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47 citation(s) found for "Lynch, David".

Reply: Improving Care for Patients with Interstitial Lung Disease, Using Machine Learning, Requires Transparency and Reproducibility
Kennedy, Giulia C., Barth, Neil M., Walsh, P. Sean, Huang, Jing , Pankratz, Daniel G., Choi, Yoonha, Fedorowicz, Grazyna, Anderson, Jessica, Raghu, Ganesh , Colby, Thomas V. , Lynch, David A. , Brown, Kevin K. , Groshong, Steve D. , Flaherty, Kevin R., Steele, Mark P., Martínez, Fernando J. , Myers, Jeffrey L. , Flaherty, Kevin R.

Annals of the American Thoracic Society | October 23, 2017 | Volume: 14 | Issue: 12 | Pages: 1864-1865

10.1513/annalsats.201708-654le | PMID 29058451 Get It

Usual Interstitial Pneumonia Can Be Detected in Transbronchial Biopsies Using Machine Learning
Pankratz, Daniel G., Choi, Yoonha, Imtiaz, Urooj, Fedorowicz, Grazyna, Anderson, Jessica, Colby, Thomas V. , Lynch, David A. , Brown, Kevin K. , Flaherty, Kevin R. , Steele, Mark P., Groshong, Steve D. , Raghu, Ganesh , Barth, Neil M., Walsh, P. Sean, Huang, Jing , Kennedy, Giulia C., Myers, Jeffrey L. , Martínez, Fernando J.

Annals of the American Thoracic Society | June 22, 2017 | Volume: 14 | Issue: 11 | Pages: 1646-1654

10.1513/annalsats.201612-947oc | PMID 28640655 Get It

Abstract Rationale Usual interstitial pneumonia (UIP) is the histopathologic hallmark of idiopathic pulmonary fibrosis. Although UIP can be detected by high-resolution computed tomography of the chest, the results are frequently inconclusive, and pathology from transbronchial biopsy (TBB) has poor sensitivity. Surgical lung biopsy may be necessary for a definitive diagnosis. Objectives To develop a genomic classifier in tissue obtained by TBB that distinguishes UIP from non-UIP, trained against central pathology as the reference standard. Methods Exome enriched RNA sequencing was performed on 283 TBBs from 84 subjects. Machine learning was used to train an algorithm with high rule-in (specificity) performance using specimens from 53 subjects. Performance was evaluated by cross-validation and on an independent test set of specimens from 31 subjects. We explored the feasibility of a single molecular test per subject by combining multiple TBBs from upper and lower lobes. To address whether classifier accuracy depends upon adequate alveolar sampling, we tested for correlation between classifier accuracy and expression of alveolar-specific genes. Results The top-performing algorithm distinguishes UIP from non-UIP conditions in single TBB samples with an area under the receiver operator characteristic curve (AUC) of 0.86, with specificity of 86% (confidence interval = 71–95%) and sensitivity of 63% (confidence interval = 51–74%) (31 test subjects). Performance improves to an AUC of 0.92 when three to five TBB samples per subject are combined at the RNA level for testing. Although we observed a wide range of type I and II alveolar–specific gene expression in TBBs, expression of these transcripts did not correlate with classifier accuracy. Conclusions We demonstrate proof of principle that genomic analysis and machine learning improves the utility of TBB for the diagnosis of UIP, with greater sensitivity and specificity than pathology in TBB alone. Combining multiple individual subject samples results in increased test accuracy over single sample testing. This approach requires validation in an independent cohort of subjects before application in the clinic.
P065 Virtual multidisciplinary discussion: Feasibility and diagnostic concordance with face-to-face multidisciplinary discussion
Boer, Kaïssa de, Aravena, Carlos, Sood, Rohit , Leslie, Kevin O., Lynch, David A. , Noth, Imre , Flaherty, Kevin R. , Collard, Harold R. , Hayden, Matthew

QJM: An International Journal of Medicine | February 2, 2017 | Volume: 109 | Issue: suppl_1 | Pages: S43-S44

10.1093/qjmed/hcw124.039 Get It

Improved Diagnosis of Prosthetic Joint Infection by Culturing Periprosthetic Tissue Specimens in Blood Culture Bottles
Peel, Trisha , Dylla, Brenda L., Lynch, David T. , Greenwood‐Quaintance, Kerryl E. , Cheng, Allen , Mandrekar, Jayawant N. , Patel, Robin , Peel, Trisha N, Hughes, John G, Hughes, John , Patel, Robin

mBio | January 29, 2016 | Volume: 7 | Issue: 1 | Pages: No page available

10.1128/mbio.01776-15 | PMID 26733067 Get It

ABSTRACT Despite known low sensitivity, culture of periprosthetic tissue specimens on agars and in broths is routine. Culture of periprosthetic tissue samples in blood culture bottles (BCBs) is potentially more convenient, but it has been evaluated in a limited way and has not been widely adopted. The aim of this study was to compare the sensitivity and specificity of inoculation of periprosthetic tissue specimens into blood culture bottles with standard agar and thioglycolate broth culture, applying Bayesian latent class modeling (LCM) in addition to applying the Infectious Diseases Society of America (IDSA) criteria for prosthetic joint infection. This prospective cohort study was conducted over a 9-month period (August 2013 to April 2014) at the Mayo Clinic, Rochester, MN, and included all consecutive patients undergoing revision arthroplasty. Overall, 369 subjects were studied; 117 (32%) met IDSA criteria for prosthetic joint infection, and 82% had late chronic infection. Applying LCM, inoculation of tissues into BCBs was associated with a 47% improvement in sensitivity compared to the sensitivity of conventional agar and broth cultures (92.1 versus 62.6%, respectively); this magnitude of change was similar when IDSA criteria were applied (60.7 versus 44.4%, respectively; P = 0.003). The time to microorganism detection was shorter with BCBs than with standard media ( P < 0.0001), with aerobic and anaerobic BCBs yielding positive results within a median of 21 and 23 h, respectively. Results of our study demonstrate that the semiautomated method of periprosthetic tissue culture in blood culture bottles is more sensitive than and as specific as agar and thioglycolate broth cultures and yields results faster. IMPORTANCE Prosthetic joint infections are a devastating complication of arthroplasty surgery. Despite this, current microbiological techniques to detect and diagnose infections are imperfect. This study examined a new approach to diagnosing infections, through the inoculation of tissue samples from around the prosthetic joint into blood culture bottles. This study demonstrated that, compared to current laboratory practices, this new technique increased the detection of infection. These findings are important for patient care to allow timely and accurate diagnosis of infection.
High-Throughput Immunoassay for the Biochemical Diagnosis of Friedreich Ataxia in Dried Blood Spots and Whole Blood
Oglesbee, Devin , Kroll, Charles, Gakh, Oleksandr , Gavrilova, Ralitza H. , Tortorelli, Silvia , Raymond, Kimiyo , Gavrilov, Dimitar , Rinaldo, Piero, Matern, Dietrich , Isaya, Grazia , Deutsch, Eric C , Lynch, David R. , Oglesbee, Devin

Clinical Chemistry | July 10, 2013 | Volume: 59 | Issue: 10 | Pages: 1461-1469

10.1373/clinchem.2013.207472 | PMID 23838345 Get It

BACKGROUND Friedreich ataxia (FRDA) is caused by reduced frataxin (FXN) concentrations. A clinical diagnosis is typically confirmed by DNA-based assays for GAA-repeat expansions or mutations in the FXN (frataxin) gene; however, these assays are not applicable to therapeutic monitoring and population screening. To facilitate the diagnosis and monitoring of FRDA patients, we developed an immunoassay for measuring FXN. METHODS Antibody pairs were used to capture FXN and an internal control protein, ceruloplasmin (CP), in 15 μL of whole blood (WB) or one 3-mm punch of a dried blood spot (DBS). Samples were assayed on a Luminex LX200 analyzer and validated according to standard criteria. RESULTS The mean recovery of FXN from WB and DBS samples was 99%. Intraassay and interassay imprecision (CV) values were 4.9%–13% and 9.8%–16%, respectively. The FXN limit of detection was 0.07 ng/mL, and the reportable range of concentrations was 2–200 ng/mL. Reference adult and pediatric FXN concentrations ranged from 15 to 82 ng/mL (median, 33 ng/mL) for DBS and WB. The FXN concentration range was 12–22 ng/mL (median, 15 ng/mL) for FRDA carriers and 1–26 ng/mL (median 5 ng/mL) for FRDA patients. Measurement of the FXN/CP ratio increased the ability to distinguish between patients, carriers, and the reference population. CONCLUSIONS This assay is applicable to the diagnosis and therapeutic monitoring of FRDA. This assay can measure FXN and the control protein CP in both WB and DBS specimens with minimal sample requirements, creating the potential for high-throughput population screening of FRDA.
Pulmonary Capillaritis: The Association with Progressive Irreversible Airflow Limitation and Hyperinflation
Schwarz, Marvin I., Mortenson, Rebecca L., Colby, Thomas V. , Waldron, James A., Lynch, David A. , Hütt, M., Cherniack, Reuben M., King, Talmadge E.

American Review of Respiratory Disease | April 4, 2013 | Volume: 148 | Issue: 2 | Pages: 507-511

10.1164/ajrccm/148.2.507 | PMID 8102044 Get It

Abstract We report two patients with systemic necrotizing vasculitis (microscopic polyarteritis) and associated recurrent pulmonary capillaritis, in whom progressive irreversible airway dysfunction began approximately 10 yr after disease onset. Their course was characterized by repeated episodes of diffuse alveolar hemorrhage, glomerulonephritis, palpable purpura, and splinter hemorrhages. The lung revealed intraalveolar hemorrhage, neutrophilic infiltration and cellular fragmentation, fibrinoid necrosis of the alveolar interstitium, and parenchymal hemosiderin deposits. No medium-sized vessel involvement, granulomatous inflammation, or bronchiolar obliteration were seen. Renal biopsies revealed focal segmental necrotizing glomerulonephritis, and a cutaneous biopsy in one case showed a leukocytoclastic vasculitis. Immunofluorescent studies of lung and kidney showed minimal or no immunoreactivity. The clinical course and serologic tests did not support another systemic vasculitis, connective tissue disease, or antiglomerular basement membrane antibody disease. The acute episodes responded to antiinflammatory and immunosuppressive therapy. Symptoms, serial pulmonary function tests, and chest imaging documented the development of a progressive irreversible obstructive airway disease. No other predisposing factors were identified. These cases demonstrate the unexpected appearance of an irreversible obstructive airway disease with lung parenchymal hyperinflation after systemic necrotizing vasculitis associated with recurrent pulmonary capillaritis and diffuse alveolar hemorrhage.
Utility of a Lung Biopsy for the Diagnosis of Idiopathic Pulmonary Fibrosis
Hunninghake, Gary W., Zimmerman, M. Bridget, King, Talmadge E. , Lynch, Joseph P., Hegele, Richard G. , Waldron, James A., Colby, Thomas V. , Müller, Néstor L. , Lynch, David A. , Galvin, J R, Gross, Barry H., Hogg, James C. , Toews, Galen, HELMERS, RICK, COOPER, J. ALLEN D., Baughman, Robert P., Millard, Mark, Schwartz, David A. , HELMERS, RICK, Strange, Charlie

American Journal of Respiratory and Critical Care Medicine | April 4, 2013 | Volume: 164 | Issue: 2 | Pages: 193-196

10.1164/ajrccm.164.2.2101090 | PMID 11463586 Get It

Abstract It is not known if a surgical lung biopsy is necessary in all patients for the diagnosis of idiopathic pulmonary fibrosis (IPF). We conducted a blinded, prospective study at eight referring centers. Initially, cases were evaluated by clinical history and examination, transbronchial biopsy, and high-resolution lung computed tomography scans. Pulmonologists at the referring centers then assessed their certainty of the diagnosis of IPF and provided an overall diagnosis, before surgical lung biopsy. The lung biopsies were reviewed by a pathology core and 54 of 91 patients received a pathologic diagnosis of IPF. The positive predictive value of a confident (certain) clinical diagnosis of IPF by the referring centers was 80%. The positive predictive value of a confident clinical diagnosis was higher, when the cases were reviewed by a core of pulmonologists (87%) or radiologists (96%). Lung biopsy was most important for diagnosis in those patients with an uncertain diagnosis and those thought unlikely to have IPF. These studies suggest that clinical and radiologic data that result in a confident diagnosis of IPF by an experienced pulmonologist or radiologist are sufficient to obviate the need for a lung biopsy. Lung biopsy is most helpful when clinical and radiologic data result in an uncertain diagnosis or when patients are thought not to have IPF.
Understanding Nonspecific Interstitial Pneumonia: The Need for a Diagnostic Gold Standard
Colby, Thomas V. , Galvin, J R, Hunninghake, Gary, King, Talmadge E. , Lynch, David A. , Travis, William D.

American Journal of Respiratory and Critical Care Medicine | April 3, 2013 | Volume: 179 | Issue: 3 | Pages: 256-256

10.1164/ajrccm.179.3.256 Get It

Surgical Lung Biopsy in the Diagnosis of Idiopathic NSIP: Do We Always Need It in the Initial Approach?
Colby, Thomas V. , Galvin, J R, Hunninghake, Gary, King, Talmadge E. , Lynch, David A. , Travis, William D.

American Journal of Respiratory and Critical Care Medicine | April 3, 2013 | Volume: 179 | Issue: 11 | Pages: 1071-1072

10.1164/ajrccm.179.11.1071a | PMID 19458271 Get It

Anaerobic Thioglycolate Broth Culture for Recovery of Propionibacterium acnes from Shoulder Tissue and Fluid Specimens
Shannon, Samantha, Mandrekar, Jayawant N. , Gustafson, Daniel R., Rucinski, Stefanea L., Dailey, Aaron L., Segner, Robert E., Burman, Mindy K., Boelman, Kerri J., Lynch, David T. , Rosenblatt, Jon E., Patel, Robin , Patel, Robin

Journal of Clinical Microbiology | January 25, 2013 | Volume: 51 | Issue: 2 | Pages: 731-732

10.1128/jcm.02695-12 | PMID 23355724 Get It