosen is the Delta-type EZT3D, a 3D printer that uses fused deposition modeling (FDM) technology as a printing system. Since the surgical guide is intended for use in the operating room, it must be sterilized before being used. An autoclavable material called HTPLA (High-Temperature PLA) was therefore chosen as the printing material (Figure9). Table2 indicates the printing parameters to be used for the HTPLA surgical guide.

Table 2. HTPLA Print Parameters.

PARAMETERS VALUES Nozzle Temperature [◦C] 210 Heated Bed Temperature [◦C] 60 Print Speed [mm/s] 25–45 Extrusion Width [mm] 0.5 mm larger than the size of the nozzle Volume Flow [mm3/s] 2–3 Appl. Sci. 2021, 11, x FOR PEER REVIEW 9 of 15

The generated surgical guide template can be saved in Stl format. The Ultimaker Cura 4.8.0 slicer, made by Ultimaker B.V., Stationsplein 32, 3511 ED Utrecht, was used for printing the surgical guide. Cura is an open-source program developed by Ultimaker that converts a 3D model into instructions that the printer uses to produce the object. The printer chosen is the Delta-type EZT3D, a 3D printer that uses fused deposition modeling (FDM) technology as a printing system. Since the surgical guide is intended for use in the Appl. Sci. 2021, 11, 4057 operating room, it must be sterilized before being used. An autoclavable material called9 of 14 HTPLA (High-Temperature PLA) was therefore chosen as the printing material (Figure 9). Table 2 indicates the printing parameters to be used for the HTPLA surgical guide.

Figure 9. Printing the surgical guide in HTPLA from different angles. Figure 9. Printing the surgical guide in HTPLA from different angles. 3. Results and Discussion Appl. Sci. 2021, 11, x FOR PEER REVIEW The methodologyTable 2. HTPLA described Print Parameters. has led to the creation of a surgical guide that adapts10 of 15 perfectly to the patient’s bone model. This favors its positioning in the operative phase PARAMETERS VALUES Nozzle Temperatureand guarantees [°C] a precise cut of the bone that takes place210 exactly along the predetermined planes during the simulation (Figure 10). Heated Bed Temperature [°C] 60 Print Speed [mm/s] 25–45 Extrusion Width [mm] 0.5 mm larger than the size of the nozzle Volume Flow [mm³/s] 2–3

3. Results and Discussion The methodology described has led to the creation of a surgical guide that adapts perfectly to the patient's bone model. This favors its positioning in the operative phase and guarantees a precise cut of the bone that takes place exactly along the predetermined planes during the simulation (Figure 10).

(a) (b)

Figure 10. Perfect adhesion between the surgical guide and the bone model: ( a) this favors its positioning in the operative phase and guarantees guarantees a a precise precise cut cut of of the the bone bone that that (b ()b takes) takes place place exactly exactly along along the thepredetermined predetermined planes planes during during the thesimulation. simulation.

The analysis of the direct costs incurred to produce the surgical guide concerned: • the cost of materials; • the purchase of the 3D printer; • the cost of the software used; • the cost of qualified personnel. A crucial point of the whole study was to find a material for printing that was bio- compatible and non-toxic, with high mechanical properties, printable with FDM technol- ogy and sterilizable in an autoclave. The choice fell on HTPLA. It is a material produced by the Proto-Pasta company and is obtained from heat-treated PLA. Like PLA, HTPLA is biocompatible, non-toxic and can be printed using the FDM technique. In addition, HTPLA has a higher strength and tensile modulus due to its semi-crys- talline structure. The percentage of crystallinity in HTPLA can be improved by heat treat- ment to improve its mechanical properties. Figure 11 compares the thermal and mechanical properties of PLA with those of HTPLA. In particular, the maximum tensile strength and modulus for the PLA samples are respectively 65.75 MPa and 4.9 GPa at 250 °C. For the HTPLA samples, the maximum tensile strength and modulus were acquired respectively 67.4 MPa and 5.65 GPa at 250 °C. This increase in tensile strength and modulus is due to the heat treatment and recrys- tallization of the samples, which improved the mechanical properties [45,46]. The model printed in HTPLA requires a complete annealing. The cooking phase takes place in a laboratory oven. The 3D printed model is heated for 30 min at 115 °C and remains at this temperature for one hour. Finally, it is left to cool for 30 min. After anneal- ing, the HTPLA model can withstand up to 140 °C. Appl. Sci. 2021, 11, 4057 10 of 14

The analysis of the direct costs incurred to produce the surgical guide concerned: • the cost of materials; • the purchase of the 3D printer; • the cost of the software used; • the cost of qualified personnel. A crucial point of the whole study was to find a material for printing that was biocom- patible and non-toxic, with high mechanical properties, printable with FDM technology and sterilizable in an autoclave. The choice fell on HTPLA. It is a material produced by the Proto-Pasta company and is obtained from heat-treated PLA. Like PLA, HTPLA is biocompatible, non-toxic and can be printed using the FDM technique. In addition, HTPLA has a higher strength and tensile modulus due to its semi- crystalline structure. The percentage of crystallinity in HTPLA can be improved by heat treatment to improve its mechanical properties. Appl. Sci. 2021, 11, x FOR PEER REVIEW Figure 11 compares the thermal and mechanical properties of PLA11 of with 15 those of HTPLA. In particular, the maximum tensile strength and modulus for the PLA samples are

respectively 65.75 MPa and 4.9 GPa at 250 ◦C. For the HTPLA samples, the maximum tensile strength and modulus were acquired respectively 67.4 MPa and 5.65 GPa at 250 ◦C. This Due toincrease the ability in tensile of HTPLA strength to andwithstand modulus higher is due temperatures, to the heat treatment sterilization and of recrystallization the cutting guideof the in an samples, autoclave which is therefore improved possible. the mechanical properties [45,46].

(a) (b)

FigureFigure 11. Tensile 11. Tensile modulus modulus values values (a) and (a tensile) and tensile strength strength values; values; (b) in terms (b) in ofterms printing of printing temperature. tempera- ture. The model printed in HTPLA requires a complete annealing. The cooking phase The costtakes of HTPLA place in is a approximately laboratory oven. 68.00 The EUR/kg. 3D printed 0.01 kg model of material is heated is required for 30 min to at 115 ◦C make the surgicaland remains guide. at this temperature for one hour. Finally, it is left to cool for 30 min. After The printerannealing, used thein this HTPLA study model cost about can withstand 250 EUR and up to has 140 a ◦workingC. life of approxi- mately 2000 workingDue to hours. the ability of HTPLA to withstand higher temperatures, sterilization of the Table cutting3 shows guide a comparison in an autoclave between is this therefore procedure possible. and the more common ones pre- sent in the literatureThe costfor the of HTPLAcase of cubitus is approximately varus deformity. 68.00 EUR/kg. This comparison 0.01 kg of concerns material the is required to cost of materialsmake theand surgical printers guide. used. Entry level printers, easily available on the market, were taken as aThe reference. printer The used cheapest in this study printing cost technology about 250 EURis the and FDM has procedure. a working Spe- life of approxi- cifically, themately printer 2000 used working in this hours.study is a Delta-type EZT3D and costs around € 250. The most expensiveTable printing3 shows technology a comparison is the SLS between procedure, this procedure with prices and ranging the more between common ones 7000 and 145,000present EUR in the for literature a single printer. for the case of cubitus varus deformity. This comparison concerns Cheaperthe materials cost of materials include and PLA, printers Acrylonitr used.ile Entry butadiene level printers, styrene (ABS) easily availableand Polyeth- on the market, ylene Terephthalatewere taken Glycol-modified as a reference. The (PETG). cheapest However, printing these technology materials is theare FDM not suitable procedure. Specif- for autoclaving,ically, which the printer is considered used in the this safest study method is a Delta-type of sterilization. EZT3D The and most costs expensive around € 250. The material is medical resin. Raydent Surgical Guide (Zortrax) resin was also considered for cost analysis. Ultimately, the use of the FDM procedure and the choice of HTPLA as the printing material is the best, both qualitatively and economically.

Table 3. Cost comparison. Materials Cost Printing Technique Materials Printing Cost (€) (€/kg) ABS 32.50 PLA 37.30 FDM from 150 to 800 HTPLA 68.00 PETG 45.30 from 7000 to SLS Nylon (PA12) 85.70 145,000 Appl. Sci. 2021, 11, 4057 11 of 14

most expensive printing technology is the SLS procedure, with prices ranging between 7000 and 145,000 EUR for a single printer.

Table 3. Cost comparison.

Printing Technique Materials Materials Cost (€/kg) Printing Cost (€) ABS 32.50 PLA 37.30 FDM from 150 to 800 HTPLA 68.00 PETG 45.30 SLS Nylon (PA12) 85.70 from 7000 to 145,000 SLA Medical-grade resin 429.99 from 250 to 1000 SLA/PoliJet Resin 58.99 13,500 + 41,000 (Viper SLA Si2 3D System + Objet Eden 250)

Cheaper materials include PLA, Acrylonitrile butadiene styrene (ABS) and Polyethy- lene Terephthalate Glycol-modified (PETG). However, these materials are not suitable for autoclaving, which is considered the safest method of sterilization. The most expensive material is medical resin. Raydent Surgical Guide (Zortrax) resin was also considered for cost analysis. Ultimately, the use of the FDM procedure and the choice of HTPLA as the printing material is the best, both qualitatively and economically. The innovative process described is in-house, so the cost of the location infrastructure has not been considered. Mainly, free open-source software (Invesalius, made by Centro de Tecnologia da Informação Renato Archer (CTI), Brazil; MeshLab, made by Visual Computing Lab of CNR-ISTI, Italy; Meshmixer, made by Autodesk, Inc. 111 McInnis Parkway San Rafael, CA 94903. USA) were used. Table4 shows a comparison between our procedure and the more common ones present in the literature in terms of procedure used, software, material used for printing, sterilization process and printer used. It should be noted that most of the procedures use commercial software (such as Mimics which is the most widely used software in the biomechanical field) or closed source software. Furthermore, the sterilization method used for prototypes is often not mentioned or specified.

Table 4. Procedure comparison.

3D Printing Ref. Production Informatic Procedure Material Sterilization Technology THIS Invesalius, MeshLab/Meshmixer, In-house HTPLA Autoclave FDM PROCEDURE PTC Creo Zhang et al. Sterilization is In-house Materialise Mimics, Imageware Acrylate Resin SLA 2011 [31] not mentioned Murase et al. Nakashima Bone Simulator Sterilization is Resin SLA/PoliJet 2013 [32] Medical (ORTHREE), Magics not mentioned Barbier et al. The sterilization method In-house Materialise Mimics Nylon SLS 2019 [36] used is not specified Hu et al. Sterilization is In-house Materialise Mimics 17.0 PLA FDM 2020 [33] not mentioned

The estimated cost for a specialized operator is 20 EUR/h. The design phase of the CAD surgical guide requires 20–30 h. of work depending on the complexity of the case treated, while the printing of the guide obtained takes about 3 h. Appl. Sci. 2021, 11, 4057 12 of 14

Ultimately, with all above considerations made, the cost of the surgical guide made is around 485 EUR.

Proposed Improvements The present study must be seen in the light of some limitations. The cost analysis was performed on a single targeted case of surgical guide made for a patient with cubitus varus. A comparison was reported between the innovative methodology used and the alternative innovative procedures present in the literature. However, no comparison was offered between the costs of the innovative methodology and the traditional planning procedure. A future development of the simulation could involve the consideration of soft tissues for the surgical guide. In this way, it will be possible for surgent faithfully reproduce the anatomy of the affected part including muscular and nervous structures of the patient. This would increase the accuracy and effectiveness of the entire process. Another possible future development could involve a more accurate filling of the bone model in the molding phase so as to obtain also the real density of the bone.

4. Conclusions This work shows an innovative procedure aimed at prototyping a custom-made surgical guide for a pediatric patient suffering from deformity of the cubitus varus. A study on the most common innovative procedures found in the literature has shown that, to date, no material has been found that offers the right compromise between good mechanical properties and low cost. Therefore, HTPLA was chosen, a new and innovative material that offers a good combination of the existing ones and allows to obtain an easily sterilizable and resistant product. To obtain a cost-effective surgical guide, an in-house procedure, free and open-source design software (except Creo Parametric) and an entry level 3D printer were chosen. Ultimately, it is possible to consider the methodology described as a low-cost pro- cedure that can be used in any healthcare institution and which improves the quality of care. As demonstrated by [31–33,36], the use of a customized surgical guide during surgery allowed to obtain an optimal cut of the bone wedge in a fully guided manner. In this way, the operations can be carried out straightforwardly even by less experienced surgeons, follow-on a lower risk for the patient.

Author Contributions: Conceptualization, L.F.; methodology, C.P.; software, A.L.; formal analysis, C.L.-C.; investigation, G.D., D.A., and G.M.S.; resources, G.L.D.G., G.T., D.A., P.Z., G.L.D.G., S.S., S.S.; data curation, C.P., P.P. and F.N.; writing—original draft preparation, C.P.; writing—review and editing, C.P. and C.L.-C.; supervision, L.F., G.D., A.L.; All authors have read and agreed to the published version of the manuscript. Funding: This research received no external funding. Institutional Review Board Statement: The study was conducted according to the guidelines of the Declaration of Helsini, and approved by the Ethics Committee of IOR Istituto Ortopedico Rizzoli (protocol “Parere definitivo allo studio prot. 3D-MALF-Responsabile Dr.ssa Elena Maredi-Codice CE AVEC 356/2018/Sper/IOR”, code 0011181 and date of approval 1 October 2018). Informed Consent Statement: Informed consent was obtained from all subjects involved in the study. Data Availability Statement: Not applicable. Conflicts of Interest: The authors declare no conflict of interest. Appl. Sci. 2021, 11, 4057 13 of 14

References 1. Fini, M. Computer-Aided Surgery. ISTITUTO ORTOPEDICO RIZZOLI. (s.d.). Available online: http://www.ior.it/laboratori/ lab-studi-precli-chirurg/computer-aided-surgery (accessed on 21 April 2021). 2. Frizziero, L.; Santi, G.M.; Liverani, A.; Napolitano, F.; Papaleo, P.; Maredi, E.; Gennaro, G.L.D.; Zarantonello, P.; Stallone, S.; Stilli, S.; et al. Computer-Aided Surgical Simulation for Correcting Complex Limb Deformities in Children. Appl. Sci. 2020, 10, 5181. [CrossRef] 3. Hafez, M. Custom-Made Cutting Guides for Total Arthroplasty. Insall Scott Surg. Knee 2012, 1240–1254. [CrossRef] 4. Ballard, D.H.; Mills, P.; Duszak, R.; Weisman, J.A.; Rybicki, F.J.; Woodard, P.K. Medical 3D Printing Cost-Savings in Orthopedic and Maxillofacial Surgery: Cost Analysis of Operating Room Time Saved with 3D Printed Anatomic Models and Surgical Guides. Acad. Radiol. 2020, 27, 1103–1113. [CrossRef][PubMed] 5. Zhang, Y.Z.; Chen, B.; Lu, S.; Yang, Y.; Zhao, J.M.; Liu, R.; Li, Y.B.; Pei, G.X. Preliminary application of computer-assisted patient-specific acetabular navigational template for total arthroplasty in adult single development dysplasia of the hip: Computer-assisted surgery planning navigation template hip. Int. J. Med. Robot. Comput. Assist. Surg. 2011, 7, 469–474. [CrossRef] 6. Hsu, A.R.; Davis, W.H.; Cohen, B.E.; Jones, C.P.; Ellington, J.K.; Anderson, R.B. Radiographic Outcomes of Preoperative CT Scan–Derived Patient-Specific Total Ankle Arthroplasty. Foot Ankle Int. 2015, 36, 1163–1169. [CrossRef] 7. Chareancholvanich, K.; Narkbunnam, R.; Pornrattanamaneewong, C. A prospective randomised controlled study of patient- specific cutting guides compared with conventional instrumentation in total knee replacement. Bone Jt. J. 2013, 95-B, 354–359. [CrossRef] 8. Abane, L.; Anract, P.; Boisgard, S.; Descamps, S.; Courpied, J.P.; Hamadouche, M. A comparison of patient-specific and conventional instrumentation for total knee arthroplasty. Bone Jt. J. 2015, 97-B, 56–63. [CrossRef] 9. Barrack, R.L.; Ruh, E.L.; Williams, B.M.; Ford, A.D.; Foreman, K.; Nunley, R.M. Patient specific cutting blocks are currently of no proven value. J. Bone Jt. Surg. Br. 2012, 94-B, 95–99. [CrossRef] 10. Barrett, W.; Hoeffel, D.; Dalury, D.; Mason, J.B.; Murphy, J.; Himden, S. In-Vivo Alignment Comparing Patient Specific Instrumen- tation with both Conventional and Computer Assisted Surgery (CAS) Instrumentation in Total Knee Arthroplasty. J. Arthroplast. 2014, 29, 343–347. [CrossRef][PubMed] 11. Boonen, B.; Schotanus, M.G.M.; Kort, N.P. Preliminary experience with the patient-specific templating total knee arthroplasty. Acta Orthop. 2012, 83, 387–393. [CrossRef] 12. Boonen, B.; Schotanus, M.G.M.; Kerens, B.; van der Weegen, W.; van Drumpt, R.A.M.; Kort, N.P. Intra-operative results and radiological outcome of conventional and patient-specific surgery in total knee arthroplasty: A multicentre, randomised controlled trial. Knee Surgery, Sports Traumatology. Arthroscopy 2013, 21, 2206–2212. [CrossRef] 13. Ferdinando, F.; Antonio, C.; Nicola, M.; Santi, R.; Vincenzo, D.S.; Aaron, B.; Antonio, L.; Lorenzo, B. Implant Positioning in TKA: Comparison Between Conventional and Patient-Specific Instrumentation. Orthopedics 2015, 38, e271–e280. [CrossRef] 14. Gan, Y.; Ding, J.; Xu, Y.; Hou, C. Accuracy and efficacy of osteotomy in total knee arthroplasty with patient-specific navigational template. Int. J. Clin. Exp. Med. 2015, 8, 12192–12201. [PubMed] 15. Hamilton, W.G.; Parks, N.L.; Saxena, A. Patient-Specific Instrumentation Does Not Shorten Surgical Time: A Prospective, Randomized Trial. J. Arthroplasty 2013, 28, 96–100. [CrossRef][PubMed] 16. Kassab, S.; Pietrzak, W.S. Patient-specific positioning guides versus manual instrumentation for total knee arthroplasty: An intraoperative comparison. J. Surg. Orthop. Adv. 2014, 23, 140–146. [CrossRef][PubMed] 17. Kerens, B.; Schotanus, M.G.M.; Boonen, B.; Kort, N.P. No radiographic difference between patient-specific guiding and conven- tional Oxford UKA surgery. Knee Surg. Sports Traumatol. Arthrosc. 2015, 23, 1324–1329. [CrossRef] 18. Nankivell, M.; West, G.; Pourgiezis, N. Operative efficiency and accuracy of patient-specific cutting guides in total knee replacement. ANZ J. Surg. 2015, 85, 452–455. [CrossRef] 19. Noble, J.W.; Moore, C.A.; Liu, N. The Value of Patient-Matched Instrumentation in Total Knee Arthroplasty. J. Arthroplasty 2012, 27, 153–155. [CrossRef] 20. Nunley, R.M.; Ellison, B.S.; Ruh, E.L.; Williams, B.M.; Foreman, K.; Ford, A.D.; Barrack, R.L. Are Patient-specific Cutting Blocks Cost-effective for Total Knee Arthroplasty? Clin. Orthop. Relat. Res. 2012, 470, 889–894. [CrossRef] 21. Pfitzner, T.; Abdel, M.P.; von Roth, P.; Perka, C.; Hommel, H. Small Improvements in Mechanical Axis Alignment Achieved with MRI versus CT-based Patient-specific Instruments in TKA: A Randomized Clinical Trial. Clin. Orthop. Relat. Res. 2014, 472, 2913–2922. [CrossRef] 22. Pietsch, M.; Djahani, O.; Zweiger, C.; Plattner, F.; Radl, R.; Tschauner, C.; Hofmann, S. Custom-fit minimally invasive total knee arthroplasty: Effect on blood loss and early clinical outcomes. Knee Surg. Sports Traumatol. Arthrosc. 2013, 21, 2234–2240. [CrossRef] 23. Rathod, P.A.; Deshmukh, A.J.; Cushner, F.D. Reducing Blood Loss in Bilateral Total Knee Arthroplasty with Patient-Specific Instrumentation. Orthop. Clin. N. Am. 2015, 46, 343–350. [CrossRef] 24. Renson, L.; Poilvache, P.; den Wyngaert, H.V. Improved alignment and operating room efficiency with patient-specific instrumen- tation for TKA. Knee 2014, 21, 1216–1220. [CrossRef][PubMed] 25. Roh, Y.W.; Kim, T.W.; Lee, S.; Seong, S.C.; Lee, M.C. Is TKA Using Patient-specific Instruments Comparable to Conventional TKA? A Randomized Controlled Study of One System. Clin. Orthop. Relat. Res. 2013, 471, 3988–3995. [CrossRef][PubMed] Appl. Sci. 2021, 11, 4057 14 of 14

26. Yamamoto, I.; Ishii, S.; Usui, M.; Ogino, T.; Kaneda, K. Cubitus varus deformity following supracondylar fracture of the humerus. A method for measuring rotational deformity. Clin. Orthop. Relat. Res. 1985, 201, 179–185. 27. Jiang, H.; Li, M.; Wu, Y. Application of computer simulation in the treatment of traumatic cubitus varus deformity in children. Medicine 2019, 98, e13882. [CrossRef][PubMed] 28. Murase, T.; Takeyasu, Y.; Oka, K.; Kataoka, T.; Tanaka, H.; Yoshikawa, H. Three-Dimensional Corrective Osteotomy for Cubitus Varus Deformity with Use of Custom-Made Surgical Guides. JBJS Essent. Surg. Tech. 2014, 4, e6. [CrossRef][PubMed] 29. Omori, S.; Murase, T.; Oka, K.; Kawanishi, Y.; Oura, K.; Tanaka, H.; Yoshikawa, H. Postoperative accuracy analysis of three- dimensional corrective osteotomy for cubitus varus deformity with a custom-made surgical guide based on computer simulation. J. Elb. Surg. 2015, 24, 242–249. [CrossRef][PubMed] 30. Tricot, M.; Duy, K.T.; Docquier, P.-L. 3D-corrective osteotomy using surgical guides for posttraumatic distal humeral deformity. Acta Orthop. Belg. 2012, 78, 538–542. [PubMed] 31. Zhang, Y.Z.; Lu, S.; Chen, B.; Zhao, J.M.; Liu, R.; Pei, G.X. Application of computer-aided design osteotomy template for treatment of cubitus varus deformity in teenagers: A pilot study. J. Shoulder Elb. Surg. 2011, 20, 51–56. [CrossRef][PubMed] 32. Hu, X.; Zhong, M.; Lou, Y.; Xu, P.; Jiang, B.; Mao, F.; Chen, D.; Zheng, P. Clinical application of individualized 3D-printed navigation template to children with cubitus varus deformity. J. Orthop. Surg. Res. 2020, 15, 111. [CrossRef][PubMed] 33. Maróti, P.; Kocsis, B.; Ferencz, A.; Nyitrai, M.; L˝orinczy, D. Differential thermal analysis of the antibacterial effect of PLA-based materials planned for 3D printing. J. Therm. Anal. Calorim. 2020, 139, 367–374. [CrossRef] 34. Aguado-Maestro, I.; De Frutos-Serna, M.; González-Nava, A.; Merino-De Santos, A.B.; García-Alonso, M. Are the common sterilization methods completely effective for our in-house 3D printed biomodels and surgical guides? Injury 2020.[CrossRef] [PubMed] 35. Barbier, N.; de Wouters, S.; Traore, S.; Duy, K.T.; Docquier, P.-L. Patient specific instrumentation for corrective osteotomy in case of posttraumatic cubitus varus in children. Acta Orthop. Belg. 2019, 85, 297–304. [PubMed] 36. Feng, L.; Wang, Y.; Wei, Q. PA12 Powder Recycled from SLS for FDM. Polymers 2019, 11, 727. [CrossRef] 37. Lindberg, A.; Alfthan, J.; Pettersson, H.; Flodberg, G.; Yang, L. Mechanical performance of polymer powder bed fused objects: FEM simulation and verification. Addit. Manuf. 2018, 24, 577–586. [CrossRef] 38. Zarringhalam, H.; Hopkinson, N.; Kamperman, N.F.; de Vlieger, J.J. Effects of processing on microstructure and properties of SLS Nylon 12. Mater. Sci. Eng. A 2006, 172–180. [CrossRef] 39. Osti, F.; Santi, G.M.; Neri, M.; Liverani, A.; Frizziero, L.; Stilli, S.; Maredi, E.; Zarantonello, P.; Gallone, G.; Stallone, S.; et al. CT conversion workflow for intraoperative usage of bony models: From DICOM data to 3D printed models. Appl. Sci. 2019, 9, 708. [CrossRef] 40. Frizziero, L.; Liverani, A.; Donnici, G.; Osti, F.; Neri, M.; Maredi, E.; Trisolino, G.; Stilli, S. New Methodology for Diagnosis of Orthopedic Diseases through Additive Manufacturing Models. Symmetry 2019, 11, 542. [CrossRef] 41. Caligiana, P.; Liverani, A.; Ceruti, A.; Santi, G.M.; Donnici, G.; Osti, F. An Interactive Real-Time Cutting Technique for 3D Models in Mixed Reality. Technologies 2020, 8, 23. [CrossRef] 42. Frizziero, L.; Santi, G.M.; Liverani, A.; Giuseppetti, V.; Trisolino, G.; Maredi, E.; Stilli, S. Paediatric Orthopaedic Surgery with 3D Printing: Improvements and Cost Reduction. Symmetry 2019, 11, 1317. [CrossRef] 43. Napolitano, F.; Frizziero, L.; Santi, G.M.; Donnici, G.; Liverani, A.; Papaleo, P.; Giuseppetti, V. Description of the CAD-AM Process for 3D Bone Printing: The Case Study of a Flat Foot. In Proceedings of the 5th NA International Conference on Industrial Engineering and Operations Management, Detroit, MI, USA, 10–14 August 2020; pp. 2248–2257. 44. Frizziero, L.; Donnici, G.; Liverani, A.; Santi, G.; Neri, M.; Papaleo, P.; Napolitano, F. Description of the CAD-AM Process for 3D Bone Printing: The Case Study of a Femur. In Proceedings of the 5th NA International Conference on Industrial Engineering and Operations Management, Detroit, MI, USA, 10–14 August 2020; pp. 2258–2266. 45. Akhoundi, B.; Nabipour, M.; Hajami, F.; Shakoori, D. An Experimental Study of Nozzle Temperature and Heat Treatment (Annealing) Effects on Mechanical Properties of High-Temperature Polylactic Acid in Fused Deposition Modeling. Polym. Eng. Sci. 2020, 60, 979–987. [CrossRef] 46. Chen, J.V.; Tanaka, K.S.; Dang, A.B.C.; Dang, A. Identifying a commercially-available 3D printing process that minimizes model distortion after annealing and autoclaving and the effect of steam sterilization on mechanical strength. 3D Print. Med. 2020, 6. [CrossRef][PubMed]