Initial Patient Characteristics of TSOG 102: A Multicenter Prospective Registry of Active Surveillance in Patients with Multiple Ground Glass Opacities.

OBJECTIVE: Presentation with multiple ground glass opacities (GGOs) is an increasingly common occurrence, and the optimal management of these lesions is unclear. Active surveillance has been increasingly adopted as a management strategy for other low-grade malignancies. We hypothesized that active surveillance could be a feasible and safe option for patients with multiple GGOs. METHODS: Patients with ≥2 GGOs (ground glass predominant, <50% solid, ≤3 cm) were enrolled in a multi-institutional registry and prospectively followed up on active surveillance with computed tomography scans every 6 to 12 months. Each GGO was catalogued and measured individually at each follow-up visit. RESULTS: Target accrual was met, with 337 patients from 23 institutions. The mean age was 70 years (interquartile range, 65-77 years), and 74% were women. Most were former (70%) or current (9%) smokers, with a mean exposure of 30 pack-years (interquartile range [IQR], 15-44 pack-years). Half of the patients (51%) had a previous lung cancer, and the majority (86%) were already under surveillance at the time of study entry. The median number of GGOs per patient was 3 (IQR, 2-5), with a total of 1467 GGOs under surveillance. The median GGO size was 0.9 cm (IQR, 0.7-1.3 cm). Most GGOs were 0.5 to 1 cm in size. CONCLUSIONS: Active surveillance, rather than immediate intervention, was an acceptable option to patients, and accrual to this registry trial was feasible. Safety endpoints and long-term outcomes will be assessed in the planned 5-year follow-up in accordance with the protocol.

Real-world Decision-making Process for Stereotactic Body Radiotherapy Versus Minimally Invasive Surgery in Early-stage Lung Cancer Patients.

OBJECTIVE: To generate a prediction model for selection of treatment modality for early-stage non-small cell lung cancer (NSCLC). SUMMARY BACKGROUND DATA: Stereotactic body radiotherapy (SBRT) and minimally invasive surgery (MIS) are used in the local treatment of early-stage NSCLC. However, selection of patients for either SBRT or MIS remains challenging, due to the multitude of factors influencing the decision-making process. METHODS: We analyzed 1291 patients with clinical stage I NSCLC treated with intended MIS or SBRT from January 2020 to July 2023. A prediction model for selection for SBRT was created based on multivariable logistic regression analysis. The receiver operating characteristic curve analysis stratified the cohort into 3 treatment-related risk categories. Post-procedural outcomes, recurrence and overall survival (OS) were investigated to assess the performance of the model. RESULTS: In total, 1116 patients underwent MIS and 175 SBRT. The prediction model included age, performance status, previous pulmonary resection, MSK-Frailty score, FEV1 and DLCO, and demonstrated an area-under-the-curve of 0.908 (95%CI, 0.876-0.938). Based on the probability scores (n=1197), patients were stratified into a low-risk (MIS, n=970 and SBRT, n=28), intermediate-risk (MIS, n=96 and SBRT, n=53) and high-risk category (MIS, n=10 and SBRT, n=40). Treatment modality was not associated with OS (HR of SBRT, 1.67 [95%CI: 0.80-3.48]; P=0.20). CONCLUSION: Clinical expertise can be translated into a robust predictive model, guiding the selection of stage I NSCLC patients for MIS versus SBRT and effectively categorizing them into three distinct risk groups. Patients in the intermediate category could benefit most from multidisciplinary evaluation.

Commission on Cancer Standards for Lymph Node Sampling and Oncologic Outcomes After Lung Resection.

BACKGROUND: The newest Commission on Cancer standards recommend sampling 3 mediastinal and 1 hilar lymph node stations, 3 (N2) 1 (N1), for lung cancer resections. However, the relationship between the Commission on Cancer standards and outcomes has not been thoroughly investigated. METHODS: A prospective institutional database was queried for clinical stage I-III lung resections before the implementation of the new standards. The relationship between the 3 (N2) 1 (N1) standard ("guideline concordant") and outcomes (upstaging, complications, receipt of adjuvant therapy, locoregional/distant recurrence, and survival) was assessed with multivariable models and stratified by stage. RESULTS: Of 9289 pulmonary resections, 3048 (33%) were guideline concordant and 6241 (67%) were not. Compared with nonconcordant, those that were guideline concordant had higher rates of nodal upstaging (21% vs 13%; odds ratio [OR], 1.32 [95% CI, 1.14-1.51]; P < .001) and in-hospital complications (34% vs 27%; OR, 1.17 [95% CI, 1.05-1.30]; P = .004) but similar adjuvant systemic therapy administration (19% vs 13%; OR, 1.09 [95% CI, 0.95-1.24]; P = .2; 98% chemotherapy). Locoregional and distant recurrences were not significantly improved with guideline concordance across clinical stage I, II, and III subsets. Overall survival was similar in clinical stages I and II, but improved survival was observed for guideline concordant clinical stage III patients (hazard ratio, 0.85 [95% CI, 0.74-0.97]; P = .02). CONCLUSIONS: Sampling 3 (N2) 1 (N1) was associated with increased upstaging and complications but not with decreased recurrence or mortality in clinical stage I or II patients. Survival was improved for concordant, clinical stage III patients. Further study is indicated to determine the ideal lymph node sampling strategy across heterogeneous lung cancer patients.

Extracting Pulmonary Nodules and Nodule Characteristics from Radiology Reports of Lung Cancer Screening Patients Using Transformer Models.

 Pulmonary nodules and nodule characteristics are important indicators of lung nodule malignancy. However, nodule information is often documented as free text in clinical narratives such as radiology reports in electronic health record systems. Natural language processing (NLP) is the key technology to extract and standardize patient information from radiology reports into structured data elements. This study aimed to develop an NLP system using state-of-the-art transformer models to extract pulmonary nodules and associated nodule characteristics from radiology reports. We identified a cohort of 3080 patients who underwent LDCT at the University of Florida health system and collected their radiology reports. We manually annotated 394 reports as the gold standard. We explored eight pretrained transformer models from three transformer architectures including bidirectional encoder representations from transformers (BERT), robustly optimized BERT approach (RoBERTa), and A Lite BERT (ALBERT), for clinical concept extraction, relation identification, and negation detection. We examined general transformer models pretrained using general English corpora, transformer models fine-tuned using a clinical corpus, and a large clinical transformer model, GatorTron, which was trained from scratch using 90 billion words of clinical text. We compared transformer models with two baseline models including a recurrent neural network implemented using bidirectional long short-term memory with a conditional random fields layer and support vector machines. RoBERTa-mimic achieved the best F1-score of 0.9279 for nodule concept and nodule characteristics extraction. ALBERT-base and GatorTron achieved the best F1-score of 0.9737 in linking nodule characteristics to pulmonary nodules. Seven out of eight transformers achieved the best F1-score of 1.0000 for negation detection. Our end-to-end system achieved an overall F1-score of 0.8869. This study demonstrated the advantage of state-of-the-art transformer models for pulmonary nodule information extraction from radiology reports. Supplementary Information: The online version contains supplementary material available at 10.1007/s41666-024-00166-5.

Determinants of successful minimally invasive surgery for resectable non-small cell lung cancer after neoadjuvant therapy.

OBJECTIVE: Minimally invasive surgery (MIS) (video-assisted thoracoscopic surgery and robot-assisted thoracoscopic surgery) for pulmonary resection is standard in early-stage non-small cell lung cancer because it is associated with better perioperative outcomes than thoracotomy. MIS for resection of more advanced non-small cell lung cancer (Stages IB-IIIB) treated with neoadjuvant therapy has been utilized. However, the determinants of success are not well defined. METHODS: A single institution retrospective review of a prospectively maintained database was conducted, querying for patients with clinical Stage IB through IIIB non-small cell lung cancer who had resection after neoadjuvant systemic therapy without radiation from 2013 to 2022. Patients were grouped by surgical approach; that is, open versus MIS. Successful MIS was defined by no conversion, R0 resection, and no major (grade 3 or greater) morbidity. Analyses by intent-to-treat assessed outcomes by Wilcoxon rank-sum test and Fisher exact test. (Multivariable regression analysis identified variables that contributed to successful MIS resection.) RESULTS: Of 627 eligible patients, 360 (57%) had open and 267 (43%) had MIS procedures. Most patients (79.1%) received neoadjuvant platinum-based chemotherapy, and 21.9% were treated with immunotherapy or targeted therapy alone or combined with chemotherapy. Among MIS resections, 179 (67%) were performed by video-assisted thoracoscopic surgery and 88 (33%) by robot-assisted thoracoscopic surgery. The conversion rate was 16% (n = 43). Successful MIS resection was achieved in 77% of patients. Multivariable regression analysis showed that pretreatment clinical N stage was a significant determinant of success, but not pretreatment clinical T stage or type of neoadjuvant therapy. CONCLUSIONS: Following neoadjuvant systemic therapy for clinical stage IB or IIIB non-small cell lung cancer, MIS resection can be successfully accomplished and should be considered in appropriate patients. Presence of pretreatment nodal disease is associated with higher odds of conversion, major morbidity, and incomplete resection.

Methyl Syringate: A Primary Driving Factor in Manuka Honeys Ability to Ameliorate Neutrophil Intracellular ROS Activity and NETosis.

BACKGROUND: Neutrophils use both the production of reactive oxygen species (ROS) and a specialized process called NETosis to defend the body from material deemed foreign. While these neutrophil behaviors are critical in preventing infection, a dysregulated response can lead to tissue damage and fibrosis at host-biomaterial interfaces. It was hypothesized that applying the flavonoids found in Manuka honey: chrysin, pinocembrin, and pinobanksin, and the phenolic compound methyl syringate to neutrophils exhibiting pro-inflammatory behavior will reduce ROS activity and prevent NETosis in primary human neutrophils. METHODS: Using primary human neutrophils isolated from donor (n = 5) peripheral blood, concentrations between 1 nM and 10 µM of each flavonoid, 10 µM and 2 mM of methyl syringate, 0.1% v/v and 10% v/v Manuka honey, and combinations of both 1 nM-10 µM of each flavonoid and 10 µM-2 mM of methyl syringate were assayed for reductions in NETosis using Sytox orange extracellular DNA staining and reduction in intracellular ROS activity via standard dichloro-dihydro-fluorescein diacetate (DCFH-DA) oxidation assay. RESULTS: Compared to positive control levels, individual flavonoids showed moderate effect sizes. Higher concentrations of flavonoids, especially in combination, stimulated ROS activity by up to 105%. Whole Manuka honey reduced neutrophil extracellular trap (NET) levels by up to 91% but only reduced ROS activity by 36%. However, methyl syringate reduced NET levels by up to 68% and ROS activity by 66%. CONCLUSIONS: Methyl syringate and whole Manuka honey are potent inhibitors of neutrophil intracellular ROS activity and NET formation. Methyl syringate potentially drives the anti-inflammatory capabilities of Manuka honey demonstrated by previous studies.

Late recurrence of completely resected stage I to IIIA lung adenocarcinoma.

OBJECTIVE: Research into the risk factors associated with late recurrence (>2 years after surgery) of lung adenocarcinoma is limited. We investigated the incidence of and clinicopathologic and genomic features associated with late recurrence of resected stage I-IIIA lung adenocarcinoma. METHODS: We performed a retrospective analysis of patients with completely resected pathologic stage I-IIIA lung adenocarcinoma (2010-2019). Patients with a history of lung cancer, neoadjuvant therapy, or mucinous or noninvasive lung adenocarcinoma, or with follow-up of less than 2 years were excluded. Cox and logistic regression modeling were used to compare clinicopathologic variables among patients with no, early (≤2 years), and late recurrence. Comparisons of genomic mutations were corrected for multiple testing. RESULTS: Of the 2349 patients included, 537 developed a recurrence during follow-up. Most recurrences (55% [297/537]) occurred early; 45% (240/537) occurred late. A larger proportion of late recurrences than early recurrences were locoregional (37% vs 29%; P = .047). Patients with late recurrence had more aggressive pathologic features (International Association for the Study of Lung Cancer grade 2 and 3, lymphovascular invasion, visceral pleural invasion) and higher stage than patients without recurrence. Pathologic features were similar between patients with early and late recurrence, except stage IIIA disease was more common in the early cohort. No genomic mutations were associated with late recurrence. CONCLUSIONS: Late recurrence of lung adenocarcinoma after resection is more common than previously reported. Patients without disease more than 2 years after surgery who had aggressive pathologic features at the time of resection have an elevated risk of recurrence and may benefit from more aggressive follow-up.

An explainable machine learning framework for predicting the risk of buprenorphine treatment discontinuation for opioid use disorder among commercially insured individuals.

OBJECTIVES: Buprenorphine is an effective evidence-based medication for opioid use disorder (OUD). Yet premature discontinuation undermines treatment effectiveness, increasing the risk of mortality and overdose. We developed and evaluated a machine learning (ML) framework for predicting buprenorphine care discontinuity within 12 months following treatment initiation. METHODS: This retrospective study used United States (US) 2018-2021 MarketScan commercial claims data of insured individuals aged 18-64 who initiated buprenorphine between July 2018 and December 2020 with no buprenorphine prescriptions in the previous six months. We measured buprenorphine prescription discontinuation gaps of ≥30 days within 12 months of initiating treatment. We developed predictive models employing logistic regression, decision tree classifier, random forest, extreme gradient boosting, Adaboost, and random forest-extreme gradient boosting ensemble. We applied recursive feature elimination with cross-validation to reduce dimensionality and identify the most predictive features while maintaining model robustness. For model validation, we used several statistics to evaluate performance, such as C-statistics and precision-recall curves. We focused on two distinct treatment stages: at the time of treatment initiation and one and three months after treatment initiation. We employed SHapley Additive exPlanations (SHAP) analysis that helped us explain the contributions of different features in predicting buprenorphine discontinuation. We stratified patients into risk subgroups based on their predicted likelihood of treatment discontinuation, dividing them into decile subgroups. Additionally, we used a calibration plot to analyze the reliability of the models. RESULTS: A total of 30,373 patients initiated buprenorphine and 14.98% (4551) discontinued treatment. C-statistic varied between 0.56 and 0.76 for the first-stage models including patient-level demographic and clinical variables. Inclusion of proportion of days covered (PDC) measured after one month and three months following treatment initiation significantly increased the models' discriminative power (C-statistics: 0.60 to 0.82). Random forest (C-statistics: 0.76, 0.79 and 0.82 with baseline predictors, one-month PDC and three-months PDC, respectively) outperformed other ML models in discriminative performance in all stages (C-statistics: 0.56 to 0.77). Most influential risk factors of discontinuation included early stage medication adherence, age, and initial days of supply. CONCLUSION: ML algorithms demonstrated a good discriminative power in identifying patients at higher risk of buprenorphine care discontinuity. The proposed framework may help healthcare providers optimize treatment strategies and deliver targeted interventions to improve buprenorphine care continuity.

Outcomes of Patients Undergoing Segmentectomy for Occult Node-Positive Clinical Stage IA Lung Cancer.

BACKGROUND: Results of recent clinical trials suggest that segmentectomy may be an acceptable alternative to lobectomy for selected patients with early-stage non-small cell lung cancer (NSCLC). Increased use of segmentectomy may result in a concomitant increase in occult node-positive (N+) disease on surgical pathology examination. The optimal management for such patients remains unknown. METHODS: Clinicopathologic data were abstracted from a prospective institutional database to identify patients with pathologic N+ disease after segmentectomy for cT1 N0 M0 NSCLC. Propensity score matching identified a comparable lobectomy cohort for assessment of cumulative incidence of recurrence and overall survival (OS). RESULTS: Of 759 included patients, 27 (4%) had nodal upstaging on the final pathology report. Of these 27 patients, 4 (15%) had skip metastasis to N2 stations, and 20 (74%) received adjuvant therapy; no completion lobectomies were performed. Ten patients (37%) had disease recurrence: 3 isolated locoregional (11%) and 7 distant (26%). The median time to recurrence among patients with recurrence was 1.8 years; OS after recurrence was 3.4 years. After 5:1 matching with 109 patients who underwent lobectomy, all variables were balanced between the groups, except pathologic N2 stage and open surgical approach. The 5-year cumulative incidence of recurrence was not significantly different between segmentectomy and lobectomy (42% vs 52%, respectively; Gray's P = .1). The 5-year OS (63% and 50%) and rate of locoregional recurrence (12% vs 13%) were not statistically different between the groups. CONCLUSIONS: Patients with occult N+ disease after segmentectomy for cT1 N0 M0 NSCLC had limited isolated locoregional recurrences and outcomes similar to those in patients who underwent lobectomy. Lobectomy may not provide an advantage in these patients.

Cyclophosphamide and Thiotepa Increases Risk of Transplant-Associated Thrombotic Microangiopathy.

Transplant associated thrombotic microangiopathy (TA-TMA) is a complication of hematopoietic cell transplant (HCT) associated with endothelial injury resulting in severe end organ damage, acute and long-term morbidity, and mortality. Myeloablative conditioning is a known risk factor, though specific causative agents have not been identified. We hypothesized that the combination of cyclophosphamide and thiotepa (CY + TT) is particularly toxic to the endothelium, placing patients at elevated risk for TA-TMA. We conducted a retrospective review of pediatric and young adult patients who received conditioned autologous and allogeneic HCT between 2012 and August 2023 at UCSF Benioff Children's Hospital, San Francisco. We excluded patients undergoing gene therapy or triple tandem transplants for brain tumors. Neuroblastoma tandem transplants were classified a single transplant occurrence. High dose N-acetylcysteine (NAC) prophylaxis was incorporated into the institutional standard of care from December 2016-May 2019 and May 2022-August 2023. Defibrotide was given prophylactically to patients deemed high-risk for sinusoidal obstruction syndrome (SOS) per institutional guidelines or on clinical trial NCT#02851407 for SOS prophylaxis or NCT#03384693 for TA-TMA prophylaxis. Kaplan-Meier analysis was used to estimate the 1-year cumulative incidence of TA-TMA. Univariate analysis was performed for each of the potential risk factors of interest using log-rank tests and bivariate analysis with Cox regression models using backward selection and hazard ratios were built using all covariates with a univariate P-value < .2 for allogeneic HCT. SPSS (v29) was used to estimate all summary statistics, cumulative incidences, and uni- and bi-variate analyses. A total of 558 transplants were performed with 43 patients developing TA-TMA, for a 1-year cumulative incidence of 8.6% (95% CI, 5.9-11.3) and 7.2% (95% CI, 2.9-11.5) in allogeneic and autologous HCTs, respectively (P = .62). In allogeneic recipients (n = 417), the 1-year cumulative incidence of TA-TMA with CY + TT as part of conditioning was 35.7% (95% CI, 15.7-55.7) compared to 11.7% (95% CI, 7.2-16.2) with either CY or TT alone, and 1.2% (95% CI, 0-2.8) if neither agent was included in the conditioning regimen (P < .001). Use of either CY or TT (HR = 10.14; P = .002) or CY + TT (HR = 35.93; P < .001), viral infections (HR = 4.3; P = .017) and fungal infections (HR = 2.98; P = 0.027) were significant factors resulting in increased risk for developing TA-TMA. In subjects undergoing autologous HCT (n = 141), the 1-year cumulative incidence of TA-TMA with CY + TT was 19.6% (95% CI, 8.8-30.6) while TA-TMA did not occur in patients receiving either CY or TT alone or when neither were included (P < .001). TA-TMA occurred only in patients with neuroblastoma receiving CY + TT as part of their conditioning. For autologous patients who received CY + TT, those who were CMV seronegative at the time of HCT had an incidence of TA-TMA of 6.7% (95% CI, 0.1-15.7) compared to 38.1% (95% CI, 35-41.2) for those CMV seropositive (P = .007). These data show that CY or TT alone or in combination as part of pre-transplant conditioning prior to HCT increase the incidence of TA-TMA. Alternative conditioning excluding the combination of CY + TT should be considered whenever possible to limit the development of TA-TMA.

The 2023 American Association for Thoracic Surgery (AATS) Expert Consensus Document: Management of subsolid lung nodules.

OBJECTIVE: Lung cancers that present as radiographic subsolid nodules represent a subtype with distinct biological behavior and outcomes. The objective of this document is to review the existing literature and report consensus among a group of multidisciplinary experts, providing specific recommendations for the clinical management of subsolid nodules. METHODS: The American Association for Thoracic Surgery Clinical Practice Standards Committee assembled an international, multidisciplinary expert panel composed of radiologists, pulmonologists, and thoracic surgeons with established expertise in the management of subsolid nodules. A focused literature review was performed with the assistance of a medical librarian. Expert consensus statements were developed with class of recommendation and level of evidence for each of 4 main topics: (1) definitions of subsolid nodules (radiology and pathology), (2) surveillance and diagnosis, (3) surgical interventions, and (4) management of multiple subsolid nodules. Using a modified Delphi method, the statements were evaluated and refined by the entire panel. RESULTS: Consensus was reached on 17 recommendations. These consensus statements reflect updated insights on subsolid nodule management based on the latest literature and current clinical experience, focusing on the correlation between radiologic findings and pathological classifications, individualized subsolid nodule surveillance and surgical strategies, and multimodality therapies for multiple subsolid lung nodules. CONCLUSIONS: Despite the complex nature of the decision-making process in the management of subsolid nodules, consensus on several key recommendations was achieved by this American Association for Thoracic Surgery expert panel. These recommendations, based on evidence and a modified Delphi method, provide guidance for thoracic surgeons and other medical professionals who care for patients with subsolid nodules.

A New Functional Threshold for Minimally Invasive Lobectomy.

OBJECTIVE: To assess the performance of a lower predicted postoperative (ppo) forced expiratory volume in 1 second (FEV1) or diffusion capacity of the lung for carbon monoxide (DLCO) (ppoFEV1/ppoDLCO) threshold to predict cardiopulmonary complications after minimally invasive surgery (MIS) lobectomy. SUMMARY BACKGROUND DATA: Although MIS is associated with better postoperative outcomes than open surgery, MIS uses risk-assessment algorithms developed for open surgery. Moreover, several different definitions of cardiopulmonary complications are used for assessment. METHODS: All patients who underwent MIS lobectomy for clinical stage I-II lung cancer from 2018 to 2022 at our institution were considered. The performance of a ppoFEV1/ppoDLCO threshold of <45% was compared against that of the current guideline threshold of <60%. Three different definitions of cardiopulmonary complications were compared: Society of Thoracic Surgeons (STS), European Society of Thoracic Surgeons (ESTS), and Berry et al. RESULTS: In 946 patients, the ppoFEV1/ppoDLCO threshold of <45% was associated with a higher proportion correctly classified (79% [95% CI, 76%-81%] vs. 65% [95% CI, 62%-68%]; P<0.001). The complication with the biggest difference in incidence between ppoFEV1/ppoDLCO of 45%-60% and >60% was prolonged air leak (33 [13%] vs. 34 [6%]; P<0.001). The predicted probability curves for cardiopulmonary complications were higher for the STS definition than for the ESTS or Berry definitions across ppoFEV1 and ppoDLCO values. CONCLUSIONS: The ppoFEV1/ppoDLCO threshold of <45% more accurately classified patients for cardiopulmonary complications after MIS lobectomy, emphasizing the need for updated risk-assessment guidelines for MIS lobectomy to optimize additional cardiopulmonary function evaluation.

High-risk features associated with recurrence in stage I lung adenocarcinoma.

OBJECTIVE: There is a lack of knowledge regarding the use of prognostic features in stage I lung adenocarcinoma (LUAD). Thus, we investigated clinicopathologic features associated with recurrence after complete resection for stage I LUAD. METHODS: We performed a retrospective analysis of patients with pathologic stage I LUAD who underwent R0 resection from 2010 to 2020. Exclusion criteria included history of lung cancer, induction or adjuvant therapy, noninvasive or mucinous LUAD, and death within 90 days of surgery. Fine and Gray competing-risk regression assessed associations between clinicopathologic features and disease recurrence. RESULTS: In total, 1912 patients met inclusion criteria. Most patients (1565 [82%]) had stage IA LUAD, and 250 developed recurrence: 141 (56%) distant and 109 (44%) locoregional only. The 5-year cumulative incidence of recurrence was 12% (95% CI, 11%-14%). Higher maximum standardized uptake value of the primary tumor (hazard ratio [HR], 1.04), sublobar resection (HR, 2.04), higher International Association for the Study of Lung Cancer grade (HR, 5.32 [grade 2]; HR, 7.93 [grade 3]), lymphovascular invasion (HR, 1.70), visceral pleural invasion (HR, 1.54), and tumor size (HR, 1.30) were independently associated with a hazard of recurrence. Tumors with 3 to 4 high-risk features had a higher cumulative incidence of recurrence at 5 years than tumors without these features (30% vs 4%; P < .001). CONCLUSIONS: Recurrence after resection for stage I LUAD remains an issue for select patients. Commonly reported clinicopathologic features can be used to define patients at high risk of recurrence and should be considered when assessing the prognosis of patients with stage I disease.

A Real-World Assessment of Stage I Lung Cancer Through Electronic Nose Technology.

INTRODUCTION: Electronic nose (E-nose) technology has reported excellent sensitivity and specificity in the setting of lung cancer screening. However, the performance of E-nose specifically for early-stage tumors remains unclear. Therefore, the aim of our study was to assess the diagnostic performance of E-nose technology in clinical stage I lung cancer. METHODS: This phase IIc trial (NCT04734145) included patients diagnosed with a single greater than or equal to 50% solid stage I nodule. Exhalates were prospectively collected from January 2020 to August 2023. Blinded bioengineers analyzed the exhalates, using E-nose technology to determine the probability of malignancy. Patients were stratified into three risk groups (low-risk, [<0.2]; moderate-risk, [≥0.2-0.7]; high-risk, [≥0.7]). The primary outcome was the diagnostic performance of E-nose versus histopathology (accuracy and F1 score). The secondary outcome was the clinical performance of the E-nose versus clinicoradiological prediction models. RESULTS: Based on the predefined cutoff (<0.20), E-nose agreed with histopathologic results in 86% of cases, achieving an F1 score of 92.5%, based on 86 true positives, two false negatives, and 12 false positives (n = 100). E-nose would refer fewer patients with malignant nodules to observation (low-risk: 2 versus 9 and 11, respectively; p = 0.028 and p = 0.011) than would the Swensen and Brock models and more patients with malignant nodules to treatment without biopsy (high-risk: 27 versus 19 and 6, respectively; p = 0.057 and p < 0.001). CONCLUSIONS: In the setting of clinical stage I lung cancer, E-nose agrees well with histopathology. Accordingly, E-nose technology can be used in addition to imaging or as part of a "multiomics" platform.

Genetic risk stratification of inflammatory bowel disease-associated venous thromboembolism: An Asian perspective.

The utilisation of polygenic scoring models may enhance the clinician's ability to risk stratify an inflammatory bowel disease patient's individual risk for venous thromboembolism (VTE) and guide the appropriate usage of VTE thromboprophylaxis, yet there is a need to validate such models in ethnically diverse populations.

Diagnosing and Grading of Sinusoidal Obstructive Syndrome after Hematopoietic Stem Cell Transplant of Children, Adolescent and Young Adults treated in a Pediatric Institution with Pediatric Protocols.

Sinusoidal obstructive syndrome (SOS), or veno-occlusive disease, of the liver has been recognized as a complex, life-threatening complication in the posthematopoietic stem cell transplant (HSCT) setting. The diagnostic criteria for SOS have evolved over the last several decades with a greater understanding of the underlying pathophysiology, with 2 recent diagnostic criteria introduced in 2018 (European Society of Bone Marrow Transplant [EBMT] criteria) and 2020 (Cairo criteria). We sought out to evaluate the performance characteristics in diagnosing and grading SOS in pediatric patients of the 4 different diagnostic criteria (Baltimore, Modified Seattle, EBMT, and Cairo) and severity grading systems (defined by the EBMT and Cairo criteria). Retrospective chart review of children, adolescent, and young adults who underwent conditioned autologous and allogeneic HSCT between 2017 and 2021 at a single pediatric institution. A total of 250 consecutive patients underwent at least 1 HSCT at UCSF Benioff Children's Hospital San Francisco for a total of 307 HSCT. The day 100 cumulative incidence of SOS was 12.1%, 21.1%, 28.4%, and 28.4% per the Baltimore, Modified Seattle, EBMT, and Cairo criteria, respectively (P < .001). We found that patients diagnosed with grade ≥4 SOS per the Cairo criteria were more likely to be admitted to the Pediatric Intensive Care Unit (92% versus 58%, P = .035) and intubated (85% versus 32%, P = .002) than those diagnosed with grade ≥4 per EBMT criteria. Age <3 years-old (HR 1.76, 95% [1.04 to 2.98], P = .036), an abnormal body mass index (HR 1.69, 95% [1.06 to 2.68], P = .027), and high-risk patients per our institutional guidelines (HR 1.68, 95% [1.02 to 2.76], P = .041) were significantly associated with SOS per the Cairo criteria. We demonstrate that age <3 years, abnormal body mass index, and other high-risk criteria associate strongly with subsequent SOS development. Patients with moderate to severe SOS based on Cairo severity grading system may correlate better with clinical course based on ICU admissions and intubations when compared to the EBMT severity grading system.

The impact of magnification on undergraduate dental students' performance during cavity preparations: A systematic review.

PURPOSE/OBJECTIVES: Loupe magnification is a commonly utilized tool within dental education due to its proposed benefits of improving working posture, visual acuity, and procedural quality. Although procedural quality has been researched at the graduate level, literature encompassing the undergraduate level remains scarce. Therefore, this systematic review aims to critically assess the available literature to ascertain the effects of loupe magnification on the performance of undergraduate dental students' cavity preparations. MATERIALS AND METHODS: A systematic search was conducted across electronic databases, including PubMed, MEDLINE via Ovid, The Cochrane Library for Cochrane Reviews, and Scopus, to identify relevant studies published from inception to February 15, 2023. We included English language studies that evaluated the effect of loupe magnification on the performance of undergraduate dental students in cavity preparations. RESULTS: In total, six studies fulfilled the inclusion criteria. The outcomes assessed encompassed tooth preparation accuracy. Of these six articles, one was conducted on endodontic access cavity preparations, four on restorative cavity preparations, and one on nonstandard cavity preparation designs performed on acrylic blocs. Four articles determined that loupes positively impacted undergraduate students' performance in cavity preparations, while two articles established no significant difference in performance between loupes and naked-eye cavity preparations. CONCLUSION: This systematic review suggests that loupe magnification positively impacts undergraduate dental students' performance in cavity preparations. However, the heterogeneity of the studies and the variations in methodologies limit the ability to draw definitive conclusions.