Publications & Presentations
Method Publications
Ghosal, S. and Chen, Z., 2024. A placement-value based approach to concave ROC analysis. arXiv preprint arXiv:2407.00797.
Ghosal, S., 2024. Impact of methodological assumptions and covariates on the cutoff estimation in ROC analysis. arXiv preprint arXiv:2404.13284.
Ghosal, S., Grantz, K.L. and Chen, Z., 2022. Estimation of multiple ordered ROC curves using placement values. Statistical Methods in Medical Research, 31(8), pp.1470-1483, https://doi.org/10.1177/09622802221094940
Ghosal, S. and Chen, Z., 2022. Discriminatory capacity of prenatal ultrasound measures for large-for-gestational-age birth: A Bayesian approach to ROC analysis using placement values. Statistics in Biosciences, 14(1), pp.1-22, https://doi.org/10.1007/s12561-021-09311-9
Ghosal, S., Lau, T.S., Gaskins, J. and Kong, M., 2020. A hierarchical mixed effect hurdle model for spatiotemporal count data and its application to identifying factors impacting health professional shortages. Journal of the Royal Statistical Society: Series C (Applied Statistics), 69(5), pp.1121-1144, https://doi.org/10.1111/rssc.12434
Chen, Z. and Ghosal, S., 2021. A note on modeling placement values in the analysis of receiver operating characteristic curves. Biostatistics & Epidemiology, 5(2), pp.118-133, https://doi.org/10.1080/24709360.2020.1737794
ONGOING Method Publications
Ghosal, S. A placement-value based ROC surface regression.
Ghosal, S., Chernyavskiy, P., Smith, M. J., Kong, M. A spatiotemporal model of antibiotic overuse accounting for joint multilevel spatial effects and seasonal variability.
Ghosal, S., Kong, M. Assess treatment effects for multiple groups when the outcome is ordinal and confounding variables exist.
Further along the line:
Ghosal, S. Placement value-based concave ROC regression and corresponding optimal cutpoints.
Ghosal, S., Dey, R., Chen, Z. Lehmann ROC curves and its extensions.
Ghosal, S., Chen, Z. Bayesian semiparametric approach to a mixture of ROC curves based on proportional hazards and reverse hazards.
Hwang, B., Dey, R., Zhang, W., Ghosal, S., Chen, Z. A comprehensive R package for proper ROC curves.
COLLABORATIVE Publications
Zawar, I., Quigg, M., Ghosal, S., Punia, V., Calle-Lopez, Y., Hashmi, S. A., Manning, C., Kapur, J. Poor seizure control in Dementia is associated with higher mortality and worse cognition and function. Annals of Neurology. Accepted.
Charles, D., Kazeem, A., Lange, M., Jones, M., Sun, F., Ghosal, S., Krzastek, S., Rapp, D., Ortiz, N., Smith, R. Is low-intensity shockwave therapy for erectile dysfunction a durable treatment option? Outcomes of long-term follow-up. Translational Andrology & Urology. Accepted.
Abhyankar, M. M. et al. (2024) ‘Immunogenicity and safety of an Entamoeba histolytica adjuvanted protein vaccine candidate (LecA+GLA-3M-052 liposomes) in rhesus macaques’, Human Vaccines & Immunotherapeutics, 20(1). doi: 10.1080/21645515.2024.2374147.
Dirghangi, A.J., Balkrishnan, R., Ghosal, S. and Patel, R., 2024. Assessment of visual impairment risk factors in Southwest Virginia: an integrated approach using EHR and SDOH data. Investigative Ophthalmology & Visual Science, 65(7), pp.1834-1834.
Hutchison, D., Jones, M.K., Ghosal, S., Lawton, J., Greene, K.L. and Rapp, D.E., 2024. Comparison of in-person VERSUS ONLINE COMPREHENSIVE pelvic floor REHABILITATION program following prostatectomy. Urology, https://doi.org/10.1016/j.urology.2024.05.033.
Chen, K.Y., Jones, M.K., Ghosal, S., Ignozzi, G.P., Yeaman, C., Horton, B.J., Lobo, J.M. and Krupski, T.L., 2024. MP34-20 GEOGRAPHICAL PROXIMITY OVER SOCIOECONOMIC STATUS: PREDICTORS OF ADHERENCE TO SURVEILLANCE CYSTOSCOPY. The Journal of Urology, 211(5S), p.e579, https://doi.org/10.1097/01.JU.0001008876.78012.90.20.
Bielick, C., Strumpf, A., Ghosal, S., McMurry, T. and McManus, K.A., 2024. National Hospitalization Rates and In-Hospital Mortality Rates of HIV-related Opportunistic Infections in the United States, 2011-2018. Clinical Infectious Diseases: an Official Publication of the Infectious Diseases Society of America, pp.ciae051-ciae051. https://doi.org/10.1093/cid/ciae051, PMID: 38306316.
Zawar, I., Ghosal, S., Hantus, S., & Punia, V. 2023. Indications for Continuous Electroencephalographic (cEEG) Monitoring: What Do They Tell Us? Epilepsy Research, pp. 107088, https://doi.org/10.1016/j.eplepsyres.2023.107088
Farah, N., Akingbade, J.O., Alsobrooks, J.P., Malhi, J., Schmidt, M.A., Noth, I., Ghosal, S., Barros, A. and Bonham, C., 2023. Longer Travel Distance to Subspecialty Clinic Associates With Lower Lung Function in Pulmonary Sarcoidosis. In D15. OUTCOMES IN SARCOIDOSIS (pp. A6225-A6225). American Thoracic Society, https://doi.org/10.1164/ajrccm-conference.2023.207.1_MeetingAbstracts.A6225.
Wattles, B., Vidwan, N., Ghosal, S., Feygin, Y., Creel, L., Myers, J., Woods, C., Smith, M. J., 2021. Cefdinir is a priority for outpatient antimicrobial stewardship. Journal of the Pediatric Infectious Diseases Society, 10(2), pp. 157-160, https://doi.org/10.1093/jpids/piz084, PMID: 31822897.
Ghosal, S., Trivedi, J., Barlowe, D., Zhao, L., Ji, X., Slaughter, M.S., Kong, M. and Huang, J., 2020, December. Preoperative functional platelet number is inversely associated with 30-day mortality after cardiac surgery: a retrospective cohort study. In Seminars in Cardiothoracic and Vascular Anesthesia, 24(4), pp. 313-320, Sage CA: Los Angeles, CA: SAGE Publications, https://doi.org/10.1177%2F1089253220943023
Davis, D.W., Feygin, Y., Creel, L., Williams, P.G., Lohr, W.D., Jones, V.F., Le, J., Pasquenza, N., Ghosal, S., Jawad, K. and Yan, X., 2019. Longitudinal trends in the diagnosis of attention-deficit/hyperactivity disorder and stimulant use in preschool children on Medicaid. The Journal of Pediatrics, 207, pp.185-191, https://doi.org/10.1016/j.jpeds.2018.10.062
Nessle, C.N., Ghosal, S., Mathews, C., Taylor, D., Myers, J., Raj, A. and Panigrahi, A., 2019. Weak correlation of bleeding scores to platelet electron microscopy: A retrospective chart review of pediatric patients with delta‐storage pool disorder. Pediatric Blood & Cancer, 66(3), p.e27505, https://doi.org/10.1002/pbc.27505
Ghosal, S., Trivedi, J., Chen, J., Rogers, M.P., Cheng, A., Slaughter, M.S., Kong, M. and Huang, J., 2018. Regional cerebral oxygen saturation level predicts 30-day mortality rate after left ventricular assist device surgery. Journal of Cardiothoracic and Vascular Anesthesia, 32(3), pp.1185-1190, https://doi.org/10.1053/j.jvca.2017.08.029
Lohr, W.D., Feygin, Y.B., Le, J.F., Ghosal, S., Creel, L., Myers, J., and Davis, D.W., 2018. 4.14 Impact of Language Disorder on Prescribing Patterns and Healthcare Utilization Among Low-Income Children With ADHD. Journal of the American Academy of Child & Adolescent Psychiatry, 57(10), pp. S209.
Smith, M., Vidwan, N., Wattles, B., Ghosal, S., Feygin, Y., Creel, L., Myers, J. and Woods, C., 2018, November. 281. Cefdinir Prescribing Increased in Low-Income Children in Kentucky from 2012 to 2016. Open Forum Infectious Diseases (Vol. 5, No. suppl 1, pp. S116-S116). US: Oxford University Press.
Ongoing COLLABORATIVE Publications
Submitted:
Zawar, I., Quigg, M., Johnson, E. L., Ghosal, S., Calle-Lopez, Y., Hashmi, S. A., Manning, C., Kapur, J. Risk Factors Associated with Late-Onset Epilepsy in People with Dementia: Results from A Longitudinal Multicenter Study.
Loehr, F. W., Ghosal, S., Urban, A., Ennen, C. Prediction of Gestational Diabetes Mellitus Using Fetal Cardiac Function Parameters: A Pilot Study.
Soon to be submitted:
Ghosal, S., Gleason, J., Grantz, K. L., Chen, Z. Impact of maternal BMI on the performance of EFW to predict abnormal birthweight categories.
McCulloh, D. H., Ghosal, S., Combs, J., Hill, M., Cohen, J. Success of Preimplantation Genetic Testing for Aneuploidy (PGT-A) in the United States 2014-2017: Analysis of the SARTCORS Registry.
INVITED TALKS
Personalized diagnostic screening through ROC modeling. Design and Data Analysis Meeting, Department of Psychology, University of Virginia. October 31, 2024.
A placement value-based ROC surface spline regression. ICSA 2024 Applied Statistics Symposium, Nashville, TN. June 18, 2024.
Analyzing the influence of social health determinants on health outcomes through spatial modeling. WNAR/IMS/Graybill Annual Meeting, Colorado State University. June 11, 2024.
Covariate & disease screening: A statistical perspective. Department of Quantitative Health Sciences, University of Hawaii. March 28, 2024.
Role of ROC curve in disease prediction. Department of Statistics, Presidency University, Kolkata, India. February 16, 2024.
Covariate adjustment in the ROC analysis. Department of Statistics, George Washington University. November 3, 2023.
Importance of covariate adjustment in the ROC analysis (at the following places)
Statistics Colloquium, University of Maryland, Baltimore County. April 14, 2023.
Department of Statistics Colloquium, University of Virginia. February 24, 2023.
Impact of maternal BMI on the diagnosis of abnormal birth outcomes. Public Health Grand Rounds, University of Virginia. August 29, 2022.
Some extensions of ROC curve analysis using placement values (at the following places)
The 35th New England Statistics Symposium, University of Connecticut. May 25, 2022.
Department of Public Health Sciences, University of Virginia. December 9, 2021.
Center for Drug Evaluation and Research (CDER), FDA. December 7, 2021.
Merck. December 2, 2021.
Center for Biologics Evaluation and Research (CBER), FDA. November 18, 2021.
Department of Preventive Medicine, Northwestern University. November 16, 2021.
Department of Public Health Sciences, Medical University of South Carolina. October 27, 2021.
Department of Biostatistics, University of Alabama at Birmingham. October 15, 2021.
Seminar Series, NHLBI. April 29, 2021.
Placement value-based Bayesian ROC curve methodologies and brief applications on enforcing a priori constraints. Department of Bioinformatics & Biostatistics Seminar Series, University of Louisville. February 5, 2021.
Bayesian semiparametric regressions to stochastically ordered ROC curves using placement values. Biostatistics & Bioinformatics Virtual Seminar, NICHD. September 18, 2020.
Spatiotemporal mixed effect modeling and its applications. Department of Bioinformatics & Biostatistics Seminar Series, University of Louisville. January 26, 2018.
contributed TALKS
Adjusting for covariates in ROC surface. Joint Statistical Meetings (JSM). August 6, 2024.
A placement value-based ROC surface regression framework. ENAR. March 11, 2024.
A spatiotemporal model jointly accounting for multilevel spatial effects and seasonal variability. Joint Statistical Meetings (JSM). August 6, 2023.
Flexible Lehmann family of ROC curves to evaluate the role of maternal BMI in diagnosing abnormal birth outcomes.
ENAR. March 28, 2022.
JSM. August 10, 2021.
Relation of maternal BMI and discriminative capacity of EFW in predicting abnormal birthweight. ENAR. March 17, 2021.
A placement value-based ROC surface approach to jointly predict LGA and SGA births.
JSM. August 4, 2020.
ENAR. March 24, 2020.
Assessing discriminatory capacity of estimated fetal weight in predicting abnormal birthweight. NICHD. December 2019.
Bayesian semi-parametric approach to constrained ROC curves using placement values. JSM. July 28, 2019.
R in Biowulf. Professional Development Committee Tutorial Session. NICHD. February 2019.
Generalized Spatiotemporal Additive Model and Its Application to Assessing Overuse of Antibiotics Drugs for Upper Respiratory Tract Infection in Kentucky. Graduate Student Regional Research Conference, Louisville. March 3, 2018.
Assess Treatment Effects for Multiple Groups for Ordinal Outcome when Confounding Exists. Kentucky ASA Chapter Meeting. March 2, 2018.
Hierarchical Mixed Effect Hurdle Model for Time and Spatially Correlated Count Data and its Bayesian Analysis.
Joint Statistical Meetings (JSM). July 30, 2017.
Kentucky ASA Chapter Meeting. April 21, 2017.
selected Poster presentations
(* indicates the presenter)
Dirghangi, A., Balkrishnan, R., Ghosal, S., *Patel, R., Assessment of visual impairment risk factors in southwest Virginia: an integrated approach using EHR and SDOH data. ARVO 2024. May 2024.
*Loehr, F. W., Ghosal, S., Urban, A., Ennen, C., Prediction of Gestational Diabetes Mellitus using Fetal Cardiac Function Parameters: A Pilot Study. UltraCon 2023, American Institute of Ultrasound Medicine (AIUM). March 2023.
*Ghosal, S., Gleason, J., Grantz, K. L., Chen, Z. Role of maternal BMI on estimated fetal weight in predicting abnormal birthweights: Evidence from the NICHD Fetal Growth Study. New Researchers Conference, George Mason University. August 2022.
*Ghosal, S., Chen, Z. Discriminatory capacity of prenatal ultrasound measures for large-for-gestational-age birth: A Bayesian approach to ROC analysis using placement values. NICHD Retreat. November 2019.
*Caperell, K., Ghosal, S., Myers, J., Havens-Lastarria, D. Adjunctive intramuscular epinephrine for moderate-to-severe pediatric asthma exacerbation. American Academy of Pediatrics (AAP) National Conference & Exhibition. October 2019.
*Ghosal, S., Kong, M., Myers, J., Feygin, Y, Lohr, W. D. Assess Treatment Effects for Multiple Groups for Ordinal Outcome when Confounding Exists. ENAR. March 26, 2018.
*Ghosal, S., Lau, T. S., Gaskins, J., Kong, M. Hierarchical Mixed Effect Hurdle Model for Time and Spatially Correlated Count Data and its Bayesian Analysis. SRCOS SRC 2017. June 6, 2017.
*Smith, M., Ghosal, S., Liu, R., Feygin, Y., Myers, J., Woods, C. Variation in antibiotic prescribing by region and diagnosis in the pediatric Kentucky Medicaid population. Pediatric Academic Societies (PAS). May 6-9, 2017.