Pulmonology Commons^™

Clinical Utility Of An Fda-Authorized Artificial Intelligence Imaging Platform In Interstitial Lung Disease Diagnosis, Arjun Prakash Tambe, Ryan Boente, Gautam George, Fayez Kheir, Omid Tahamtani Omran, Kavitha Selvan

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

Background/Objectives: The diagnosis of interstitial lung disease (ILD) is challenging and frequently delayed. Clinically accessible and minimally invasive diagnostic tools are needed to expedite the diagnosis of ILD while minimizing risk to patients. Fibresolve is an imaging artificial intelligence (AI) tool recently approved by the Food and Drug Administration (FDA) for use in ILD diagnosis and made available to clinicians. The objective of this study was to describe its utility in clinical practice. Methods: We conducted a prospective, observational study of patients across the United States (US) in whom Fibresolve was utilized during routine clinical practice between July 2024 and …

Questionnaire-Based Identification And Participation In Lung Cancer Screening In Sweden, Julie Barta

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

No abstract provided.

Fluoroquinolone Use And Risk Of Pneumothorax In Adults Hospitalized With Community Acquired Pneumonia: A Retrospective Cohort Study, Steven Yi B. S., Saurav Sumughan B.S., Jessica Cobb M. D., Erika J. Yoo

Department of Medicine Faculty Papers

Objectives: The objective of this study is to examine the relationship between fluoroquinolone exposure and pneumothorax risk in patients hospitalized with pneumonia.

Methods: This retrospective cohort study used the TriNetX US Collaborative Network. We defined two mutually exclusive cohorts of hospitalized adults based on exposure to antibiotic classes commonly used to treat community acquired pneumonia: fluoroquinolone (ciprofloxacin, moxifloxacin, levofloxacin, and ofloxacin) versus nonfluoroquinolone (amoxicillin, azithromycin, ceftriaxone, and doxycycline). Patients with connective tissue disorders were excluded. The primary outcome was the occurrence of pneumothorax within 60 days. We used Cox proportional hazards regression to estimate hazard ratios (HRs) adjusted for demographics, …

Impact Of Race And Acculturation On Lung Cancer Screening Eligibility: A Multicenter Lung Cancer Cohort Study, Eunji Choi, Christine S. Shusted, Harrison Yang, Haley M. Evans, Julia G. Katcher, Yiwey Shieh, Anil Vachani, Katharine Rendle, Julie A. Barta

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

No abstract provided.

Safety And Efficacy Of Outpatient Thoracentesis: A Retrospective Analysis, Brooke Ruane, Msn, Crnp, Brian Schonewald, Md, Christine S. Shusted, Mph, Christopher Mcgrath, Md, Frances Mae West, Md, Prarthna Chandar, Md

Division of Pulmonary, Allergy, and Critical Care Medicine Posters

Objectives

• To examine the patient population, procedural indications, and clinical outcomes associated with a clinic-based outpatient thoracentesis program.
• To evaluate the safety, feasibility, and cost implications of an advanced practice provider (APP)-driven model for pleural effusion management.

Pneumomlpred: Innovating Pneumonia Management With Guideline Adherence Review And Explainable Machine Learning-Based Mortality Prediction - A Single-Centre Retrospective Study, Kamel A. Samara, Hiba Jawdat Barqawi, Saryia Adra, Batool Aldaher, Drishti D. Kampani, Enad Haddad, Hebah Soudan, Islam Ibrahim Anwar, Mohamad Besher Adi, Omar Hamadi, Yumna Almour, Mohamed Nassef, Zaher Al Aghbari, Eman Abu-Gharbieh

Abington Jefferson Health Papers

Introduction: Community-acquired pneumonia (CAP) is one of the leading causes of death globally. Changing antibiotic resistance profiles, paucity of reliable CAP mortality prediction models, and ageing populations will increase its burden. This study aims to evaluate adherence to CAP management guidelines as well as develop an ML-based mortality prediction model.

Methods: This retrospective, chart review included all CAP cases between 2016 and 2021. Variables collected included patients' demographics, comorbidities, vitals, laboratory, imaging, and culture findings, as well as initial and targeted antibiotic regimens. Data was pre-processed and analysed in python-3. Adherence to the American thoracic society/infectious diseases society of America …

Nudging Implementation Of Low Tidal Volume Ventilation: A Stepped Wedge, Cluster Randomized Trial, Meeta Prasad Kerlin, Michael O. Harhay, Fan Li, Dylan S. Small, Yingying Lu, Wei Wang, Barry D. Fuchs, Mark E. Mikkelsen, Teresa Tran, Aerielle Belk, Jasmine A. Silvestri, Tamar Klaiman, Stefania Scott, Elizabeth Levy, Michael W. Sjoding, Rachel Kohn, Karsten J. Roberts, Rinad S. Beidas, Scott D. Halpern

College of Health Professions Faculty Papers

BACKGROUND: "Nudges" embedded in the electronic health record (EHR) facilitate desired decisions while preserving autonomy and may provide a scalable strategy to overcome the common implementation barrier of lack of knowledge about a best practice. We sought to test whether EHR-based nudges targeting two intensive care unit (ICU) clinician groups would safely increase evidence-based use of low tidal volume ventilation.

METHODS: We performed a stepped-wedge, cluster randomized, hybrid type 3 effectiveness-implementation trial in 12 ICUs from February 2021 to May 2023 to test three nudges targeting clinicians responsible for order entry and respiratory therapists responsible for operationalizing orders and documentation. …

Qualitative Beta-2-Adrenoceptor Signaling In The Regulation Of Human Airway Epithelia Mucin And Cytokine Production, Fred Graumuller, Diana Cervantes, Tung O. Chan, Niccolette Schaunaman, Dominic R. Villalba, Burton F. Dickey, Julia K. L. Walker, Hong Wei Chu, Raymond B. Penn

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

BACKGROUND: Numerous in vivo studies have demonstrated beta-2-adrenoceptor (β2AR) -agonism as permissive in the development of allergic lung inflammation, and have implicated the arrestin-dependent signaling arm of the β2AR in mediating this effect. However, the specific cell type(s) mediating β2AR regulation of allergic lung inflammation remain unestablished.

METHODS: To explore the potential contribution of airway epithelia in this phenomenon, we compared the ability of ractopamine (RP), recently identified as a Gs-biased beta-agonist, to that of the unbiased/balanced beta-agonist albuterol (ALB), on IL-13-stimulated mucin and cytokine production in human airway epithelia cultures in air-liquid interface (HAE).

RESULTS: ALB, which activates both …

Practice Patterns And Inpatient Outcomes In Lung Abscess: A Cross Sectional Study, Saikou Saidy, Ali Iqbal, Saqib H. Baig

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

Background: Lung abscess is typically managed with antibiotics, but drainage procedures are sometimes performed when there is inadequate clinical response or when source control is needed. Real-world inpatient practice patterns remain incompletely described in contemporary U.S. data. Our aim was to evaluate national inpatient practice patterns, predictors of procedural intervention, and associated in-hospital outcomes and resource utilization among patients hospitalized with lung abscess managed conservatively, with bronchoscopic drainage, or with percutaneous drainage.

Methods: Using the National Inpatient Sample (NIS) (2016–2018), we identified adult (18 years and older) hospitalizations with a principal diagnosis of lung abscess [International Classification of Diseases, 10th …

Exercise Performance In Ordinary Children And Adolescents: Baseline, Pandemic, And Post-Pandemic, Abby Skiena, Gina D'Aloisio, Ms, Takeshi Tsuda, Md

Alpha Omega Alpha Research Symposium Posters

Background: The COVID-19 pandemic might have created considerable negative impacts on the physical fitness of ordinary adolescents, which may pose a major threat to long-term cardiovascular health.

Methods: Healthy adolescents (ages 11 to 18) who underwent cardiopulmonary exercise testing (CPET) were grouped into baseline (~ 3/2020), pandemic (4/2020 ~12/2022), and post-pandemic (1/2023~ 5/2024) periods. Data are shown as mean ± standard deviation.

Results: Peak oxygen consumption (VO2/kg) and peak work rate (WR/kg) were significantly reduced during pandemic in both sexes and did not improve during post-pandemic in males (Table 1). The decline of peak oxygen pulse (OP/kg) …

Characterizing The Effects Of Antimuscarinics On Rhoa Signaling, Zuhra Tukhtamisheva, Elizabeth L. Mcduffie, Jordan Lee, Steven S. An, Reynold A. Panettieri Jr., Charles Scott

Alpha Omega Alpha Research Symposium Posters

Purpose: Airway hyperresponsiveness in asthma is driven by acetylcholine-mediated activation of the muscarinic acetylcholine 3 receptor (M3R), promoting bronchoconstriction, mucus hypersecretion, and airway remodeling. Despite directly targeting this pathway, antimuscarinics remain adjunctive rather than first-line therapy, suggesting a disconnect between biological rationale and clinical efficacy. Recent work from the Scott Lab at Thomas Jefferson University demonstrates that M3R in human airway smooth muscle (HASM) cells drives muscle shortening through G_12/13–driven RhoA signaling rather than through G_q/11-dependent calcium flux. We therefore investigated whether clinically prescribed antimuscarinics effectively inhibit G_12/13-dependent RhoA signaling in HASM cells.

Methods: …

High-Flow Oxygen Therapy In Ild Exacerbations: An Imperfect Therapy, Kathleen Spritzer, Jesse Roman, Ross Summer, Gautam George

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

No abstract provided.

Variation In Lung Cancer Risk Distribution By Race Across Modified Plcom2012 Risk Models Among Lung Cancer Screening Participants, Haley M. Evans, Rebecca Landy, Christine S. Shusted, Brooke Ruane, Eboni Anderson, Teresa Giamboy, Mary Mcmullen, Gregory C. Kane, Hee-Soon Juon, Julie Barta

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

No abstract provided.

Urinothorax And Empyema: Presentation Of An Unusual Complication Of A Rare Condition, Nolan Fox, Nicholas Fox, Shourjo Chakravorty, Neeraj Sinha

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

A 68-year-old male with a history of metastatic bladder cancer and urinary obstruction presented with intractable hiccups and chest pain is presented in this case. He was found to have a unilateral pleural effusion in addition to ipsilateral renal metastasis abutting the diaphragm. Imaging revealed empyema. Thoracentesis revealed positive cultures and a lack of malignant cells on cytology. Comorbid urinary obstruction and urinary tract infection suggested the rare diagnosis of an infected urinothorax. Thoracentesis also revealed pleural fluid creatinine greater than serum creatinine, meeting the most specific diagnostic criteria for urinothorax and establishing the diagnosis. Treatment aimed at evacuating the …

Using Mean Airway Pressure (Map) As An Indicator To Help Predict Successful Extubationof Preterm And Term Infants In A Neonatal Intensive Care Unit, William F. Bucher, Rrt-Nps, Eliza C. Desantis, Md

Division of Pulmonary, Allergy, and Critical Care Medicine Posters

Background
Extubation of preterm and term infants in a neonatal intensive care setting has always proven to be a challenge often resulting in failure. One of the challenges to a successful extubation in this vulnerable patient population is maintaining proper lung inflation at the time of extubation. We often rely on the use of the mean airway pressure (MAP) as an indicator to help predict patient readiness to extubate these patients.

Methods
23 patients ranging from 24 weeks to 41 weeks corrected gestational age were extubated from either conventional mechanical ventilation (CMV) or high frequency ventilation (HFV) using their mean …

The Right Kind Of Rarefaction: Coronary Microvascular Remodeling In Right Ventricle Failure, Cyrus Vahdatpour, Katharine Clapham, Steven M. Kawut, Kirk Jones, John J. Ryan, Danielle Petty, Shannon Talbot, Kimberly Dumoff, Ellen C. Keeley, Priti Lal, Andrew J. Bryant, Alex M. Parker, Jeremy A. Mazurek, Leonid Mirson, Andrew Murphy, Andrew Baird, Megan Schwietert, Alissa F. Schurr, Andrew Stein, Scott M. Hansen, Zhining Ou, Angela P. Presson, Dylan Miller

Department of Pathology, Anatomy, and Cell Biology Faculty Papers

BACKGROUND: Right ventricular failure (RVF) is the primary determinant of outcomes in pulmonary hypertension (PH). Coronary microvascular dysfunction (CMD), defined by capillary rarefaction and endothelial dysfunction, may contribute to RVF but remains poorly characterized. CMD, defined by capillary rarefaction and endothelial dysfunction, may contribute to RVF through impaired myocardial oxygen delivery and fibrotic remodeling.

OBJECTIVES: To characterize right ventricle (RV) CMD and myocardial fibrosis in explanted human hearts and examine associations with echocardiographic and hemodynamic indices of RVF across PH subtypes.

METHODS: We retrospectively analyzed 57 adult patients who underwent orthotopic heart transplantation at 3 institutions (2023-2024). Explanted hearts were …

Chronic Rhinosinusitis Is A Risk Factor For Interstitial Lung Disease In Sjogren’S Syndrome, Brian Schonewald, Christopher Xie, Andrew Engel, Ross Summer, Giorgos Loizidis

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

BACKGROUND: Interstitial lung disease (ILD) is a leading cause of morbidity and mortality in Sjögren's syndrome (SS), but its risk factors remain unclear. Although SS affects both the upper and lower respiratory epithelium, it is unknown whether this occurs simultaneously or separately. In other autoimmune conditions-such as eosinophilic granulomatosis with polyangiitis and granulomatosis with polyangiitis-upper airway disease precedes lower lung involvement by months or even years. We hypothesized that chronic rhinosinusitis (CRS), as an upper airway disease, may be a risk factor for ILD in SS.

METHODS: We analyzed the TriNetX Research Network database to compare incident ILD in SS …

Brief Report: Lung Cancer Diagnoses Among Lung Cancer Screening Program Participants With Family History Of Lung Cancer, Julia G. Katcher, Christine S. Shusted, Padmanabh Bhatt, Brooke M. Ruane, Jenna Markle, Gregory C. Kane, Kuang-Yi Wen, Hee-Soon Juon, Julie A. Barta

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

Clinical Practice Points

• Among screening-eligible adults, lung cancer is diagnosed more often in those with family history of lung cancer
• Patients with family history had higher frequency of stage IV disease
• Considering family history in risk assessment could improve lung cancer screening strategies

Regorafenib Pulmonary Toxicity: A Case Of Cavitary Lung Disease And Ards Treated With Infliximab, Michael Dong, Mackenzie Kramer, Tanmay Gandhi, Gautam George

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

Regorafenib-induced pneumonitis and acute respiratory distress syndrome (ARDS) are rare and poorly characterized toxicities. We describe a 43-year-old male with metastatic colorectal cancer who developed hypoxic respiratory failure after two cycles of regorafenib. Imaging revealed cavitary lung lesions and diffuse ground glass opacities. Despite antibiotics and high-dose corticosteroids, his condition deteriorated, requiring ICU admission and mechanical ventilation. Bronchoalveolar lavage revealed bacterial pathogens, and he was treated for pneumonia. After multidisciplinary discussion, he was assessed to have regorafenib-induced pneumonitis as a major driver of his respiratory failure, and after limited steroid response, infliximab was administered with marked respiratory improvement. However, he …

Progress In Progressive Pulmonary Fibrosis, Jesse Roman

Rothman Institute Papers

No abstract provided.

Slow-Growing Lung Mass In A Patient With Multiple Endocrine Neoplasia Type I: Consider Carcinoid Tumor, Ramin Talebi, Charalambos C. Solomides, Nathaniel R. Evans Iii, Gregory C. Kane

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

A 23-year-old man with multiple endocrine neoplasia type 1 (MEN 1) with pancreatic tail masses and Cushing syndrome (status after transsphenoidal adenomectomy) presented with a slow-growing, asymptomatic right lower lung lobe mass confirmed to be an atypical carcinoid tumor by pathologic staging following successful basilar segmentectomy with mediastinal lymphadenectomy. Pulmonary carcinoid tumor (PCT) is a rare neoplasm in patients with MEN 1, but there is limited data on trends in atypical versus typical carcinoid tumors in these patients. This case emphasizes the need to characterize these trends given the implications for metastatic potential and 5-year survival, which can help guide …

Identifying Unnecessary And Excessive Use Of Intravenous Heparin For The Treatment Of Intermediate-Risk Pulmonary Embolism, Youssef Elfatatry, Ryan Gardner, Chukwuemezie Kamanu, Ruben Rhoades

Health Equity and Quality Improvement (HEQI) Summit

Problem Statement

- Intermediate-risk pulmonary embolism (PE) is a diagnosis with heterogenous presentations and mortality rates ranging from 2% to 15%.

- European Society of Cardiology (ESC) guidelines recommend low-molecular weight heparin (LMWH) as first line therapy in most patients. Despite this, the use of IV heparin in intermediate-risk PE remains widespread, due to uncertainty regarding patients receiving further procedures and mitigation of bleeding risk.

Project AIM:

- We aim to (1) identify prescribing patterns and outcomes of anticoagulant therapy on admission, and (2) propose and implement a "PE Care Pathway" in EPIC to address uncertainty in risk-stratifying and treating …

A Multidisciplinary Intervention To Improve Acute Respiratory Distress Syndrome (Ards) Recognition In The Intensive Care Unit, Julia G. Katcher, M. Schaffer, Bridget Gekas, Jeffrey Riggio, Erika J. Yoo, Michael Baram

Health Equity and Quality Improvement (HEQI) Summit

Background

• ARDS is underrecognized, undertreated, and associated with a high mortality rate.¹
• Previous chart review in 2017 of 137 Jefferson MICU patients with acute respiratory failure revealed poor adherence to ARDS recommendations and protocols within first 24 hours.
• Respiratory therapist-driven protocols have been shown to increase adherence to lung-protective ventilation.²
• Frequent evaluation of ventilat0r settings and patient response is a cornerstone of early ARDS management.³

Hickam’S Dictum Of The Great Vessels: Saddle Embolism And Dissection, Eric Wetzel, Do, Kyle Mohney, Do, Jessica Schumann, Do, Olubunmi Olarewaju, Do

Jefferson Health - Northeast Posters (formerly Aria Health Posters)

History of Present Illness

Chief Complaint:
Shortness of breath

History of Present:
Illness A 66-year-old female with a past medical history of hypertension presents to the emergency department concerned for shortness of breath and palpitations. She reports her symptoms started abruptly while on a morning walk. She notes she took her home blood pressure medication this morning per her usual routine and had otherwise been feeling well. She describes feeling like she is having a “high grade panic attack”, similar to past panic attacks but with increased intensity. She denies associated weakness, numbness, chest pain, nausea, vomiting, or abdominal pain. …

A Geospatial Analysis Of The Lung Cancer Burden In Philadelphia, Using Pennsylvania Cancer Registry Data From 2008-2017, Russell K. Mcintire, Katherine Senter, Christine S. Shusted, Rickisa Yearwood, Julie Barta, Scott W. Keith, Charnita Zeigler-Johnson

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

(1) Background: Lung cancer is the deadliest and second most prevalent cancer in Pennsylvania (PA), and African American patients are disproportionately affected. Lung cancer morbidity and mortality in Philadelphia County are among the highest in PA. Geographic information systems (GIS) are useful to explore geospatial variations in the cancer burden and risk factors. Therefore, we used GIS to analyze the lung cancer burden in Philadelphia to assess which areas of the city have the highest morbidity and mortality, identify potential clusters, and determine which census tract-level characteristics were associated with higher tract-level cancer burden. (2) Methods: Using secondary data from …

Pulmonopoly: A Game-Based Approach To Teach And Reinforce Basic Concepts Of Pulmonary Medicine To Medical Students, Michael Dong, James Uricheck, Urvashi Vaid

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

INTRODUCTION: Pulmonopoly is an innovative active-learning medical board game addressses core pulmonary concepts in an engaging, competitive style. The strength of Pulmonopoly lies in its ability to combine ease of setup and play with comprehensive content coverage that comprises a significant proportion of national board examinations, offering a gamification experience that can be readily applied in different settings and modified for learner levels.

METHODS: We created an instructional game, Pulmonopoly, based on pulmonary content delivered to preclinical medical students and required for national board examinations. We invited first-year medical students to participate in 60-minute small-group sessions. Content addressed pulmonary subject …

Triswinunetr Lobe Segmentation Model For Computing Dir-Free Ct-Ventilation, Gabriela Roque Oliveira Nomura, Aarom T. Luong, Ananya Prakash, Annabelle Alemand, Tanish Bhowmick, Alisa Ali, Jaimie Ren, Basil Rehani, Girish Nair, Richard Castillo, Yevgeniy Vinogradskiy, Edward Castillo

Department of Radiation Oncology Faculty Papers

Purpose: Functional radiotherapy avoids the delivery of high-radiation dosages to high-ventilated lung areas. Methods to determine CT-ventilation imaging (CTVI) typically rely on deformable image registration (DIR) to calculate volume changes within inhale/exhale CT image pairs. Since DIR is a non-trivial task that can bias CTVI, we hypothesize that lung volume changes needed to calculate CTVI can be computed from AI-driven lobe segmentations in inhale/exhale phases, without DIR. We utilize a novel lobe segmentation pipeline (TriSwinUNETR), and the resulting inhale/exhale lobe volumes are used to calculate CTVI. Methods: Our pipeline involves three SwinUNETR networks, each trained on 6,501 CT image pairs …

Factors Associated With Receipt Of Tobacco Treatment Integrated With Nurse Navigation In A Centralized Lung Cancer Screening Program At An Urban Academic Medical Center, Christine S. Shusted, Sarah Mukhtar, James Lee, Brooke Ruane, Emily Muse, Lawrence Emeigh-Mcbride, Eboni Gatson-Anderson, Gregory C. Kane, Kuang-Yi Wen, Hee-Soon Juon, Julie A. Barta

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

PURPOSE: Optimal approaches for tobacco treatment counseling among individuals who currently smoke and are undergoing shared decision-making (SDM) and lung cancer screening (LCS) are unknown. The objective of this cross-sectional study was to determine the rate of reported interest in tobacco treatment counseling and pharmacotherapy among individuals who currently smoke and are receiving integrated nurse navigation for LCS and tobacco treatment in a centralized LCS Program.

METHODS: We identified individuals undergoing SDM through our centralized LCS Program between March 2021 and March 2022. The LCS Program tobacco treatment protocol includes counseling both in-person and via telephone during SDM, LCS results …

A Rare Case Of Pulmonary Nocardiosis With Pseudomonas Aeruginosa Superinfection In An Immunocompromised Patient, Kevin Liu, Md, Samuel Shulimson, Do, Herbert Patrick, Md

Jefferson Health - Northeast Posters (formerly Aria Health Posters)

Introduction

Nocardiosis is an uncommon opportunistic infection with over two thirds occurring in those who are immunocompromised [1] or who have undergone solid organ transplants [2]. Here, we present a unique case of pulmonary Nocardiosis complicated by superimposed Pseudomonas infection.

The American Cancer Society National Lung Cancer Roundtable Strategic Plan: Optimizing Strategies For Lung Nodule Evaluation And Management, Julie A. Barta, Farhood Farjah, Carey Conley Thomson, Debra S. Dyer, Renda Soylemez Wiener, Christopher G. Slatore, Rebecca Smith-Bindman, Lauren S. Rosenthal, Gerard A. Silvestri, Robert A. Smith, Michael K. Gould

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

Lung nodules are frequently detected on low-dose computed tomography scans performed for lung cancer screening and incidentally detected on imaging performed for other reasons. There is wide variability in how lung nodules are managed by general practitioners and subspecialists, with high rates of guideline-discordant care. This may be due in part to the level of evidence underlying current practice guideline recommendations (primarily based on findings from uncontrolled studies of diagnostic accuracy). The primary aims of lung nodule management are to minimize harms of diagnostic evaluations while expediting the evaluation, diagnosis, and treatment of lung cancer. Potentially useful tools such as …