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Iryna Lobach, PhD

TitleAssistant Professor
SchoolUCSF School of Medicine
DepartmentEpidemiology & Biostatistics
Phone415-476-6115
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    Collapse Biography 
    Collapse Education and Training
    Texas A&M UniversityPhD2006Statistics
    Yale UniversityPostDoc in Statistical Genetics2008Public Health
    Collapse Awards and Honors
    The International Biometric Society2010Best Paper of the Year in Biometrics Journal

    Collapse Overview 
    Collapse Overview
    Dr. Iryna V. Lobach conducts research in applied statistics and supports the biostatistics component of biomedical research.

    Her methodological research interests are motivated by challenges arising in the analyses of how an effect of the genetic basis varies by non-genetic measures (environment), what is traditionally referred to as gene-environment interaction analyses. This type of analyses might provide valuable clues to the underlying pathophysiologic mechanisms of complex phenotypes. Specifically, in collaboration with statisticians and biomedical researchers, Dr. Lobach developed an efficient retrospective analysis of case-control genetic studies in situations when the environmental variable is measured with error, e.g. diet or physical activity. Both in theory and in practice, this method improves efficiency of the risk parameter estimates and is capable of correcting coverage of 95% Confidence Intervals from e.g. 68% of the standard approach to the nominal 95% in a practical example of analyses of association between calcium intake and the risk of colorectal adenoma analyses. Recently, we developed statistical methods to incorporate heterogeneity in the clinical diagnosis characterized by biomarker studies in situations when 1) multiple distinct pathophysiologic mechanisms share symptoms; and 2) substantial segments of the population are undiagnosed. We show that the genetic variant will appear to interact with the environmental variable if the genetic variant affects the pathologically defined disease state and the environmental variable is related to the proportion of cases with that disease state. We then propose a pseudo-likelihood solution to correct the bias and apply the methods to large genome-wide studies of Prostate Cancer and Alzheimer’s disease.

    Dr. Lobach supports the biostatistics component of multiple biomedical studies through collaboration, consultation (CTSI biostatistics consultant) and mentoring (K-grants, mentoring in the Training in Clinical Research Program).


    Collapse Research 
    Collapse Research Activities and Funding
    Role of the metabolic syndrome profile in genetic susceptibility to Alzheimer's d
    NIH R21AG043710May 15, 2014 - Apr 30, 2016
    Role: Principal Investigator
    Novel Analysis of Gene-Gene and Gene-Environment Interactions in Alcoholism
    NIH R21AA020356Sep 1, 2013 - Aug 31, 2015
    Role: Principal Investigator

    Collapse ORNG Applications 
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    Collapse Bibliographic 
    Collapse Publications
    Publications listed below are automatically derived from MEDLINE/PubMed and other sources, which might result in incorrect or missing publications. Researchers can login to make corrections and additions, or contact us for help.
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    1. Santos-Santos MA, Rabinovici GD, Iaccarino L, Ayakta N, Tammewar G, Lobach I, Henry ML, Hubbard I, Mandelli ML, Spinelli E, Miller ZA, Pressman PS, O'Neil JP, Ghosh P, Lazaris A, Meyer M, Watson C, Yoon SJ, Rosen HJ, Grinberg L, Seeley WW, Miller BL, Jagust WJ, Gorno-Tempini ML. Rates of Amyloid Imaging Positivity in Patients With Primary Progressive Aphasia. JAMA Neurol. 2018 Mar 01; 75(3):342-352. PMID: 29309493.
      View in: PubMed
    2. Amano K, Huebner JL, Stabler TV, Tanaka M, McCulloch CE, Lobach I, Lane NE, Kraus VB, Ma CB, Li X. Synovial Fluid Profile at the Time of Anterior Cruciate Ligament Reconstruction and Its Association With Cartilage Matrix Composition 3 Years After Surgery. Am J Sports Med. 2018 Mar; 46(4):890-899. PMID: 29364702.
      View in: PubMed
    3. Rojas JC, Bang J, Lobach I, Tsai RM, Rabinovici GD, Miller BL, Boxer AL. CSF neurofilament light chain and phosphorylated tau 181 predict disease progression in PSP. Neurology. 2018 Jan 23; 90(4):e273-e281. PMID: 29282336.
      View in: PubMed
    4. Ray KM, Kerlikowske K, Lobach I, Hofmann MB, Greenwood HI, Arasu VA, Hylton NM, Joe BN. Effect of Background Parenchymal Enhancement on Breast MR Imaging Interpretive Performance in Community-based Practices. Radiology. 2018 Mar; 286(3):822-829. PMID: 29072981.
      View in: PubMed
    5. Greenwood HI, Lee AY, Lobach I, Carpentier BM, Freimanis RI, Strachowski LM. Clustered Microcysts on Breast Ultrasound: What Is an Appropriate Management Recommendation? AJR Am J Roentgenol. 2017 Dec; 209(6):W395-W399. PMID: 28929806.
      View in: PubMed
    6. Goetzl EJ, Schwartz JB, Mustapic M, Lobach I, Daneman R, Abner EL, Jicha GA. Altered cargo proteins of human plasma endothelial cell-derived exosomes in atherosclerotic cerebrovascular disease. FASEB J. 2017 08; 31(8):3689-3694. PMID: 28476896.
      View in: PubMed
    7. Carey EJ, Lai JC, Wang CW, Dasarathy S, Lobach I, Montano-Loza AJ, Dunn MA. A multicenter study to define sarcopenia in patients with end-stage liver disease. Liver Transpl. 2017 May; 23(5):625-633. PMID: 28240805.
      View in: PubMed
    8. Woerman AL, Aoyagi A, Patel S, Kazmi SA, Lobach I, Grinberg LT, McKee AC, Seeley WW, Olson SH, Prusiner SB. Tau prions from Alzheimer's disease and chronic traumatic encephalopathy patients propagate in cultured cells. Proc Natl Acad Sci U S A. 2016 12 13; 113(50):E8187-E8196. PMID: 27911827.
      View in: PubMed
    9. Bertoux M, Sarazin M, Pasquier F, Bottlaender M, de Souza LC, Mioshi E, Hornberger M, Ranasinghe KG, Rankin KP, Lobach I, Kramer JH, Sturm VE, Bettcher BM, Possin K, You SC, Lamarre AK, Shany-Ur T, Stephens ML, Perry DC, Lee SE, Miller ZA, Gorno-Tempini ML, Rosen HJ, Boxer A, Seeley WW, Rabinovici GD, Vossel KA, Miller BL. Cognition and neuropsychiatry in behavioral variant frontotemporal dementia by disease stage. Neurology. 2016 10 04; 87(14):1523. PMID: 27698154.
      View in: PubMed
    10. Heilmeier U, Hackl M, Skalicky S, Weilner S, Schroeder F, Vierlinger K, Patsch J, Baum T, Oberbauer E, Lobach I, Burghardt A, Schwartz A, Grillari J, Link T, et al. Serum miRNA Signatures Are Indicative of Skeletal Fractures in Postmenopausal Women With and Without Type 2 Diabetes and Influence Osteogenic and Adipogenic Differentiation of Adipose Tissue-Derived Mesenchymal Stem Cells In Vitro. J Bone Miner Res. 2016 Dec; 31(12):2173-2192. PMID: 27345526.
      View in: PubMed
    11. Goetzl EJ, Kapogiannis D, Schwartz JB, Lobach I, Goetzl L, Abner EL, Jicha GA, Karydas AM, Boxer A, Miller BL, et al. Decreased synaptic proteins in neuronal exosomes of frontotemporal dementia and Alzheimer's disease. FASEB J. 2016 12; 30(12):4141-4148. PMID: 27601437.
      View in: PubMed
    12. Ranasinghe KG, Rankin KP, Pressman PS, Perry DC, Lobach I, Seeley WW, Coppola G, Karydas AM, Grinberg LT, Shany-Ur T, Lee SE, Rabinovici GD, Rosen HJ, Gorno-Tempini ML, Boxer AL, Miller ZA, Chiong W, DeMay M, Kramer JH, Possin KL, Sturm VE, Bettcher BM, Neylan M, Zackey DD, Nguyen LA, Ketelle R, Block N, Wu TQ, Dallich A, Russek N, Caplan A, Geschwind DH, Vossel KA, Miller BL, et al. Distinct Subtypes of Behavioral Variant Frontotemporal Dementia Based on Patterns of Network Degeneration. JAMA Neurol. 2016 Sep 01; 73(9):1078-88. PMID: 27429218.
      View in: PubMed
    13. Daud AI, Loo K, Pauli ML, Sanchez-Rodriguez R, Sandoval PM, Taravati K, Tsai K, Nosrati A, Nardo L, Alvarado MD, Algazi AP, Pampaloni MH, Lobach I, Hwang J, Pierce RH, Gratz IK, Krummel MF, Rosenblum MD, et al. Tumor immune profiling predicts response to anti-PD-1 therapy in human melanoma. J Clin Invest. 2016 Sep 01; 126(9):3447-52. PMID: 27525433; PMCID: PMC5004965 [Available on 12/01/16].
      View in: PubMed, PubMed Central
    14. Goetzl EJ, Mustapic M, Kapogiannis D, Eitan E, Lobach I, Goetzl L, Schwartz JB, Miller BL, et al. Cargo proteins of plasma astrocyte-derived exosomes in Alzheimer's disease. FASEB J. 2016 11; 30(11):3853-3859. PMID: 27511944.
      View in: PubMed
    15. Roswell RO, Greet B, Shah S, Bernard S, Milin A, Lobach I, Guo Y, Radford MJ, Berger JS. Intravenous heparin dosing strategy in hospitalized patients with atrial dysrhythmias. J Thromb Thrombolysis. 2016 Aug; 42(2):179-85. PMID: 26951166.
      View in: PubMed
    16. Tsai RM, Lobach I, Bang J, Whitwell JL, Senjem ML, Jack CR, Rosen H, Miller B, Boxer AL. Clinical correlates of longitudinal brain atrophy in progressive supranuclear palsy. Parkinsonism Relat Disord. 2016 07; 28:29-35. PMID: 27132501.
      View in: PubMed
    17. Bang J, Lobach I, Lang AE, Grossman M, Knopman DS, Miller BL, Schneider LS, Doody RS, Lees A, Gold M, Morimoto BH, Boxer AL. Predicting disease progression in progressive supranuclear palsy in multicenter clinical trials. Parkinsonism Relat Disord. 2016 07; 28:41-48. PMID: 27172829.
      View in: PubMed
    18. Stamelou M, Schöpe J, Wagenpfeil S, Del Ser T, Bang J, Lobach I, Luong P, Respondek G, Oertel WH, Boxer A, Höglinger GU. Power calculations and placebo effect for future clinical trials in progressive supranuclear palsy. Mov Disord. 2016 05; 31(5):742-7. PMID: 26948290.
      View in: PubMed
    19. Smilowitz NR, Maduro GA, Lobach I, Chen Y, Reynolds HR. Adverse Trends in Ischemic Heart Disease Mortality among Young New Yorkers, Particularly Young Black Women. PLoS One. 2016; 11(2):e0149015. PMID: 26882207; PMCID: PMC4755569.
      View in: PubMed, PubMed Central
    20. Ranasinghe KG, Rankin KP, Lobach I, Kramer JH, Sturm VE, Bettcher BM, Possin K, Christine You S, Lamarre AK, Shany-Ur T, Stephens ML, Perry DC, Lee SE, Miller ZA, Gorno-Tempini ML, Rosen HJ, Boxer A, Seeley WW, Rabinovici GD, Vossel KA, Miller BL. Cognition and neuropsychiatry in behavioral variant frontotemporal dementia by disease stage. Neurology. 2016 Feb 16; 86(7):600-10. PMID: 26802093.
      View in: PubMed
    21. Caverzasi E, Hervey-Jumper SL, Jordan KM, Lobach I, Li J, Panara V, Racine CA, Sankaranarayanan V, Amirbekian B, Papinutto N, Berger MS, Henry RG. Identifying preoperative language tracts and predicting postoperative functional recovery using HARDI q-ball fiber tractography in patients with gliomas. J Neurosurg. 2016 Jul; 125(1):33-45. PMID: 26654181.
      View in: PubMed
    22. Schlaeger R, Papinutto N, Zhu AH, Lobach I, Bevan CJ, Bucci M, Castellano A, Gelfand JM, Graves JS, Green AJ, Jordan KM, Keshavan A, Panara V, Stern WA, von Büdingen HC, Waubant E, Goodin DS, Cree BA, Hauser SL, Henry RG. Association Between Thoracic Spinal Cord Gray Matter Atrophy and Disability in Multiple Sclerosis. JAMA Neurol. 2015 Aug; 72(8):897-904. PMID: 26053119.
      View in: PubMed
    23. Fan R, Wang Y, Boehnke M, Chen W, Li Y, Ren H, Lobach I, Xiong M. Gene Level Meta-Analysis of Quantitative Traits by Functional Linear Models. Genetics. 2015 Aug; 200(4):1089-104. PMID: 26058849; PMCID: PMC4574252.
      View in: PubMed, PubMed Central
    24. Forner SA, Takada LT, Bettcher BM, Lobach I, Tartaglia MC, Torres-Chae C, Haman A, Thai J, Vitali P, Neuhaus J, Bostrom A, Miller BL, Rosen HJ, Geschwind MD. Comparing CSF biomarkers and brain MRI in the diagnosis of sporadic Creutzfeldt-Jakob disease. Neurol Clin Pract. 2015 Apr; 5(2):116-125. PMID: 26137420.
      View in: PubMed
    25. Quinones A, Lobach I, Maduro GA, Smilowitz NR, Reynolds HR. Diabetes and ischemic heart disease death in people age 25-54: a multiple-cause-of-death analysis based on over 400?000 deaths from 1990 to 2008 in New York City. Clin Cardiol. 2015 Feb; 38(2):114-20. PMID: 25716311.
      View in: PubMed
    26. Caverzasi E, Mandelli ML, DeArmond SJ, Hess CP, Vitali P, Papinutto N, Oehler A, Miller BL, Lobach I, Bastianello S, Geschwind MD, Henry RG. White matter involvement in sporadic Creutzfeldt-Jakob disease. Brain. 2014 Dec; 137(Pt 12):3339-54. PMID: 25367029; PMCID: PMC4240303.
      View in: PubMed, PubMed Central
    27. Shah B, Burdowski J, Lobach I, Gianos E, Sedlis SP. A risk score for prediction of hyperglycemia at coronary angiography. JACC Cardiovasc Interv. 2014 Oct; 7(10):1199-201. PMID: 25240543.
      View in: PubMed
    28. Fan R, Wang Y, Mills JL, Carter TC, Lobach I, Wilson AF, Bailey-Wilson JE, Weeks DE, Xiong M. Generalized functional linear models for gene-based case-control association studies. Genet Epidemiol. 2014 Nov; 38(7):622-637. PMID: 25203683; PMCID: PMC4189986.
      View in: PubMed, PubMed Central
    29. Bettcher BM, Watson CL, Walsh CM, Lobach I, Neuhaus J, Miller JW, Green R, Patel N, Dutt S, Busovaca E, Rosen HJ, Yaffe K, Miller BL, Kramer JH. Interleukin-6, age, and corpus callosum integrity. PLoS One. 2014; 9(9):e106521. PMID: 25188448; PMCID: PMC4154691.
      View in: PubMed, PubMed Central
    30. Schlaeger R, Papinutto N, Panara V, Bevan C, Lobach I, Bucci M, Caverzasi E, Gelfand JM, Green AJ, Jordan KM, Stern WA, von Büdingen HC, Waubant E, Zhu AH, Goodin DS, Cree BA, Hauser SL, Henry RG. Spinal cord gray matter atrophy correlates with multiple sclerosis disability. Ann Neurol. 2014 Oct; 76(4):568-80. PMID: 25087920.
      View in: PubMed
    31. Mandelli ML, Caverzasi E, Binney RJ, Henry ML, Lobach I, Block N, Amirbekian B, Dronkers N, Miller BL, Henry RG, Gorno-Tempini ML. Frontal white matter tracts sustaining speech production in primary progressive aphasia. J Neurosci. 2014 Jul 16; 34(29):9754-67. PMID: 25031413; PMCID: PMC4099550.
      View in: PubMed, PubMed Central
    32. Wagshal D, Sankaranarayanan S, Guss V, Hall T, Berisha F, Lobach I, Karydas A, Voltarelli L, Scherling C, Heuer H, Tartaglia MC, Miller Z, Coppola G, Ahlijanian M, Soares H, Kramer JH, Rabinovici GD, Rosen HJ, Miller BL, Meredith J, Boxer AL. Divergent CSF t alterations in two common tauopathies: Alzheimer's disease and progressive supranuclear palsy. J Neurol Neurosurg Psychiatry. 2015 Mar; 86(3):244-50. PMID: 24899730.
      View in: PubMed
    33. Boxer AL, Lang AE, Grossman M, Knopman DS, Miller BL, Schneider LS, Doody RS, Lees A, Golbe LI, Williams DR, Corvol JC, Ludolph A, Burn D, Lorenzl S, Litvan I, Roberson ED, Höglinger GU, Koestler M, Jack CR, Van Deerlin V, Randolph C, Lobach I, Heuer HW, Gozes I, Parker L, Whitaker S, Hirman J, Stewart AJ, Gold M, Morimoto BH. Davunetide in patients with progressive supranuclear palsy: a randomised, double-blind, placebo-controlled phase 2/3 trial. Lancet Neurol. 2014 Jul; 13(7):676-85. PMID: 24873720; PMCID: PMC4129545.
      View in: PubMed, PubMed Central
    34. Roswell RO, Greet B, Parikh P, Mignatti A, Freese J, Lobach I, Guo Y, Keller N, Radford M, Bangalore S. From door-to-balloon time to contact-to-device time: predictors of achieving target times in patients with ST-elevation myocardial infarction. Clin Cardiol. 2014 Jul; 37(7):389-94. PMID: 24700343.
      View in: PubMed
    35. Shah B, Berger JS, Amoroso NS, Mai X, Lorin JD, Danoff A, Schwartzbard AZ, Lobach I, Guo Y, Feit F, Slater J, Attubato MJ, Sedlis SP. Periprocedural glycemic control in patients with diabetes mellitus undergoing coronary angiography with possible percutaneous coronary intervention. Am J Cardiol. 2014 May 01; 113(9):1474-80. PMID: 24630791; PMCID: PMC4018663.
      View in: PubMed, PubMed Central
    36. Caverzasi E, Henry RG, Vitali P, Lobach I, Kornak J, Bastianello S, Dearmond SJ, Miller BL, Rosen HJ, Mandelli ML, Geschwind MD. Application of quantitative DTI metrics in sporadic CJD. Neuroimage Clin. 2014; 4:426-35. PMID: 24624328; PMCID: PMC3950558.
      View in: PubMed, PubMed Central
    37. Lobach, I., Fan, R., Manga, P. . Genotype-Based Association Mapping of Complex Diseases: Gene-Gene and Gene-Environment Interactions in Presence of Linkage Disequilibrium. Statistics and Its Interface. 2014; (7):51-60.
    38. Lobach I, Fan R, Manga P, et al. Genotype-based association models of complex diseases to detect gene-gene and gene-environment interactions. Stat Interface. 2014; 7(1):51-60. PMID: 26191336.
      View in: PubMed
    39. Miller ZA, Mandelli ML, Rankin KP, Henry ML, Babiak MC, Frazier DT, Lobach I, Bettcher BM, Wu TQ, Rabinovici GD, Graff-Radford NR, Miller BL, Gorno-Tempini ML. Handedness and language learning disability differentially distribute in progressive aphasia variants. Brain. 2013 Nov; 136(Pt 11):3461-73. PMID: 24056533; PMCID: PMC3808687.
      View in: PubMed, PubMed Central
    40. Berger JS, Hochman J, Lobach I, Adelman MA, Riles TS, Rockman CB. Modifiable risk factor burden and the prevalence of peripheral artery disease in different vascular territories. J Vasc Surg. 2013 Sep; 58(3):673-81.e1. PMID: 23642926.
      View in: PubMed
    41. Thaipisuttikul P, Lobach I, Zweig Y, Gurnani A, Galvin JE. Capgras syndrome in Dementia with Lewy Bodies. Int Psychogeriatr. 2013 May; 25(5):843-9. PMID: 23211760; PMCID: PMC4004517.
      View in: PubMed, PubMed Central
    42. Shah B, Oberweis B, Tummala L, Amoroso NS, Lobach I, Sedlis SP, Grossi E, Berger JS. Mean platelet volume and long-term mortality in patients undergoing percutaneous coronary intervention. Am J Cardiol. 2013 Jan 15; 111(2):185-9. PMID: 23102880; PMCID: PMC3538911.
      View in: PubMed, PubMed Central
    43. Grossman E, Shelley D, Braithwaite RS, Lobach I, Goffin A, Rogers E, Sherman S. Effectiveness of smoking-cessation interventions for urban hospital patients: study protocol for a randomized controlled trial. Trials. 2012 Aug 01; 13:126. PMID: 22852878; PMCID: PMC3502597.
      View in: PubMed, PubMed Central
    44. Miller LH, Toklu B, Rauch J, Lorin JD, Lobach I, Sedlis SP. Very long-term clinical follow-up after fractional flow reserve-guided coronary revascularization. J Invasive Cardiol. 2012 Jul; 24(7):309-15. PMID: 22781467.
      View in: PubMed
    45. Sarpel U, Ayo D, Lobach I, Xu R, Newman E. Inverse relationship between cirrhosis and massive tumours in hepatocellular carcinoma. HPB (Oxford). 2012 Nov; 14(11):741-5. PMID: 23043662; PMCID: PMC3482669.
      View in: PubMed, PubMed Central
    46. Lobach I, Fan R, et al. Genotype-Based Bayesian Analysis of Gene-Environment Interactions with Multiple Genetic Markers and Misclassification in Environmental Factors. J Probab Stat. 2012; 2012. PMID: 26180529.
      View in: PubMed
    47. Wan DW, Tzimas D, Smith JA, Kim S, Araujo J, David R, Lobach I, Sarpel U. Risk factors for early-onset and late-onset hepatocellular carcinoma in Asian immigrants with hepatitis B in the United States. Am J Gastroenterol. 2011 Nov; 106(11):1994-2000. PMID: 21912436.
      View in: PubMed
    48. Reynolds HR, Srichai MB, Iqbal SN, Slater JN, Mancini GB, Feit F, Pena-Sing I, Axel L, Attubato MJ, Yatskar L, Kalhorn RT, Wood DA, Lobach I, Hochman JS. Mechanisms of myocardial infarction in women without angiographically obstructive coronary artery disease. Circulation. 2011 Sep 27; 124(13):1414-25. PMID: 21900087; PMCID: PMC3619391.
      View in: PubMed, PubMed Central
    49. Bangalore S, Kumar S, Lobach I, Messerli FH. Blood pressure targets in subjects with type 2 diabetes mellitus/impaired fasting glucose: observations from traditional and bayesian random-effects meta-analyses of randomized trials. Circulation. 2011 Jun 21; 123(24):2799-810, 9 p following 810. PMID: 21632497.
      View in: PubMed
    50. Gany F, Dobslaw R, Ramirez J, Tonda J, Lobach I, Leng J. Mexican urban occupational health in the US: a population at risk. J Community Health. 2011 Apr; 36(2):175-9. PMID: 20614170.
      View in: PubMed
    51. Carrier E, McNeely J, Lobach I, Tay S, Gourevitch MN, Raven MC. Factors associated with frequent utilization of crisis substance use detoxification services. J Addict Dis. 2011 Apr; 30(2):116-22. PMID: 21491293.
      View in: PubMed
    52. Lobach I, Mallick B, Carroll RJ. Semiparametric Bayesian analysis of gene-environment interactions with error in measurement of environmental covariates and missing genetic data. Stat Interface. 2011; 4(3):305-316. PMID: 21949562.
      View in: PubMed
    53. Gany F, Ramirez J, Nierodzick ML, McNish T, Lobach I, Leng J. Cancer portal project: a multidisciplinary approach to cancer care among Hispanic patients. J Oncol Pract. 2011 Jan; 7(1):31-8. PMID: 21532808; PMCID: PMC3014508.
      View in: PubMed, PubMed Central
    54. Lobach I, Fan R, Carroll RJ. Genotype-based association mapping of complex diseases: gene-environment interactions with multiple genetic markers and measurement error in environmental exposures. Genet Epidemiol. 2010 Dec; 34(8):792-802. PMID: 21031455; PMCID: PMC3021130.
      View in: PubMed, PubMed Central
    55. Reynolds HR, Steckman DA, Tunick PA, Kronzon I, Lobach I, Rosenzweig BP. Normal intima-media thickness on carotid ultrasound reliably excludes an ischemic cause of cardiomyopathy. Am Heart J. 2010 Jun; 159(6):1059-66. PMID: 20569720.
      View in: PubMed
    56. Lobach I, Carroll RJ, Spinka C, Gail MH, Chatterjee N. Haplotype-based regression analysis and inference of case-control studies with unphased genotypes and measurement errors in environmental exposures. Biometrics. 2008 Sep; 64(3):673-84. PMID: 18047538; PMCID: PMC2672569.
      View in: PubMed, PubMed Central
    57. Lobach, I and Fan, R. Genotype-based Bayesian Analysis of Gene-Environment Interactions with Multiple Genetic Markers and Misclassification in Environmental Factors. Journal of Probability and Statistics. 2012.
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