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Record W3133606606 · doi:10.1016/j.xjtc.2021.02.037

Commentary: Inspection of 3-dimensional rendered hearts will become the standard of care before complex congenital heart surgery

2021· editorial· en· W3133606606 on OpenAlex
Nicholas D. Andersen, Gregory M. Sturgeon, Piers Barker, Joseph W. Turek

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJTCVS Techniques · 2021
Typeeditorial
Languageen
FieldEngineering
TopicAnatomy and Medical Technology
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineGreat arteriesBespokeCardiologyHeart diseaseInternal medicineSurgery

Abstract

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Central MessageAccelerating technology for 3-dimensional (3D) rendered hearts will allow for inspection of a 3D heart before any complex congenital heart operation. The benefits of this preoperative planning tool are self-evident.See Article page 199. Accelerating technology for 3-dimensional (3D) rendered hearts will allow for inspection of a 3D heart before any complex congenital heart operation. The benefits of this preoperative planning tool are self-evident. See Article page 199. In the current issue of JTCVS Techniques, Contreras and colleagues1Contreras J.R. Villemain O. Marini D. Dragulescu A. Yoo S.-J. Barron D.J. Utility of a bespoke 3-dimensional printed model in complex transposition.J Thorac Cardiovasc Surg Tech. 2021; 7: 199-202Scopus (3) Google Scholar from Toronto report the case of a 7-month-old child with complex transposition of the great arteries, ventricular septal defect (VSD), pulmonary stenosis, and single coronary artery who was evaluated for biventricular repair using echocardiography, magnetic resonance imaging (MRI), and a 3-dimensional (3D) printed heart. In the written report and the accompanying expert video presentation by Dr Barron, the authors demonstrate how the 3D printed model served as a useful adjunct for planning the surgical repair, which entailed a Yasui operation (Damus–Kaye–Stansel/Rastelli) with VSD enlargement. The echocardiographic result and clinical course were similarly excellent, and the child was discharged home after 4 days. Although a critic may argue that the 3D heart model was superfluous, and that the key information needed to plan the operation could have been retrieved entirely from the echocardiogram and MRI, it borders on the self-evident that careful examination of a physical 3D reconstruction of the heart before surgery improves decision making as well as intraoperative execution and error reduction.2Yoo S.J. van Arsdell G.S. 3D printing in surgical management of double outlet right ventricle.Front Pediatr. 2018; 5: 289Crossref PubMed Scopus (24) Google Scholar, 3Valverde I. Gomez-Ciriza G. Hussain T. Suarez-Mejias C. Velasco-Forte M.N. Byrne N. et al.Three-dimensional printed models for surgical planning of complex congenital heart defects: an international multicentre study.Eur J Cardiothorac Surg. 2017; 52: 1139-1148Crossref PubMed Google Scholar, 4Zhao L. Zhou S. Fan T. Li B. Liang W. Dong H. Three-dimensional printing enhances preparation for repair of double outlet right ventricular surgery.J Card Surg. 2018; 33: 24-27Crossref PubMed Scopus (31) Google Scholar, 5Bhatla P. Tretter J.T. Ludomirsky A. Argilla M. Latson Jr., L.A. Chakravarti S. et al.Utility and scope of rapid prototyping in patients with complex muscular ventricular septal defects or double-outlet right ventricle: does it alter management decisions?.Pediatr Cardiol. 2017; 38: 103-114Crossref PubMed Scopus (57) Google Scholar Simply put, if the goal of the preoperative imaging evaluation is to create a noninvasive depiction of the physical structure of the heart, then the generation of a 3D model represents the ultimate fulfillment of this goal. Secondary benefits include use of the model as a teaching aid for surgeons, cardiologists, and imagers alike; surgical simulation; and creation of a shared understanding of the anatomic constraints of the operation between surgeons and cardiologists.6Yoo S.J. Thabit O. Kim E.K. Ide H. Yim D. Dragulescu A. et al.3D printing in medicine of congenital heart diseases.3D Print Med. 2016; 2: 3Crossref Google Scholar In real-world practice, however, creation of a 3D heart model is currently a cumbersome and time-consuming task that is poorly reimbursed (if at all). At our program, we are fortunate to have an imaging technician who specializes in creating 3D heart models. The time required for one model can include up to 10 hours for segmentation and preprocessing, 6 to 24 hours for printing, and 2 to 4 hours for postprocessing. Currently, none of this investment in specialized technician time, printing supplies, or printers is directly reimbursed, making the effort a cost sink for the program. Despite these barriers, however, we have found the models to be so incredibly helpful that we are now requesting 3D model generation before most complex operations, and particularly for understanding intraventricular baffle pathways (Figure 1, left), akin to the case report presentation. However, manipulation of a digital surface model in a 3D PDF file on a computer screen is often sufficient to understand the physical relationships of extracardiac structures, such as in patients with heterotaxy and complex systemic and pulmonary venous anomalies (Figure 1, right). Both of these segmentation-derived techniques are superior to standard volumetric rendering techniques, which although capable of displaying the contrast-enhanced blood pool, fail to demonstrate intracardiac spatial relationships. Selective use of virtual 3D models in lieu of a printed heart allows for time and cost savings related to the printing process. In the last calendar year, our program performed approximately 350 index heart operations in children and produced 19 3D printed hearts and another 30 virtual 3D renderings before surgical or catheter-based intervention. Although currently there are barriers to the generation of advanced 3D rendered hearts, we expect that these barriers will be quickly overcome, and that the technology will become a routine part of the preoperative assessment for most complex congenital heart operations. For the technology to accelerate, automation of the segmentation process with use of artificial intelligence, stereoscopic display, and “hollow” volume rendering could greatly reduce the time and labor investment required to create a model. Further advances in printing technology and physical materials will allow for the depiction of leaflet and chordal structures that currently are difficult to depict. Additional experience using 3D echo datasets as the backbone of the model will allow for model generation without the need for axial imaging in every case. Finally, for the technology to proliferate and truly become accepted as the standard of care before surgery, medical reimbursement will need to cover the costs associated with model generation. The important challenge will be to rigorously study the impact of 3D models on surgical outcomes, to prove that there is a benefit to patient care that justifies these costs.3Valverde I. Gomez-Ciriza G. Hussain T. Suarez-Mejias C. Velasco-Forte M.N. Byrne N. et al.Three-dimensional printed models for surgical planning of complex congenital heart defects: an international multicentre study.Eur J Cardiothorac Surg. 2017; 52: 1139-1148Crossref PubMed Google Scholar,4Zhao L. Zhou S. Fan T. Li B. Liang W. Dong H. Three-dimensional printing enhances preparation for repair of double outlet right ventricular surgery.J Card Surg. 2018; 33: 24-27Crossref PubMed Scopus (31) Google Scholar Utility of a bespoke 3-dimensional printed model in complex transpositionJTCVS TechniquesVol. 7PreviewTransposition of the great arteries (TGA), ventricular septal defect (VSD), and left ventricular outflow tract obstruction (LVOTO) are part of the spectrum of complex TGA. Several surgical techniques have been described, including Rastelli procedure, réparation à l'etage ventriculaire (REV), and the Bex-Nikaidoh procedure. Nevertheless, the optimal surgical repair is still controversial and can depend on the morphology of any individual patient, especially if there are abnormal coronary patterns. Full-Text PDF Open Access

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: none
Teacher disagreement score0.696
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.009
GPT teacher head0.254
Teacher spread0.245 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it