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1. Prediction of cardiovascular outcomes with machine learning techniques: application to the Cardiovascular Outcomes in Renal Atherosclerotic Lesions (CORAL) study

Author

Chen T, Brewster P, Tuttle KR, Dworkin LD, Henrich W, Greco BA, Steffes M, Tobe S, Jamerson K, Pencina K, Massaro JM, D'Agostino RB Sr, Cutlip DE, Murphy TP, Cooper CJ, and Shapiro JI

Subjects
chronic kidney disease, cardiovascular disease, glomerular filtration rate, hypertension, ischemic renal disease, renal artery stenosis, Diseases of the genitourinary system. Urology, RC870-923
Abstract

Tian Chen,1 Pamela Brewster,1 Katherine R Tuttle,2 Lance D Dworkin,1 William Henrich,3 Barbara A Greco,4 Michael Steffes,5 Sheldon Tobe,6 Kenneth Jamerson,7 Karol Pencina,8 Joseph M Massaro,8 Ralph B D’Agostino Sr,8 Donald E Cutlip,9 Timothy P Murphy,10 Christopher J Cooper,1 Joseph I Shapiro11 1University of Toledo, Toledo, OH, USA; 2Providence Health Care, University of Washington, Spokane, WA, USA; 3University of Texas Health Science Center, San Antonio, TX, USA; 4Baystate Health, Springfield, MA, USA; 5University of Minnesota, Minneapolis, MN, USA; 6University of Toronto, Toronto, ON, Canada; 7University of Michigan, Ann Arbor, MI, USA; 8Harvard Clinical Research Institute, Boston University, Boston, MA, USA; 9Beth Israel Deaconess Medical Center, Boston, MA, USA; 10Brown University, Providence, RI, USA; 11Marshall University, Huntington, WV, USA Background: Data derived from the Cardiovascular Outcomes in Renal Atherosclerotic Lesions (CORAL) study were analyzed in an effort to employ machine learning methods to predict the composite endpoint described in the original study. Methods: We identified 573 CORAL subjects with complete baseline data and the presence or absence of a composite endpoint for the study. These data were subjected to several models including a generalized linear (logistic-linear) model, support vector machine, decision tree, feed-forward neural network, and random forest, in an effort to attempt to predict the composite endpoint. The subjects were arbitrarily divided into training and testing subsets according to an 80%:20% distribution with various seeds. Prediction models were optimized within the CARET package of R. Results: The best performance of the different machine learning techniques was that of the random forest method which yielded a receiver operator curve (ROC) area of 68.1%±4.2% (mean ± SD) on the testing subset with ten different seed values used to separate training and testing subsets. The four most important variables in the random forest method were SBP, serum creatinine, glycosylated hemoglobin, and DBP. Each of these variables was also important in at least some of the other methods. The treatment assignment group was not consistently an important determinant in any of the models. Conclusion: Prediction of a composite cardiovascular outcome was difficult in the CORAL population, even when employing machine learning methods. Assignment to either the stenting or best medical therapy group did not serve as an important predictor of composite outcome. Clinical Trial Registration: ClinicalTrials.gov, NCT00081731 Keywords: chronic kidney disease, cardiovascular disease, glomerular filtration rate, hypertension, ischemic renal disease, renal artery stenosis

Published
2019

2. Cardiovascular Outcomes in GRADE (Glycemia Reduction Approaches in Type 2 Diabetes: A Comparative Effectiveness Study)

Author

Green, Jennifer B., Everett, Brendan M., Ghosh, Alokananda, Younes, Naji, Krause-Steinrauf, Heidi, Barzilay, Joshua, Desouza, Cyrus, Inzucchi, Silvio E., Pokharel, Yashashwi, Schade, David, Scrymgeour, Alexandra, Tan, Meng H., Utzschneider, Kristina M., Mudaliar, Sunder, Crandall, J.P., McKee, M.D., Behringer-Massera, S., Brown-Friday, J., Xhori, E., Ballentine-Cargill, K., Duran, S., Estrella, H., Gonzalez de la Torre, S., Lukin, J., Phillips, L.S., Burgess, E., Olson, D., Rhee, M., Wilson, P., Raines, T.S., Boers, J., Costello, J., Maher-Albertelli, M., Mungara, R., Savoye, L., White, C.A., Gullett, C., Holloway, L., Morehead, F., Person, S., Sibymon, M., Tanukonda, S., Adams, C., Ross, A., Balasubramanyam, A., Gaba, R., Gonzalez Hattery, E., Ideozu, A., Jimenez, J., Montes, G., Wright, C., Hollander, P., Roe, E., Jackson, A., Smiley, A., Burt, P., Estrada, L., Chionh, K., Ismail-Beigi, F., Falck-Ytter, C., Sayyed Kassem, L., Sood, A., Tiktin, M., Kulow, T., Newman, C., Stancil, K.A., Cramer, B., Iacoboni, J., Kononets, M.V., Sanders, C., Tucker, L., Werner, A., Maxwell, A., McPhee, G., Patel, C., Colosimo, L., Krol, A., Goland, R., Pring, J., Alfano, L., Kringas, P., Hausheer, C., Tejada, J., Gumpel, K., Kirpitch, A., Schneier, H., AbouAssi, H., Chatterjee, R., Feinglos, M.N., English Jones, J., Khan, S.A., Kimpel, J.B., Zimmer, R.P., Furst, M., Satterwhite, B.M., Thacker, C.R., Evans Kreider, K., Mariash, C.N., Mather, K.J., Ismail, H.M., Lteif, A., Mullen, M., Hamilton, T., Patel, N., Riera, G., Jackson, M., Pirics, V., Aguillar, D., Howard, D., Hurt, S., Bergenstal, R., Carlson, A., Martens, T., Johnson, M., Hill, R., Hyatt, J., Jensen, C., Madden, M., Martin, D., Willis, H., Konerza, W., Yang, S., Kleeberger, K., Passi, R., Fortmann, S., Herson, M., Mularski, K., Glauber, H., Prihoda, J., Ash, B., Carlson, C., Ramey, P.A., Schield, E., Torgrimson-Ojerio, B., Arnold, K., Kauffman, B., Panos, E., Sahnow, S., Bays, K., Berame, K., Cook, J., Ghioni, D., Gluth, J., Schell, K., Criscola, J., Friason, C., Jones, S., Nazarov, S., Rassouli, N., Puttnam, R., Ojoawo, B., Nelson, R., Curtis, M., Hollis, B., Sanders-Jones, C., Stokes, K., El-Haqq, Z., Kolli, A., Tran, T., Wexler, D., Larkin, M.E., Meigs, J., Chambers, B., Dushkin, A., Rocchio, G., Yepes, M., Steiner, B., Dulin, H., Cayford, M., Chu, K., DeManbey, A., Hillard, M., Martin, K., Thangthaeng, N., Gurry, L., Kochis, R., Raymond, E., Ripley, V., Stevens, C., Park, J., Aroda, V., Ghazi, A., Magee, M., Ressing, A., Loveland, A., Hamm, M., Hurtado, M., Kuhn, A., Leger, J., Manandhar, L., Mwicigi, F., Sanchez, O., Young, T., Garg, R., Lagari-Libhaber, V., Florez, H.J., Valencia, W.M., Marks, J., Casula, S., Oropesa-Gonzalez, L., Hue, L., Cuadot, A., Nieto-Martinez, R., Riccio Veliz, A.K., Gutt, M., Kendal, Y.J., Veciana, B., Ahmann, A., Aby-Daniel, D., Joarder, F., Morimoto, V., Sprague, C., Yamashita, D., Cady, N., Rivera-Eschright, N., Kirchhoff, P., Morales Gomez, B., Adducci, J., Goncharova, A., Hox, S.H., Petrovitch, H., Matwichyna, M., Jenkins, V., Broadwater, L., Ishii, R.R., Bermudez, N.O., Hsia, D.S., Cefalu, W.T., Greenway, F.L., Waguespack, C., King, E., Fry, G., Dragg, A., Gildersleeve, B., Arceneaux, J., Haynes, N., Thomassie, A., Pavlionis, M., Bourgeois, B., Hazlett, C., Henry, R., Boeder, S., Pettus, J., Diaz, E., Garcia-Acosta, D., Maggs, S., DeLue, C., Stallings, A., Castro, E., Hernandez, S., Krakoff, J., Curtis, J.M., Killean, T., Khalid, M., Joshevama, E., Diaz, E., Martin, D., Tsingine, K., Karshner, T., Albu, J., Pi-Sunyer, F.X., Frances, S., Maggio, C., Ellis, E., Bastawrose, J., Gong, X., Banerji, M.A., August, P., Lee, M., Lorber, D., Brown, N.M., Josephson, D.H., Thomas, L.L., Tsovian, M., Cherian, A., Jacobson, M.H., Mishko, M.M., Kirkman, M.S., Buse, J.B., Diner, J., Dostou, J., Machineni, S., Young, L., Bergamo, K., Goley, A., Kerr, J., Largay, J.F., Guarda, S., Cuffee, J., Culmer, D., Fraser, R., Almeida, H., Coffer, S., Debnam, E., Kiker, L., Morton, S., Josey, K., Fuller, G., Garvey, W.T., Cherrington, A.L., Dyer, D., Lawson, M.C.R., Griffith, O., Agne, A., McCullars, S., Cohen, R.M., Craig, J., Rogge, M.C., Burton, K., Kersey, K., Wilson, C., Lipp, S., Vonder Meulen, M.B., Adkins, C., Onadeko, T., Rasouli, N., Baker, C., Schroeder, E., Razzaghi, M., Lyon, C., Penaloza, R., Underkofler, C., Lorch, R., Douglass, S., Steiner, S., Sivitz, W.I., Cline, E., Knosp, L.K., McConnell, J., Lowe, T., Herman, W.H., Pop-Busui, R., Martin, C., Waltje, A., Katona, A., Goodhall, L., Eggleston, R., Kuo, S., Bojescu, S., Bule, S., Kessler, N., LaSalle, E., Whitley, K., Seaquist, E.R., Bantle, A., Harindhanavudhi, T., Kumar, A., Redmon, B., Bantle, J., Coe, M., Mech, M., Taddese, A., Lesne, L., Smith, S., Kuechenmeister, L., Shivaswamy, V., Burbach, S., Rodriguez, M.G., Seipel, K., Alfred, A., Morales, A.L., Eggert, J., Lord, G., Taylor, W., Tillson, R., Adolphe, A., Burge, M., Duran-Valdez, E., Martinez, J., Bancroft, A., Kunkel, S., Ali Jamaleddin Ahmad, F., Hernandez McGinnis, D., Pucchetti, B., Scripsick, E., Zamorano, A., DeFronzo, R.A., Cersosimo, E., Abdul-Ghani, M., Triplitt, C., Juarez, D., Mullen, M., Garza, R.I., Verastiqui, H., Wright, K., Puckett, C., Raskin, P., Rhee, C., Abraham, S., Jordan, L.F., Sao, S., Morton, L., Smith, O., Osornio Walker, L., Schnurr-Breen, L., Ayala, R., Kreymer, R.B., Sturgess, D., Kahn, S.E., Alarcon-Casas Wright, L., Boyko, E.J., Tsai, E.C., Trence, D.L., Trikudanathan, S., Fattaleh, B.N., Montgomery, B.K., Atkinson, K.M., Kozedub, A., Concepcion, T., Moak, C., Prikhodko, N., Rhothisen, S., Elasy, T.A., Martin, S., Shackelford, L., Goidel, R., Hinkle, N., Lovell, C., Myers, J., Lipps Hogan, J., McGill, J.B., Salam, M., Schweiger, T., Kissel, S., Recklein, C., Clifton, M.J., Tamborlane, W., Camp, A., Gulanski, B., Pham, K., Alguard, M., Gatcomb, P., Lessard, K., Perez, M., Iannone, L., Magenheimer, E., Montosa, A., Cefalu, W.T., Fradkin, J., Burch, H.B., Bremer, A.A., Nathan, D.M., Lachin, J.M., Buse, J.B., Kahn, S.E., Larkin, M.E., Tiktin, M., Wexler, D., Burch, H.B., Bremer, A.A., Lachin, J.M., Bebu, I., Butera, N., Buys, C.J., Fagan, A., Gao, Y., Gramzinski, M.R., Hall, S.D., Kazemi, E., Legowski, E., Liu, H., Suratt, C., Tripputi, M., Arey, A., Backman, M., Bethepu, J., Lund, C., Mangat Dhaliwal, P., McGee, P., Mesimer, E., Ngo, L., Steffes, M., Seegmiller, J., Saenger, A., Arends, V., Gabrielson, D., Conner, T., Warren, S., Day, J., Huminik, J., Soliman, E.Z., Zhang, Z.M., Campbell, C., Hu, J., Keasler, L., Hensley, S., Li, Y., Herman, W.H., Kuo, S., Martin, C., Waltje, A., Mihalcea, R., Min, D.J., Perez-Rosas, V., Prosser, L., Resnicow, K., Ye, W., Shao, H., Zhang, P., Luchsinger, J., Sanchez, D., Assuras, S., Groessl, E., Sakha, F., Chong, H., Hillery, N., Abdouch, I., Bahtiyar, G., Brantley, P., Broyles, F.E., Canaris, G., Copeland, P., Craine, J.J., Fein, W.L., Gliwa, A., Hope, L., Lee, M.S., Meiners, R., Meiners, V., O’Neal, H., Park, J.E., Sacerdote, A., Sledge Jr, E., Soni, L., Steppel-Reznik, J., and Turchin, A.

Published
2024
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3. Clinical and Metabolic Characterization of Adults With Type 2 Diabetes by Age in the Glycemia Reduction Approaches in Diabetes: A Comparative Effectiveness Study (GRADE) Cohort

Author

Aroda, Vanita R., Krause-Steinrauf, Heidi, Kazemi, Erin J., Buse, John B., Gulanski, Barbara I., Florez, Hermes J., Ahmann, Andrew J., Loveland, Amy, Kuhn, Alexander, Lonier, Jacqueline Y., Wexler, Deborah J., Crandall, J.P., McKee, M.D., Behringer-Massera, S., Brown-Friday, J., Xhori, E., Ballentine-Cargill, K., Duran, S., Estrella, H., Gonzalez de la torre, S., Lukin, J., Phillips, L.S., Burgess, E., Olson, D., Rhee, M., Wilson, P., Raines, T.S., Boers, J., Costello, J., Maher-Albertelli, M., Mungara, R., Savoye, L., White, C.A., Gullett, C., Holloway, L., Morehead, F., Person, S., Sibymon, M., Tanukonda, S., Adams, C., Ross, A., Balasubramanyam, A., Gaba, R., Gonzalez Hattery, E., Ideozu, A., Jimenez, J., Montes, G., Wright, C., Hollander, P., Roe, E., Jackson, A., Smiley, A., Burt, P., Estrada, L., Chionh, K., Ismail-Beigi, F., Falck-Ytter, C., Sayyed Kassem, L., Sood, A., Tiktin, M., Kulow, T., Newman, C., Stancil, K.A., Cramer, B., Iacoboni, J., Kononets, M.V., Sanders, C., Tucker, L., Werner, A., Maxwell, A., McPhee, G., Patel, C., Colosimo, L., Krol, A., Goland, R., Pring, J., Alfano, L., Kringas, P., Hausheer, C., Tejada, J., Gumpel, K., Kirpitch, A., Schneier, H., Green, J.B., AbouAssi, H., Chatterjee, R., Feinglos, M.N., English Jones, J., Khan, S.A., Kimpel, J.B., Zimmer, R.P., Furst, M., Satterwhite, B.M., Thacker, C.R., Evans Kreider, K., Mariash, C.N., Mather, K.J., Ismail, H.M., Lteif, A., Mullen, M., Hamilton, T., Patel, N., Riera, G., Jackson, M., Pirics, V., Aguillar, D., Howard, D., Hurt, S., Bergenstal, R., Carlson, A., Martens, T., Johnson, M., Hill, R., Hyatt, J., Jensen, C., Madden, M., Martin, D., Willis, H., Konerza, W., Yang, S., Kleeberger, K., Passi, R., Fortmann, S., Herson, M., Mularski, K., Glauber, H., Prihoda, J., Ash, B., Carlson, C., Ramey, P.A., Schield, E., Torgrimson-Ojerio, B., Arnold, K., Kauffman, B., Panos, E., Sahnow, S., Bays, K., Berame, K., Cook, J., Ghioni, D., Gluth, J., Schell, K., Criscola, J., Friason, C., Jones, S., Nazarov, S., Barzilay, J., Rassouli, N., Puttnam, R., Ojoawo, B., Nelson, R., Curtis, M., Hollis, B., Sanders-Jones, C., Stokes, K., El-Haqq, Z., Kolli, A., Tran, T., Wexler, D., Larkin, M., Meigs, J., Chambers, B., Dushkin, A., Rocchio, G., Yepes, M., Steiner, B., Dulin, H., Cayford, M., Chu, K., DeManbey, A., Hillard, M., Martin, K., Thangthaeng, N., Gurry, L., Kochis, R., Raymond, E., Ripley, V., Stevens, C., Park, J., Aroda, V., Ghazi, A., Magee, M., Ressing, Ann, Loveland, A., Hamm, M., Hurtado, M., Kuhn, A., Leger, J., Manandhar, L., Sanchez, O., Young, T., Mofor, F., Garg, R., Lagari-Libhaber, V., Florez, H.J., Valencia, W.M., Marks, J., Casula, S., Oropesa-Gonzalez, L., Hue, L., Cuadot, A., Nieto-Martinez, R., Riccio Veliz, A.K., Gutt, M., Kendal, Y.J., Veciana, B., Ahmann, A., Aby-Daniel, D., Joarder, F., Morimoto, V., Sprague, C., Yamashita, D., Cady, N., Rivera-Eschright, N., Kirchhoff, P., Morales Gomez, B., Adducci, J., Goncharova, A., Hox, S.H., Petrovitch, H., Matwichyna, M., Jenkins, V., Broadwater, L., Ishii, R.R., Bermudez, N.O., Hsia, D.S., Cefalu, W.T., Greenway, F.L., Waguespack, C., King, E., Fry, G., Dragg, A., Gildersleeve, B., Arceneaux, J., Haynes, N., Thomassie, A., Pavlionis, M., Bourgeois, B., Hazlett, C., Mudaliar, S., Henry, R., Boeder, S., Pettus, J., Diaz, E., Garcia-Acosta, D., Maggs, S., DeLue, C., Stallings, A., Castro, E., Hernandez, S., Krakoff, J., Curtis, J.M., Killean, T., Khalid, M., Joshevama, E., Tsingine, K., Karshner, T., Albu, J., Pi-Sunyer, F.X., Frances, S., Maggio, C., Ellis, E., Bastawrose, J., Gong, X., Banerji, M.A., August, P., Lee, M., Lorber, D., Brown, N.M., Josephson, D.H., Thomas, L.L., Tsovian, M., Cherian, A., Jacobson, M.H., Mishko, M.M., Kirkman, M.S., Buse, J.B., Dostou, J., Machineni, S., Young, L., Bergamo, K., Goley, A., Kerr, J., Largay, J.F., Guarda, S., Cuffee, J., Culmer, D., Fraser, R., Almeida, H., Coffer, S., Debnam, E., Kiker, L., Morton, S., Josey, K., Fuller, G., Garvey, W.T., Cherrington, A.L., Dyer, D., Lawson, M.C.R., Griffith, O., Agne, A., McCullars, S., Cohen, R.M., Craig, J., Rogge, M.C., Burton, K., Kersey, K., Wilson, C., Lipp, S., Vonder Meulen, M.B., Adkins, C., Onadeko, T., Rasouli, N., Baker, C., Schroeder, E., Razzaghi, M., Lyon, C., Penaloza, R., Underkofler, C., Lorch, R., Douglass, S., Steiner, S., Sivitz, W.I., Cline, E., Knosp, L.K., McConnell, J., Lowe, T., Herman, W.H., Pop-Busui, R., Tan, M.H., Martin, C., Waltje, A., Katona, A., Goodhall, L., Eggleston, R., Kuo, S., Bojescu, S., Bule, S., Kessler, N., LaSalle, E., Whitley, K., Seaquist, E.R., Bantle, A., Harindhanavudhi, T., Kumar, A., Redmon, B., Bantle, J., Coe, M., Mech, M., Taddese, A., Lesne, L., Smith, S., Desouza, C., Kuechenmeister, L., Shivaswamy, V., Burbach, S., Rodriguez, M.G., Seipel, K., Alfred, A., Morales, A.L., Eggert, J., Lord, G., Taylor, W., Tillson, R., Schade, D.S., Adolphe, A., Burge, M., Duran-Valdez, E., Martinez, J., Bancroft, A., Kunkel, S., Ali Jamaleddin Ahmad, F., Hernandez McGinnis, D., Pucchetti, B., Scripsick, E., Zamorano, A., DeFronzo, R.A., Cersosimo, E., Abdul-Ghani, M., Triplitt, C., Juarez, D., Garza, R.I., Verastiqui, H., Wright, K., Puckett, C., Raskin, P., Rhee, C., Abraham, S., Jordan, L.F., Sao, S., Morton, L., Smith, O., Osornio Walker, L., Schnurr-Breen, L., Ayala, R., Kreymer, R.B., Sturgess, D., Utzschneider, K.M., Kahn, S.E., Alarcon-Casas, L., Wright, L., Boyko, E.J., Tsai, E.C., Trence, D.L., Trikudanathan, S., Fattaleh, B.N., Montgomery, B.K., Atkinson, K.M., Kozedub, A., Concepcion, T., Moak, C., Prikhodko, N., Rhothisen, S., Elasy, T.A., Martin, S., Shackelford, L., Goidel, R., Hinkle, N., Lovell, C., Myers, J., Lipps Hogan, J., McGill, J.B., Salam, M., Schweiger, T., Kissel, S., Recklein, C., Clifton, M.J., Tamborlane, W., Camp, A., Gulanski, B., Inzucchi, S.E., Pham, K., Alguard, M., Gatcomb, P., Lessard, K., Perez, M., Iannone, L., Magenheimer, E., Montosa, A., Burch, H.B., Bremer, A.A., Fradkin, J., Nathan, D.M., Lachin, J.M., Krause-Steinrauf, H., Younes, N., Backman, M., Bebu, I., Butera, N., Buys, C.J., Fagan Murphy, A., Gao, Y., Ghosh, A., Gramzinski, M.R., Kazemi, E., Hall, S.D., Legowski, E., Suratt, C., Tripputi, M., Arey, A., Bethepu, J., Lund, C., Mangat Dhaliwal, P., McGee, P., Mesimer, E., Ngo, L., Steffes, M., Seegmiller, J., Saenger, A., Arends, V., Gabrielson, D., Conner, T., Warren, S., Day, J., Huminik, J., Scrymgeour, A., Soliman, E.Z., Pokharel, Y., Zhang, Z.M., Campbell, C., Hu, J., Keasler, L., Hensley, S., Li, Y., Mihalcea, R., Min, D.J., Perez-Rosas, V., Prosser, L., Resnicow, K., Ye, W., Shao, H., Zhang, P., Luchsinger, J., Sanchez, D., Assuras, S., Groessl, E., Sakha, F., Chong, H., Hillery, N., Everett, B.M., Abdouch, I., Bahtiyar, G., Brantley, P., Broyles, F.E., Canaris, G., Copeland, P., Craine, J.J., Fein, W.L., Gliwa, A., Hope, L., Lee, M.S., Meiners, R., Meiners, V., O’Neal, H., Park, J.E., Sacerdote, A., Sledge, E., Soni, L., Steppel-Reznik, J., Turchin, A., Brooks-Worrell, B., Hampe, C.S., Newgard, C.B., Palmer, J.P., Shojaie, A., Higgins, J., Fischer, L., Golden, S., Gonzalez, J., Naik, A., Walker, E., Doner Lotenberg, L., Gallivan, J.M., Lim, J., and Tuncer, D.M.

Subjects
Clinical Care/Education/Nutrition/Psychosocial Research
Abstract

OBJECTIVE: Differences in type 2 diabetes phenotype by age are described, but it is not known whether these differences are seen in a more uniformly defined adult population at a common early stage of care. We sought to characterize age-related clinical and metabolic characteristics of adults with type 2 diabetes on metformin monotherapy, prior to treatment intensification. RESEARCH DESIGN AND METHODS: In the Glycemia Reduction Approaches in Diabetes: A Comparative Effectiveness Study (GRADE), participants were enrolled who had type 2 diabetes duration

Published
2022

15. Identical and Nonidentical Twins: Risk and Factors Involved in Development of Islet Autoimmunity and Type 1 Diabetes

Author

Triolo, T.M., Fouts, A., Pyle, L., Yu, L., Gottlieb, P.A., Steck, A.K., Greenbaum, C.J., Atkinson, M., Baidal, D., Battaglia, M., Becker, D., Bingley, P., Bosi, E., Buckner, J., Clements, M., Colman, P., DiMeglio, L., Gitelman, S., Goland, R., Gottlieb, P., Herold, K., Knip, M., Krischer, J., Lernmark, A., Moore, W., Moran, A., Muir, A., Palmer, J., Peakman, M., Philipson, L., Raskin, P., Redondo, M., Rodriguez, H., Russell, W., Spain, L., Schatz, D.A., Sosenko, J., Wentworth, J., Wherrett, D., Wilson, D., Winter, W., Ziegler, A., Anderson, M., Antinozzi, P., Benoist, C., Blum, J., Bourcier, K., Chase, P., Clare-Salzler, M., Clynes, R., Eisenbarth, G., Fathman, C.G., Grave, G., Hering, B., Insel, R., Kaufman, F., Kay, T., Leschek, E., Mahon, J., Marks, J.B., Nanto-Salonen, K., Nepom, G., Orban, T., Parkman, R., Pescovitz, M., Peyman, J., Pugliese, A., Roep, B., Roncarolo, M., Savage, P., Simell, O., Sherwin, R., Siegelman, M., Skyler, J.S., Steck, A., Thomas, J., Trucco, M., Wagner, J., Krischer, J.P., Rafkin, L., Cowie, C., Foulkes, M., Krause-Steinrauf, H., Lachin, J.M., Malozowski, S., Ridge, J., Zafonte, S.J., Sosenko, J.M., Kenyon, N.S., Santiago, I., Bundy, B., Abbondondolo, M., Adams, T., Amado, D., Asif, I., Boonstra, M., Burroughs, C., Cuthbertson, D., Deemer, M., Eberhard, C., Fiske, S., Ford, J., Garmeson, J., Guillette, H., Geyer, S., Hays, B., Henderson, C., Henry, M., Heyman, K., Hsiao, B., Karges, C., Keaton, N., Kinderman, A., Law, P., Leinbach, A., Liu, S., Lloyd, J., Malloy, J., Maddox, K., Martin, J., Miller, J., Milliot, E., Moore, M., Muller, S., Nguyen, T., O'Donnell, R., Roberts, A., Sadler, K., Stavros, T., Tamura, R., Wood, K., Xu, P., Young, K., Alies, P., Badias, F., Baker, A., Bassi, M., Beam, C., Boulware, D., Bounmananh, L., Bream, S., Freeman, D., Gough, J., Ginem, J., Granger, M., Kieffer, M.H.M., Lane, P., Linton, C., Nallamshetty, L., Oduah, V., Parrimon, Y., Paulus, K., Pilger, J., Ramiro, J., Ritzie, A.L., Sharma, A., Shor, A., Song, X., Terry, A., Weinberger, J., Wootten, M., Harding, P., McDonough, S., Mcgee, P.F., Hess, K.O., Phoebus, D., Quinlan, S., Raiden, E., Batts, E., Buddy, C., Kirpatrick, K., Ramey, M., Shultz, A., Webb, C., Romesco, M., Fradkin, J., Aas, S., Blumberg, E., Beck, G., Brillon, D., Gubitosi-Klug, R., Laffel, L., Vigersky, R., Wallace, D., Braun, J., B. lo, Mitchell, H., Naji, A., Nerup, J., Orchard, T., Steffes, M., Tsiatis, A., Veatch, R., Zinman, B., Loechelt, B., Baden, L., Green, M., Weinberg, A., Marcovina, S., Palmer, J.P., Babu, S., Eisenbarth, G.S., Marks, J., Matheson, D., Gomez, D., McDonald, A., Pena, S., Pietropaolo, M., Shippy, K., Brown, T., Dove, A., Hammond, M., Hefty, D., Klein, J., Kuhns, K., Letlau, M., Lord, S., McCulloch-Olson, M., Miller, L., Odegard, J., Sachter, E., St Marie, M., Stickney, K., VanBuecken, D., Vellek, B., Webber, C., Allen, L., Bollyk, J., Hilderman, N., Ismail, H., Lamola, S., Sanda, S., Vendettuoli, H., Tridgell, D., Monzavi, R., Bock, M., Fisher, L., Halvorson, M., Jeandron, D., Kim, M., Wood, J., Geffner, M., Salazar, C., Cook, S., Freeby, M., Gallagher, M.P., Gandica, R., Greenberg, E., Kurland, A., Pollak, S., Wolk, A., Chan, M., Koplimae, L., Levine, E., Smith, K., Trast, J., Evans-Molina, C., Hufferd, R., Jagielo, B., Kruse, C., Patrick, V., Rigby, M., Spall, M., Swinney, K., Terrell, J., Christner, L., Ford, L., Lynch, S., Menendez, M., Merrill, P., and Pesc

Subjects
Adult, Male, medicine.medical_specialty, Adolescent, Endocrinology, Diabetes and Metabolism, Concordance, Twins, Autoimmunity, 030209 endocrinology & metabolism, Type 2 diabetes, Environment, medicine.disease_cause, Islets of Langerhans, Young Adult, 03 medical and health sciences, 0302 clinical medicine, Risk Factors, Seroepidemiologic Studies, Diabetes mellitus, Internal medicine, Diseases in Twins, Twins, Dizygotic, Internal Medicine, medicine, Genetic predisposition, Humans, Insulin, Mass Screening, Genetic Predisposition to Disease, 030212 general & internal medicine, Child, Mass screening, Autoantibodies, Advanced and Specialized Nursing, Type 1 diabetes, Glutamate Decarboxylase, business.industry, Siblings, Autoantibody, Twins, Monozygotic, Predicting Diabetes Using Genetic Risk Scores, medicine.disease, Diabetes Mellitus, Type 1, Endocrinology, Child, Preschool, Disease Progression, Female, business
Abstract

OBJECTIVE There are variable reports of risk of concordance for progression to islet autoantibodies and type 1 diabetes in identical twins after one twin is diagnosed. We examined development of positive autoantibodies and type 1 diabetes and the effects of genetic factors and common environment on autoantibody positivity in identical twins, nonidentical twins, and full siblings. RESEARCH DESIGN AND METHODS Subjects from the TrialNet Pathway to Prevention Study (N = 48,026) were screened from 2004 to 2015 for islet autoantibodies (GAD antibody [GADA], insulinoma-associated antigen 2 [IA-2A], and autoantibodies against insulin [IAA]). Of these subjects, 17,226 (157 identical twins, 283 nonidentical twins, and 16,786 full siblings) were followed for autoantibody positivity or type 1 diabetes for a median of 2.1 years. RESULTS At screening, identical twins were more likely to have positive GADA, IA-2A, and IAA than nonidentical twins or full siblings (all P < 0.0001). Younger age, male sex, and genetic factors were significant factors for expression of IA-2A, IAA, one or more positive autoantibodies, and two or more positive autoantibodies (all P ≤ 0.03). Initially autoantibody-positive identical twins had a 69% risk of diabetes by 3 years compared with 1.5% for initially autoantibody-negative identical twins. In nonidentical twins, type 1 diabetes risk by 3 years was 72% for initially multiple autoantibody–positive, 13% for single autoantibody–positive, and 0% for initially autoantibody-negative nonidentical twins. Full siblings had a 3-year type 1 diabetes risk of 47% for multiple autoantibody–positive, 12% for single autoantibody–positive, and 0.5% for initially autoantibody-negative subjects. CONCLUSIONS Risk of type 1 diabetes at 3 years is high for initially multiple and single autoantibody–positive identical twins and multiple autoantibody–positive nonidentical twins. Genetic predisposition, age, and male sex are significant risk factors for development of positive autoantibodies in twins.

Published
2019

19. Effect of Oral Insulin on Prevention of Diabetes in Relatives of Patients With Type 1 Diabetes A Randomized Clinical Trial

Author

Greenbaum, C., Atkinson, M., Baidal, D., Battaglia, M., Bingley, P., Bosi, E., Buckner, J., Clements, M., Colman, P., DiMeglio, L., Evans-Molina, C., Gitelman, S., Goland, R., Gottlieb, P., Herold, K., Knip, M., Krischer, J., Lernmark, A., Moore, W., Moran, A., Muir, A., Palmer, J., Peakman, M., Philipson, L., Raskin, P., Redondo, M., Rodriguez, H., Russell, W., Spain, L., Schatz, D.A., Sosenko, J., Wherrett, D., Wilson, D., Winter, W., Ziegler, A., Anderson, M., Antinozzi, P., Benoist, C., Blum, J., Bourcier, K., Chase, P., Clare-Salzler, M., Clynes, R., Cowie, C., Eisenbarth, G., Fathman, C.G., Grave, G., Harrison, L., Hering, B., Insel, R., Jordan, S., Kaufman, F., Kay, T., Kenyon, N., Klines, R., Lachin, J., Leschek, E., Mahon, J., Marks, J.B., Monzavi, R., Nanto-Salonen, K., Nepom, G., Orban, T., Parkman, R., Pescovitz, M., Peyman, J., Pugliese, A., Ridge, J., Roep, B., Roncarolo, M., Savage, P., Simell, O., Sherwin, R., Siegelman, M., Skyler, J.S., Thomas, J., Trucco, M., Wagner, J., Greenbaum, C.J., Krischer, J.P., Rafkin, L., Foulkes, M., Krause-Steinrauf, H., Lachin, J.M., Malozowski, S., Zafonte, S.J., Kenyon, N.S., Santiago, I., Bundy, B., Abbondondolo, M., Adams, T., Asif, D.A.I., Boonstra, M., Boulware, D., Burroughs, C., Cuthbertson, D., Eberhard, C., Fiske, S., Ford, J., Garmeson, J., Guillette, H., Geyer, S., Hays, B., Henderson, C., Henry, M., Heyman, K., Hsiao, B., Karges, C., Kinderman, A., Lane, L., Leinbach, A., Liu, S., Lloyd, J., Malloy, J., Maddox, K., Martin, J., Miller, J., Moore, M., Muller, S., Nguyen, T., O'Donnell, R., Parker, M., Pereyra, M.J., Reed, N., Roberts, A., Sadler, K., Stavros, T., Tamura, R., Wood, K., Xu, P., Young, K., Alies, P., Badias, F., Baker, A., Bassi, M., Beam, C., Bounmananh, L., Bream, S., Deemer, M., Freeman, D., Gough, J., Ginem, J., Granger, M., Holloway, M., Kieffer, M., Lane, P., Law, P., Linton, C., Nallamshetty, L., Oduah, V., Parrimon, Y., Paulus, K., Pilger, J., Ramiro, J., Ritzie, A.Q.L., Sharma, A., Shor, A., Song, X.H., Terry, A., Weinberger, J., Wootten, M., Harding, M.F.P., McDonough, S., Mcgee, P.F., Hess, K.O., Phoebus, D., Quinlan, S., Raiden, E., Fradkin, J., Beck, G., Blumberg, E., Gubitosi-Klug, R., Laffel, L., Veatch, R., Wallace, D., Braun, J., Brillon, D., B. lo, Mitchell, H., Naji, A., Nerup, J., Orchard, T., Steffes, M., Tsiatis, A., Zinman, B., Loechelt, B., Baden, L., Green, M., Weinberg, A., Marcovina, S., Palmer, J.P., Yu, L.P., Shultz, A., Batts, E., Fitzpatrick, K., Ramey, M., Guerra, R., Webb, C., Caffey, F., Carr, L., Ergun-Longmire, B., Fenton, C., Giebner, D., Johnson, J., Maglionico, D., Marinelli, M., Martin, K., Minnozzi, E., Riley, W., Wilson, M., Gougeon, C., Ho, J., Huang, C., Pacaud, D., Virtanen, H., Craig, C., Ghatak, A., Henderson, T., Leyland, H., Padmore, K., Paul, P., Brickman, W., Halsey-Lyda, M., Petrie, P., Rizzo, D., Steuer, R., Suchyta, K., Torchen, L., Zimmerman, D., Bode, B., Dial, M., Gazaway, K., Hosey, R., Alkanani, A., Barker, J., Barr, M., Blau, A., Burdick, P., Burke, B., Chase, H., Drye, M., Escobar, E., Fitzgerald-Miller, L., Fouts, A., Gage, V., Gall, E., Goettle, H., Harris, S., Ketchum, K., King, M., Klingensmith, G., Lehr, D., Lehr, J., Lewis, L., Logsden-Sackett, N., Lykens, J., Maahs, D., Michels, A., Pelletier, S., Rihanek, M., Rodriguez, P., Schauwecker, A., Simmons, K., Smith, J., Steck, A., Tran, B., Tran, T., Wadwa, P., Wagner, R., Wright, H., Betancourt, J., Bui, V., DeSalvo, D., Gomez, D., Jake, K., Lynds, J., McCartney, T., McDonald, A., Pena, S., Pietropaolo, M., Greenbaum, C., Atkinson, M., Baidal, D., Battaglia, M., Becker, D., Bingley, P., Bosi, E., Buckner, J., Clements, M., Colman, P., Dimeglio, L., Evans-Molina, C., Gitelman, S., Goland, R., Gottlieb, P., Herold, K., Knip, M., Krischer, J., Lernmark, A., Moore, W., Moran, A., Muir, A., Palmer, J., Peakman, M., Philipson, L., Raskin, P., Redondo, M., Rodriguez, H., Russell, W., Spain, L., Schatz, D. A., Sosenko, J., Wherrett, D., Wilson, D., Winter, W., and Ziegler, A.

Subjects
0301 basic medicine, Male, medicine.medical_specialty, Adolescent, medicine.medical_treatment, Administration, Oral, 030209 endocrinology & metabolism, Placebo, law.invention, 03 medical and health sciences, 0302 clinical medicine, Randomized controlled trial, Interquartile range, law, Internal medicine, Diabetes mellitus, medicine, Humans, Hypoglycemic Agents, Insulin, Family, Treatment Failure, Child, Original Investigation, Autoantibodies, Type 1 diabetes, Glucose tolerance test, medicine.diagnostic_test, business.industry, General Medicine, ta3121, Glucose Tolerance Test, medicine.disease, 030104 developmental biology, Diabetes Mellitus, Type 1, Child, Preschool, Cohort, Female, business, Follow-Up Studies
Abstract

Importance Type 1 diabetes requires major lifestyle changes and carries increased morbidity and mortality. Prevention or delay of diabetes would have major clinical effect. Objective To determine whether oral insulin delays onset of type 1 diabetes in autoantibody-positive relatives of patients with type 1 diabetes. Design, Setting, and Participants Between March 2, 2007, and December 21, 2015, relatives with at least 2 autoantibodies, including insulin autoantibodies and normal glucose tolerance, were enrolled in Canada, the United States, Australia, New Zealand, the United Kingdom, Italy, Sweden, Finland, and Germany. The main study group (n = 389) had first-phase insulin release on an intravenous glucose tolerance test that was higher than the threshold. The 55 patients in the secondary stratum 1 had an identical antibody profile as the main study group except they had first-phase insulin release that was lower than the threshold. Secondary strata 2 (n = 114) and strata 3 (n = 3) had different autoantibody profiles and first-phase insulin release threshold combinations. Follow-up continued through December 31, 2016. Interventions Randomization to receive 7.5 mg/d of oral insulin (n = 283) or placebo (n = 277), including participants in the main study group who received oral insulin (n = 203) or placebo (n = 186). Main Outcome and Measures The primary outcome was time to diabetes in the main study group. Significance was based on a 1-sided threshold of .05, and 1-sided 95% CIs are reported. Results Of a total of 560 randomized participants (median enrollment age, 8.2 years; interquartile range [IQR], 5.7-12.1 years; 170 boys [60%]; 90.7% white non-Hispanic; 57.6% with a sibling with type 1 diabetes), 550 completed the trial including 389 participants (median age, 8.4 years; 245 boys [63%]), 382 (96%) in the main study group. During a median follow-up of 2.7 years (IQR, 1.5-4.6 years) in the main study group, diabetes was diagnosed in 58 participants (28.5%) in the oral insulin group and 62 (33%) in the placebo group. Time to diabetes was not significantly different between the 2 groups (hazard ratio [HR], 0.87; 95% CI, 0-1.2;P = .21). In secondary stratum 1 (n = 55), diabetes was diagnosed in 13 participants (48.1%) in the oral insulin group and in 19 participants (70.3%) in the placebo group. The time to diabetes was significantly longer with oral insulin (HR, 0.45; 95% CI, 0-0.82;P = .006). The HR for time to diabetes for the between-group comparisons for the 116 participants in the other secondary stratum was 1.03 (95% CI, 0-2.11;P = .53) and for the entire cohort of 560 participants was 0.83 (95% CI, 0-1.07;P = .11), which were not significantly different. The most common adverse event was infection (n = 254), with 134 events in the oral insulin group and 120 events in the placebo group, but no significant study-related adverse events occurred. Conclusions and Relevance Among autoantibody-positive relatives of patients with type 1 diabetes, oral insulin at a dose of 7.5 mg/d, compared with placebo, did not delay or prevent the development of type 1 diabetes over 2.7 years. These findings do not support oral insulin as used in this study for diabetes prevention. Trial Registration clinicaltrials.gov Identifier:NCT00419562

Published
2017

20. Oxidative Stress and Cardiovascular Risk in Type 1 Diabetes Mellitus: Insights From the DCCT/EDIC Study

Author

Tang, W.H. Wilson, primary, McGee, Paula, additional, Lachin, John M., additional, Li, Daniel Y., additional, Hoogwerf, Byron, additional, Hazen, Stanley L., additional, Nathan, D.M., additional, Zinman, B., additional, Crofford, O., additional, Genuth, S., additional, Brown‐Friday, J., additional, Crandall, J., additional, Engel, H., additional, Engel, S., additional, Martinez, H., additional, Phillips, M., additional, Reid, M., additional, Shamoon, H., additional, Sheindlin, J., additional, Gubitosi‐Klug, R., additional, Mayer, L., additional, Pendegast, S., additional, Zegarra, H., additional, Miller, D., additional, Singerman, L., additional, Smith‐Brewer, S., additional, Novak, M., additional, Quin, J., additional, Genuth, Saul, additional, Palmert, M., additional, Brown, E., additional, McConnell, J., additional, Pugsley, P., additional, Crawford, P., additional, Dahms, W., additional, Gregory, N.S., additional, Lackaye, M.E., additional, Kiss, S., additional, Chan, R., additional, Orlin, A., additional, Rubin, M., additional, Brillon, D., additional, Reppucci, V., additional, Lee, T., additional, Heinemann, M., additional, Chang, S., additional, Levy, B., additional, Jovanovic, L., additional, Richardson, M., additional, Bosco, B., additional, Dwoskin, A., additional, Hanna, R., additional, Barron, S., additional, Campbell, R., additional, Bhan, A., additional, Kruger, D., additional, Jones, J.K., additional, Edwards, P.A., additional, Carey, J.D., additional, Angus, E., additional, Thomas, A., additional, Galprin, A., additional, McLellan, M., additional, Whitehouse, F., additional, Bergenstal, R., additional, Johnson, M., additional, Gunyou, K., additional, Thomas, L., additional, Laechelt, J., additional, Hollander, P., additional, Spencer, M., additional, Kendall, D., additional, Cuddihy, R., additional, Callahan, P., additional, List, S., additional, Gott, J., additional, Rude, N., additional, Olson, B., additional, Franz, M., additional, Castle, G., additional, Birk, R., additional, Nelson, J., additional, Freking, D., additional, Gill, L., additional, Mestrezat, W., additional, Etzwiler, D., additional, Morgan, K., additional, Aiello, L.P., additional, Golden, E., additional, Arrigg, P., additional, Asuquo, V., additional, Beaser, R., additional, Bestourous, L., additional, Cavallerano, J., additional, Cavicchi, R., additional, Ganda, O., additional, Hamdy, O., additional, Kirby, R., additional, Murtha, T., additional, Schlossman, D, additional, Shah, S., additional, Sharuk, G., additional, Silva, P., additional, Silver, P., additional, Stockman, M., additional, Sun, J., additional, Weimann, E., additional, Wolpert, H., additional, Aiello, L.M., additional, Jacobson, A., additional, Rand, L., additional, Rosenzwieg, J., additional, Larkin, M.E., additional, Christofi, M., additional, Folino, K., additional, Godine, J., additional, Lou, P., additional, Stevens, C., additional, Anderson, E., additional, Bode, H., additional, Brink, S., additional, Cornish, C., additional, Cros, D., additional, Delahanty, L., additional, eManbey, ., additional, Haggan, C., additional, Lynch, J., additional, McKitrick, C., additional, Norman, D., additional, Moore, D., additional, Ong, M., additional, Taylor, C., additional, Zimbler, D., additional, Crowell, S., additional, Fritz, S., additional, Hansen, K., additional, Gauthier‐Kelly, C., additional, Service, F.J., additional, Ziegler, G., additional, Barkmeier, A., additional, Schmidt, L., additional, French, B., additional, Woodwick, R., additional, Rizza, R., additional, Schwenk, W.F., additional, Haymond, M., additional, Pach, J., additional, Mortenson, J., additional, Zimmerman, B., additional, Lucas, A., additional, Colligan, R., additional, Luttrell, L., additional, Lopes‐Virella, M., additional, Caulder, S., additional, Pittman, C., additional, Patel, N., additional, Lee, K., additional, Nutaitis, M., additional, Fernandes, J., additional, Hermayer, K., additional, Kwon, S., additional, Blevins, A, additional, Parker, J., additional, Colwell, J., additional, Lee, D., additional, Soule, J., additional, Lindsey, P., additional, Bracey, M., additional, Farr, A., additional, Elsing, S., additional, Thompson, T., additional, Selby, J., additional, Lyons, T., additional, Yacoub‐Wasef, S., additional, Szpiech, M., additional, Wood, D., additional, Mayfield, R., additional, Molitch, M., additional, Adelman, D., additional, Colson, S., additional, Jampol, L., additional, Lyon, A., additional, Gill, M., additional, Strugula, Z., additional, Kaminski, L., additional, Mirza, R., additional, Simjanoski, E., additional, Ryan, D., additional, Johnson, C., additional, Wallia, A., additional, Ajroud‐Driss, S., additional, Astelford, P., additional, Leloudes, N., additional, Degillio, A., additional, Schaefer, B., additional, Mudaliar, S., additional, Lorenzi, G, additional, Goldbaum, M., additional, Jones, K., additional, Prince, M., additional, Swenson, M., additional, Grant, I., additional, Reed, R., additional, Lyon, R., additional, Kolterman, O., additional, Giotta, M., additional, Clark, T., additional, Friedenberg, G., additional, Sivitz, W.I., additional, Vittetoe, B., additional, Kramer, J., additional, Bayless, M., additional, Zeitler, R., additional, Schrott, H., additional, Olson, N., additional, Snetselaar, L., additional, Hoffman, R., additional, MacIndoe, J., additional, Weingeist, T., additional, Fountain, C., additional, Miller, R., additional, Johnsonbaugh, S., additional, Patronas, M., additional, Carney, M., additional, Mendley, S., additional, Salemi, P., additional, Liss, R., additional, Hebdon, M., additional, Counts, D., additional, Donner, T., additional, Gordon, J., additional, Hemady, R., additional, Kowarski, A., additional, Ostrowski, D., additional, Steidl, S., additional, Jones, B., additional, Herman, W.H., additional, Martin, C.L., additional, Pop‐Busui, R., additional, Greene, D.A., additional, Stevens, M.J., additional, Burkhart, N., additional, Sandford, T., additional, Floyd, J., additional, Bantle, J., additional, Flaherty, N., additional, Terry, J., additional, Koozekanani, D., additional, Montezuma, S., additional, Wimmergren, N., additional, Rogness, B., additional, Mech, M., additional, Strand, T., additional, Olson, J., additional, McKenzie, L., additional, Kwong, C., additional, Goetz, F., additional, Warhol, R., additional, Hainsworth, D., additional, Goldstein, D., additional, Hitt, S., additional, Giangiacomo, J., additional, Schade, D.S, additional, Canady, J.L., additional, Burge, M.R., additional, Das, A., additional, Avery, R.B., additional, Ketai, L.H., additional, Chapin, J.E., additional, Schluter, M.L., additional, Rich, J., additional, Johannes, C., additional, Hornbeck, D., additional, Schutta, M., additional, Bourne, P.A., additional, Brucker, A., additional, Braunstein, S., additional, Schwartz, S., additional, Maschak‐Carey, B.J., additional, Baker, L., additional, Orchard, T., additional, Cimino, L., additional, Songer, T., additional, Doft, B., additional, Olson, S., additional, Becker, D., additional, Rubinstein, D., additional, Bergren, R.L., additional, Fruit, J., additional, Hyre, R., additional, Palmer, C., additional, Silvers, N., additional, Lobes, L., additional, Rath, P. Paczan, additional, Conrad, P.W., additional, Yalamanchi, S., additional, Wesche, J., additional, Bratkowksi, M., additional, Arslanian, S., additional, Rinkoff, J., additional, Warnicki, J., additional, Curtin, D., additional, Steinberg, D., additional, Vagstad, G., additional, Harris, R., additional, Steranchak, L., additional, Arch, J., additional, Kelly, K., additional, Ostrosaka, P., additional, Guiliani, M., additional, Good, M., additional, Williams, T., additional, Olsen, K., additional, Campbell, A., additional, Shipe, C., additional, Conwit, R., additional, Finegold, D., additional, Zaucha, M., additional, Drash, A., additional, Morrison, A., additional, Malone, J.I., additional, Bernal, M.L., additional, Pavan, P.R., additional, Grove, N., additional, Tanaka, E.A., additional, McMillan, D., additional, Vaccaro‐Kish, J., additional, Babbione, L., additional, Solc, H., additional, DeClue, T.J., additional, Dagogo‐Jack, S., additional, Wigley, C., additional, Ricks, H., additional, Kitabchi, A., additional, Chaum, E., additional, Murphy, M.B., additional, Moser, S., additional, Meyer, D., additional, Iannacone, A., additional, Yoser, S., additional, Bryer‐Ash, M., additional, Schussler, S., additional, Lambeth, H., additional, Raskin, P., additional, Strowig, S., additional, Basco, M., additional, Cercone, S., additional, Barnie, A., additional, Devenyi, R., additional, Mandelcorn, M., additional, Brent, M., additional, Rogers, S., additional, Gordon, A., additional, Bakshi, N., additional, Perkins, B., additional, Tuason, L., additional, Perdikaris, F., additional, Ehrlich, R., additional, Daneman, D., additional, Perlman, K., additional, Ferguson, S, additional, Palmer, J., additional, Fahlstrom, R., additional, de Boer, I.H., additional, Kinyoun, J., additional, Van Ottingham, L., additional, Catton, S., additional, Ginsberg, J., additional, McDonald, C., additional, Harth, J., additional, Driscoll, M., additional, Sheidow, T., additional, Mahon, J., additional, Canny, C., additional, Nicolle, D., additional, Colby, P., additional, Dupre, J., additional, Hramiak, I., additional, Rodger, N.W., additional, Jenner, M., additional, Smith, T., additional, Brown, W., additional, May, M., additional, Lipps Hagan, J., additional, Agarwal, A., additional, Adkins, T., additional, Lorenz, R., additional, Feman, S., additional, Survant, L., additional, White, N.H., additional, Levandoski, L., additional, Grand, G., additional, Thomas, M., additional, Joseph, D., additional, Blinder, K., additional, Shah, G., additional, Burgess, D., additional, Boniuk, I., additional, Santiago, J., additional, Tamborlane, W., additional, Gatcomb, P., additional, Stoessel, K., additional, Ramos, P., additional, Fong, K., additional, Ossorio, P., additional, Ahern, J., additional, Meadema‐Mayer, L., additional, Beck, C., additional, Farrell, K., additional, Quin, J, additional, Gaston, P., additional, Trail, R., additional, Lachin, J., additional, Backlund, J., additional, Bebu, I., additional, Braffett, B., additional, Diminick, L., additional, Gao, X., additional, Hsu, W., additional, Klumpp, K., additional, Pan, H., additional, Trapani, V., additional, Cleary, P., additional, McGee, P., additional, Sun, W., additional, Villavicencio, S., additional, Anderson, K., additional, Dews, L., additional, Younes, Naji, additional, Rutledge, B., additional, Chan, K., additional, Rosenberg, D., additional, Petty, B., additional, Determan, A., additional, Kenny, D., additional, Williams, C., additional, Cowie, C., additional, Siebert, C., additional, Steffes, M., additional, Arends, V., additional, Bucksa, J., additional, Nowicki, M., additional, Chavers, B., additional, O'Leary, D., additional, Polak, J., additional, Harrington, A., additional, Funk, L., additional, Crow, R, additional, Gloeb, B., additional, Thomas, S., additional, O'Donnell, C., additional, Soliman, E.Z., additional, Zhang, Z.M., additional, Li, Y., additional, Campbell, C., additional, Keasler, L., additional, Hensley, S., additional, Hu, J., additional, Barr, M., additional, Taylor, T., additional, Prineas, R., additional, Feldman, E.L., additional, Albers, J.W., additional, Low, P., additional, Sommer, C., additional, Nickander, K., additional, Speigelberg, T., additional, Pfiefer, M., additional, Schumer, M., additional, Moran, M., additional, Farquhar, J., additional, Ryan, C., additional, Sandstrom, D., additional, Geckle, M., additional, Cupelli, E., additional, Thoma, F., additional, Burzuk, B., additional, Woodfill, T., additional, Danis, R., additional, Blodi, B., additional, Lawrence, D., additional, Wabers, H., additional, Gangaputra, S., additional, Neill, S., additional, Burger, M., additional, Dingledine, J., additional, Gama, V., additional, Sussman, R., additional, Davis, M., additional, Hubbard, L., additional, Budoff, M., additional, Darabian, S., additional, Rezaeian, P., additional, Wong, N., additional, Fox, M., additional, Oudiz, R., additional, Kim, L, additional, Detrano, R., additional, Cruickshanks, K., additional, Dalton, D., additional, Bainbridge, K., additional, Lima, J., additional, Bluemke, D., additional, Turkbey, E., additional, der Geest, ., additional, Liu, C., additional, Malayeri, A., additional, Jain, A., additional, Miao, C., additional, Chahal, H., additional, Jarboe, R., additional, Monnier, V., additional, Sell, D., additional, Strauch, C., additional, Hazen, S., additional, Pratt, A., additional, Tang, W., additional, Brunzell, J., additional, Purnell, J., additional, Natarajan, R., additional, Miao, F., additional, Zhang, L., additional, Chen, Z., additional, Paterson, A., additional, Boright, A., additional, Bull, S., additional, Sun, L., additional, Scherer, S., additional, Lyons, T.J., additional, Jenkins, A., additional, Klein, R., additional, Virella, G., additional, Jaffa, A., additional, Carter, R., additional, Stoner, J., additional, Garvey, W.T., additional, Lackland, D., additional, Brabham, M., additional, McGee, D., additional, Zheng, D., additional, Mayfield, R.K., additional, Maynard, J., additional, Wessells, H., additional, Sarma, A, additional, Dunn, R., additional, Holt, S., additional, Hotaling, J., additional, Kim, C., additional, Clemens, Q., additional, Brown, J., additional, and McVary, K., additional

Published
2018
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25. Relationship of albuminuria and renal artery stent outcomes in the CORAL study

Author

Murphy, T., primary, Dworkin, L., additional, Tobe, S., additional, Abernethy, W., additional, Cooper, C., additional, Cutlip, D., additional, D’Agostino, R., additional, Gao, Q., additional, Henrich, W., additional, Jamerson, K., additional, Massaro, J., additional, Metzger, D., additional, Pencina, K., additional, Shapiro, J., additional, Steffes, M., additional, Tuttle, K., additional, Matsumoto, A., additional, Textor, S., additional, Briguglio, J., additional, and Hirsch, A., additional

Published
2016
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34. International expert committee report on the role of the A1C assay in the diagnosis of diabetes

Author

Nathan, D.M., Balkau, B., Bonora, E., Borch-Johnsen, K., Buse, J.B., Colagiuri, S., Davidson, M.B., DeFronzo, R., Genuth, S., Holman, R.R., Ji, L., Kirkman, S., Knowler, W.C., Schatz, D., Shaw, J., Sobngwi, E., Steffes, M., Vaccaro, O., Wareham, N., Zinman, B., Kahn, R., Nathan, D.M., Balkau, B., Bonora, E., Borch-Johnsen, K., Buse, J.B., Colagiuri, S., Davidson, M.B., DeFronzo, R., Genuth, S., Holman, R.R., Ji, L., Kirkman, S., Knowler, W.C., Schatz, D., Shaw, J., Sobngwi, E., Steffes, M., Vaccaro, O., Wareham, N., Zinman, B., and Kahn, R.

Abstract

Udgivelsesdato: 2009

Published
2009

35. Estimated Kidney Function Based on Serum Cystatin C and Risk of Subsequent Coronary Artery Calcium in Young and Middle-aged Adults With Preserved Kidney Function: Results From the CARDIA Study

Author

Bansal, N., primary, Vittinghoff, E., additional, Peralta, C. A., additional, Shlipak, M. G., additional, Grubbs, V., additional, Jacobs, D. R., additional, Siscovick, D., additional, Steffes, M., additional, Carr, J. J., additional, and Bibbins-Domingo, K., additional

Published
2013
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