Commentary: Evolving clinical value of pulmonary nodule image-guided localization technology for the thoracoscopic surgeon
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Abstract
Central MessageIn the era of lung cancer screening, mastery in application of available nodule localization technology is an important feature in the practice of thoracoscopic surgery.See Article page 329. In the era of lung cancer screening, mastery in application of available nodule localization technology is an important feature in the practice of thoracoscopic surgery. See Article page 329. With the advent of lung cancer computed tomography screening programs in North America and Europe, the number of small and sub-solid pulmonary nodules suspicious for early-stage malignancy presenting to thoracic surgeons is steadily increasing.1Aberle D.R. Adams A.M. Berg C.D. Black W.C. Clapp J.D. et al.National Lung Screening Trial Research TeamReduced lung-cancer mortality with low-dose computed tomographic screening.N Engl J Med. 2011; 365: 395-409Crossref PubMed Scopus (5657) Google Scholar,2de Koning H.J. van der Aalst C.M. de Jong P.A. Scholten E.T. Nackaerts K. Heuvelmans M.A. et al.Reduced lung-cancer mortality with volume CT screening in a randomized trial.N Engl J Med. 2020; 382: 503-513Crossref PubMed Scopus (472) Google Scholar Precise localization of these nodules thoracoscopically for lung parenchyma–preserving diagnostic complete resection can be exceedingly challenging, due to lack of traditional visual or tactile cues for the surgeon. This is especially true for concerning nodules embedded deep to the visceral pleura. For these reasons, adjunct localization technologies such as radio-opaque markers or injection of dye into lung parenchyma fill an important clinical need. In this issue of the Journal, Ng and colleagues provide a highly interesting technical report of a novel combined modality approach to not only localize challenging lung nodules thoracoscopically but also ensure resection with a clear surgical margin.3Chan J.W. Lau R.W. Ng C.S. Electromagnetic navigation bronchoscopy fiducial marker margin identification plus triple dye for complete lung nodule resection.J Thorac Cardiovasc Surg Tech. 2020; 3: 329-333Google Scholar In the absence of traditional manual palpation of the nodule, their technique involves electromagnetic navigational bronchoscopy placement of a radiation therapy fiducial to mark the deep parenchymal resection margin for subsequent fluoroscopic localization. This, in combination with a small amount of triple contrast dye providing a visceral pleural visual cue, permits complete 3-dimensional nodule thoracoscopic resection while preserving healthy surrounding lung parenchyma. The authors are fortunate in their access to a sophisticated hybrid operating room facility, where electromagnetic navigational bronchoscopy fiducial placement, dye injection, and thoracoscopic nodule resection with fluoroscopy can be performed in streamlined sequence. This report is a welcome addition to the thoracoscopic nodule localization technique literature, including transthoracic image-guided placement of a platinum microcoil or hookwire and injection of contrast dye, pigmented material, or radioactive materials.4Donahoe L.L. Nguyen E.T. Chung T.B. Kha L.-C. Cypel M. Darling G.E. et al.CT-guided microcoil VATS resection of lung nodules: a single-centre experience and review of the literature.J Thorac Dis. 2016; 8: 1986-1994Crossref PubMed Scopus (21) Google Scholar, 5Finley R.J. Mayo J.R. Grant K. Clifton J.C. English J. Leo J. et al.Preoperative computed tomography-guided microcoil localization of small peripheral pulmonary nodules: a prospective randomized controlled trial.J Thorac Cardiovasc Surg. 2015; 149: 26-31Abstract Full Text Full Text PDF PubMed Scopus (109) Google Scholar, 6Klinkenberg T.J. Dinjens L. Wolf R.F.E. van der Wekken A.J. van de Wauwer C. de Bock G.H. et al.CT-guided percutaneous hookwire localization increases the efficacy and safety of VATS for pulmonary nodules.J Surg Oncol. 2017; 115: 898-904Crossref PubMed Scopus (23) Google Scholar, 7Bellomi M. Veronesi G. Trifirò G. Brambilla S. Bonello L. Preda L. et al.Computed tomography-guided preoperative radiotracer localization of nonpalpable lung nodules.Ann Thorac Surg. 2010; 90: 1759-1764Abstract Full Text Full Text PDF PubMed Scopus (55) Google Scholar, 8McGuire A.L. Vieira A. Grant K. Mayo J. Sedlic T. Choi J. et al.Computed tomography-guided platinum microcoil lung surgery: a cross-sectional study.J Thorac Cardiovasc Surg. 2019; 158: 594-600Abstract Full Text Full Text PDF PubMed Scopus (6) Google Scholar Although many of these techniques have existed for decades, thoracoscopic surgeons are evolving the clinical applications for patients, with the objective of precise intraoperative nodule localization and resection while limiting placement-associated complications. The main potential limitations of the current technique are in keeping with those previously reported. Among those most feared include fiduciary marker dislodgement with patient movement and parenchymal hemorrhage. These not only could lead to the loss of localization features but can also result in the development of a hemothorax or significant hemoptysis. Pulmonary hemorrhage has been reported risk if a pneumothorax develops while a transthoracic hookwire is embedded in the parenchyma.6Klinkenberg T.J. Dinjens L. Wolf R.F.E. van der Wekken A.J. van de Wauwer C. de Bock G.H. et al.CT-guided percutaneous hookwire localization increases the efficacy and safety of VATS for pulmonary nodules.J Surg Oncol. 2017; 115: 898-904Crossref PubMed Scopus (23) Google Scholar,9Hu L. Gao J. Chen C. Zhi X. Liu H. Hong N. Comparison between the application of microcoil and hookwire for localizing pulmonary nodules.Eur Radiol. 2019; 29: 4036-4043Crossref PubMed Scopus (14) Google Scholar Other rare yet important localization pitfalls previously reported include embolization of a microcoil if erroneously deployed within pulmonary vasculature5Finley R.J. Mayo J.R. Grant K. Clifton J.C. English J. Leo J. et al.Preoperative computed tomography-guided microcoil localization of small peripheral pulmonary nodules: a prospective randomized controlled trial.J Thorac Cardiovasc Surg. 2015; 149: 26-31Abstract Full Text Full Text PDF PubMed Scopus (109) Google Scholar and severe allergic reactions with the injection of contrast dyes or other materials.9Hu L. Gao J. Chen C. Zhi X. Liu H. Hong N. Comparison between the application of microcoil and hookwire for localizing pulmonary nodules.Eur Radiol. 2019; 29: 4036-4043Crossref PubMed Scopus (14) Google Scholar Despite known limitations, multiple thoracic institutions have demonstrated these techniques are safe, reliable, and allow for excellent surgical outcomes when conducted by specialized thoracic teams. Given the increase in clinical volume of small and sub-solid nodules diagnosed from computed tomography chest screening programs suspicious for early-stage malignancy,1Aberle D.R. Adams A.M. Berg C.D. Black W.C. Clapp J.D. et al.National Lung Screening Trial Research TeamReduced lung-cancer mortality with low-dose computed tomographic screening.N Engl J Med. 2011; 365: 395-409Crossref PubMed Scopus (5657) Google Scholar,2de Koning H.J. van der Aalst C.M. de Jong P.A. Scholten E.T. Nackaerts K. Heuvelmans M.A. et al.Reduced lung-cancer mortality with volume CT screening in a randomized trial.N Engl J Med. 2020; 382: 503-513Crossref PubMed Scopus (472) Google Scholar the marker modalities used will likely will continue to expand. Following this evolution, there is no doubt that mastery in application of locally available nodule localization technology will continue to be an important feature in the practice of thoracoscopic surgery. Electromagnetic navigation bronchoscopy fiducial marker margin identification plus triple dye for complete lung nodule resectionJTCVS TechniquesVol. 3PreviewSuccessful sublobar resection of lung nodules during video-assisted thoracic surgery (VATS) requires not only accurate localization of target lesions but also adequate resection margins. Electromagnetic navigation bronchoscopy (ENB) dye marking of lesions has become a useful tool for lung nodule localization. However, due to difficulty of palpating small lung nodules or ground-glass opacities during VATS, and lack of lesion depth perception even with dye marking, intraoperative determination of resection margin is still problematic. Full-Text PDF Open Access
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it