Association of Baseline Characteristics With Insulin Sensitivity and β-Cell Function in the Glycemia Reduction Approaches in Diabetes

A Comparative Effectiveness (GRADE) Study Cohort

  • Rasouli, Neda
  • Younes, Naji
  • Utzschneider, Kristina M.
  • Inzucchi, Silvio E.
  • Balasubramanyam, Ashok
  • Cherrington, Andrea L.
  • Ismail-Beigi, Faramarz
  • Cohen, Robert M.
  • Olson, Darin E.
  • DeFronzo, Ralph A.
  • Herman, William H.
  • Lachin, John M.
  • Kahn, Steven E.
  • Crandall, Jill P.
  • McKee, Melissa Diane
  • Brown-Friday, Janet
  • Xhori, Entila
  • Ballentine-Cargill, Keisha
  • Duran, Sally
  • Lukin, Jennifer
  • Beringher, Stephanie
  • de la torre, Susana Gonzalez
  • Phillips, Lawrence
  • Burgess, Elizabeth
  • Olson, Darin
  • Rhee, Mary
  • Wilson, Peter
  • Raines, Tasha Stephanie
  • Costello, Julie
  • Gullett, Chona
  • Maher-Albertelli, Maxine
  • Morehead, Folayan
  • Mungara, Radhika
  • Person, Saranjit
  • Savoye, Louise
  • Sibymon, Mabil
  • Tanukonda, Sridhar
  • Ann White, Carol
  • Holloway, Leah
  • Adams, Cynthia
  • Ross, April
  • Balasubramanyam, Ashok
  • Gonzalez, Erica
  • Wright, Charlyne
  • Hollander, Priscilla
  • Roe, Erin
  • Uy, Analyn
  • Burt, Polly
  • Estrada, Lorie
  • Chionh, Kris
  • Ismail-Beigi, Faramarz
  • Falck-Ytter, Corinna
  • Kassem, Laure Sayyed
  • Sood, Ajay
  • Tiktin, Margaret
  • Cramer, Bethany
  • Iacoboni, Jacalyn
  • Kononets, Maria V.
  • Kulow, Tanya
  • Newman, Cynthia
  • Stancil, Katherine A.
  • Sanders, Cristina
  • Tucker, Lisa
  • Werner, Amanda
  • Krol, Adrienne
  • McPhee, Gloria
  • Patel, Christine
  • Colosimo, Linda
  • Goland, Robin
  • Pring, James
  • Kringas, Patricia
  • Tejada, Jessica
  • Hausheer, Camille
  • Schneier, Harvey
  • Gumpel, Kelly
  • Kirpitch, Amanda
  • Green, Jennifer B.
  • AbouAssi, Hiba
  • Chatterjee, Ranee
  • Feinglos, Mark N.
  • Jones, Jennifer English
  • Khan, Shubi A.
  • Kimpel, Jeanne B.
  • Zimmer, Ronna P.
  • Furst, Mary
  • Satterwhite, Barbara M.
  • Thacker, Connie R.
  • Kreider, Kathryn Evans
  • Mather, Kieren J.
  • Lteif, Amale
  • Hamilton, Tonya
  • Patel, Nick
  • Riera, Gabriela
  • Jackson, Marcia
  • Pirics, Vivian
  • Howard, Devin
  • Aguillar, Danielle
  • Hurt, Sloan
  • Bergenstal, Richard
  • Carlson, Anders
  • Martens, Thomas
  • Johnson, Mary
  • Hill, Renae
  • Hyatt, Jamie
  • Jensen, Connie
  • Madden, Marcia
  • Martin, Dianna
  • Willis, Holly
  • Konerza, Wanda
  • Passi, Rebecca
  • Kleeberger, Kathleen
  • Fortmann, Stephen
  • Herson, Michael
  • Mularski, Karen
  • Glauber, Harry
  • Prihoda, James
  • Ash, Britt
  • Carlson, Christina
  • Ramey, Phyllis Anne
  • Schield, Emily
  • Torgrimson-Ojerio, Britta
  • Arnold, Kathy
  • Kauffman, Bryan
  • Panos, Elease
  • Sahnow, Samantha
  • Bays, Kristi
  • Cook, Jennifer
  • Gluth, Jennifer
  • Sasaki, Debra
  • Schell, Katrina
  • Criscola, Jennifer
  • Friason, Camille
  • Jones, Suzi
  • Nazarov, Sergey
  • Barzilay, Joshua
  • Rassouli, Negah
  • Puttnam, Rachel
  • Curtis, Michelle
  • Stokes, Kia
  • Hollis, Bonita
  • Sanders-Jones, Cynthia
  • Nelson, Roslin
  • El-Haqq, Zakiah
  • Kolli, Abby
  • Tran, Tu
  • Wexler, Deborah
  • Larkin, Mary
  • Meigs, James
  • Dushkin, Amy
  • Rocchio, Gianna
  • Chambers, Brittany
  • Yepes, Mike
  • Steiner, Barbara
  • Dulin, Hilary
  • Cayford, Melody
  • DeManbey, Andrea
  • Gurry, Lindsey
  • Hillard, Mallory
  • Martin, Kimberly
  • Stevens, Christine
  • Thangthaeng, Nopporn
  • Kochis, Raquel
  • Raymond, Elyse
  • Ripley, Valerie
  • Park, Jean
  • Aroda, Vanita
  • Ghazi, Adline
  • Loveland, Amy
  • Hurtado, Maria
  • Kuhn, Alexander
  • Mofor, Florence
  • Florez, Hermes J.
  • Valencia, Willy Marcos
  • Marks, Jennifer
  • Oropesa-Gonzalez, Lisset
  • Riccio Veliz, Ana K.
  • Nieto-Martinez, Ramfis
  • Gutt, Miriam
  • Ahmann, Andrew
  • Aby-Daniel, Diana
  • Joarder, Farahnaz
  • Morimoto, Victoria
  • Sprague, Carol
  • Yamashita, Daisuke
  • Cady, Nancy
  • Kirchhoff, Patricia
  • Rivera-Eschright, Nadia
  • Adducci, Joseph
  • Gomez, Brianna Morales
  • Goncharova, Alina
  • Hox, Sophia H.
  • Petrovitch, Helen
  • Matwichyna, Michael
  • Jenkins, Victoria
  • Bermudez, Nina O.
  • Ishii, Renée R.
  • Hsia, Daniel S.
  • Cefalu, William T.
  • Greenway, Frank L.
  • Waguespack, Celeste
  • King, Erin
  • Haynes, Natalie
  • Thomassie, Amy
  • Bourgeois, Brandi
  • Hazlett, Claire
  • Henry, Robert
  • Mudaliar, Sunder
  • Boeder, Schafer
  • Pettus, Jeremy
  • Diaz, Elsa
  • DeLue, Catherine
  • Castro, Erick
  • Hernandez, Sylvia
  • Krakoff, Jonathan
  • Curtis, Jeffrey M.
  • Killean, Tina
  • Joshevama, Erica
  • Diaz, Enrique
  • Martin, Denelle
  • Karshner, Tracey
  • Albu, Jeanine
  • Pi-Sunyer, F. Xavier
  • Frances, Sylvaine
  • Maggio, Carol
  • Ellis, Emily
  • Bastawrose, Joseph
  • Gong, Xiuqun
  • Banerji, Mary Ann
  • August, Phyllis
  • Lorber, Daniel
  • Brown, Necole M.
  • Josephson, Debra H.
  • Thomas, Lorraine L.
  • Tsovian, Mari
  • Cherian, Ajini
  • Jacobson, Marlo H.
  • Mishko, Motria M.
  • Kirkman, M. Sue
  • Bergamo, Katherine
  • Buse, John B.
  • Dostou, Jean
  • Young, Laura
  • Goley, April
  • Kerr, Jeffrey
  • Largay, Joseph F.
  • Guarda, Sonia
  • Cuffee, Juanita
  • Culmer, Dawn
  • Fraser, Rachael
  • Almeida, Hope
  • Coffer, Samantha
  • Debnam, Elizabeth
  • Kiker, Lauren
  • Morton, Sarah
  • Garvey, Kim
  • Fuller, Gai
  • Garvey, W. Timothy
  • Cherrington, Andrea
  • Golson, Dana
  • Griffith, Olivia
  • Catherine, Mary Robertson
  • Agne, April
  • McCullars, Steve
  • Cohen, Robert M.
  • Craig, Jacqueline
  • Kersey, Kimberly
  • Rogge, M. Colleen
  • Wilson, Carla
  • Burton, Kathryn
  • Lipp, Sonia
  • Mary Beth, Vonder Meulen
  • Rasouli, Neda
  • Schroeder, Emily
  • Steiner, Stephanie
  • Baker, Chelsea
  • Underkofler, Chantal
  • Douglass, Sara
  • Sivitz, William
  • Cline, Erin
  • Knosp, Laura
  • McConnell, Jennifer
  • Lowe, Tamara
  • Herman, William H.
  • Pop-Busui, Rodica
  • Tan, Meng H.
  • Martin, Catherine
  • Waltje, Andrea
  • Goodhall, Lynn
  • Eggleston, Rebecca
  • Kuo, Shihchen
  • Bule, Stephanie
  • Kessler, Nancy
  • LaSalle, Elizabeth
  • Seaquist, Elizabeth R.
  • Bantle, Anne
  • Kumar, Anjali
  • Redmon, Bruce
  • Bantle, John
  • Harindhanavudhi, Tasma
  • Coe, Mary
  • Mech, Michael
  • Taddese, Abdisa
  • Lesne, Lesia
  • Smitha, Shannon
  • Desouz, Cyrus
  • Kuechenmeister, Lisa
  • Shivaswamy, Vijay
  • Morales, Ana Laura
  • Rodriguez, Maria Grace
  • Seipel, Kris
  • Alfred, Alissa
  • Eggert, Jenna
  • Lord, Grace
  • Taylor, William
  • Tillson, Renee
  • Schade, David S.
  • Adolphe, Allen
  • Burge, Mark
  • Duran-Valdez, Elizabeth
  • Martinez, Janae
  • Hernandez McGinnis, Doris
  • Pucchetti, Benjamin
  • Scripsick, Elizabeth
  • DeFronzo, Ralph A.
  • Cersosimo, Eugenio
  • Abdul-Ghani, Muhammad
  • Triplitt, Curtis
  • Verastiqui, Hector
  • Garza, Rosa Irene
  • Wright, Kathryn
  • Puckett, Curtiss
  • Raskin, Philip
  • Rhee, Chanhaeng
  • Abraham, Soma
  • Jordan, Lin Fan
  • Sao, Serey
  • Morton, Luisa
  • Smith, Oralenda
  • Osornio Walker, Laura
  • Schnurr-Breen, Laura
  • Ayala, Rosa
  • Kraymer, Robert Brian
  • Sturgess, Daytheon
  • Utzschneider, Kristina M.
  • Kahn, Steven E.
  • Alarcon-Casas Wright, Lorena
  • Boyko, Edward J.
  • Tsai, Elaine C.
  • Trence, Dace L.
  • Fattaleh, Basma N.
  • Montgomery, Brenda K.
  • Atkinson, Karen M.
  • Concepcion, Tessa
  • Kozedub, Alexandra
  • Moak, Cameron
  • Rhothisen, Samantha
  • Elasy, Tom A.
  • Martin, Stephanie
  • Shackelford, Laura
  • Goidel, Rita
  • Hinkle, Nina
  • Lipps Hogan, Janie
  • Lovell, Cynthia
  • Myers, Janet
  • McGill, Janet B.
  • Salam, Maamoun
  • Kissel, Sarah
  • Schweiger, Toni
  • Recklein, Carol
  • Tamborlane, William
  • Gatcomb, Patricia
  • Camp, Anne
  • Gulanski, Barbara
  • Inzucchi, Silvio
  • Pham, Kim
  • Alguard, Michele
  • Lessard, Katarzyna
  • Perez, Magalys
  • Magenheimer, Elizabeth
  • Montoza, Abmaridel
  • Nathan, David M.
  • Nathan, David M.
  • Lachin, John
  • Buse, John B.
  • Kahn, Steven E.
  • Krause-Steinrauf, Heidi
  • Larkin, Mary
  • Tiktin, Margaret
  • Wexler, Deborah
  • Burch, Henry B.
  • Linder, Barbara
  • Bremer, Andrew
  • Lachin, John
  • Krause-Steinrauf, Heidi
  • Younes, Naji
  • Backman, Michael
  • Bebu, Ionut
  • Buys, C.J.
  • Fagan Murphy, Anna
  • Gao, Yuping
  • Gramzinski, Michaela
  • Hall, Stephanie
  • Legowski, Elizabeth
  • Arey, Alyssa
  • Bethepu, Joel
  • Lund, Claire
  • Mangat Dhaliwal, Pam
  • McGee, Paula
  • Mesimer, Emily
  • Ngo, Lisa
  • Steffes, Michael
  • Seegmiller, Jesse
  • Saenger, Amy
  • Arends, Valerie
  • Gabrielson, Deanna
  • Conner, Todd
  • Warren, Stuart
  • Day, Jolene
  • Scrymgeour, Alexandra
  • Soliman, Elsayed Z.
  • Zhang, Zhu-Ming
  • Campbell, Charles
  • Hu, Julie
  • Keasler, Lisa
  • Hensley, Susan
  • Li, Yabing
  • Herman, William
  • Martin, Catherine
  • Waltje, Andrea
  • Kuo, Shihchen
  • Mihalcea, Rada
  • Perez-Rosas, Veronica
  • Prosser, Lisa
  • Resnicow, Kenneth
  • Ye, Wen
  • Shao, Hui
  • Zhang, Ping
  • Luchsinger, Jose
  • Sanchez, Danurys
  • Burch, Henry B.
  • Bremer, Andrew
  • Linder, Barbara
  • Fradkin, Judith
  • Groessl, Erik
  • Chong, Helen
  • Hillery, Naomi
  • Abdouch, Ivan
  • Brantley, Paula
  • Broyles, Frances E.
  • Canaris, Gay
  • Copeland, Paul
  • Craine, Jeri J.
  • Fein, Warren L.
  • Lee, Melissa S.
  • Meiners, Rebecca
  • Meiners, Vaughn
  • O’Neal, Hollis
  • Park, James E.
  • Sledge, Edward Jr.
  • Steppel-Resnick, Jeanne
  • Turchin, Alexander
  • Brooks-Worrell, Barbara
  • Hampe, Christiane S.
  • Newgard, Christopher B.
  • Palmer, Jerry P.
  • Shojaie, Ali
  • Higgins, John
  • Fischer, Lawrence
  • Golden, Sherita
  • Gonzalez, Jeffery
  • Naik, Aanand
  • Walker, Elizabeth
  • Doner Lotenberg, Lynne
  • Gallivan, Joanne M.
  • Lim, Joanne
  • Tuncer, Diane M.
  • Behringer-Massera, Stephanie
Diabetes Care 44(2):p 340-349, February 2021. | DOI: 10.2337/dc20-1787

OBJECTIVE

We investigated sex and racial differences in insulin sensitivity, β-cell function, and glycated hemoglobin (HbA1c) and the associations with selected phenotypic characteristics.

RESEARCH DESIGN AND METHODS

This is a cross-sectional analysis of baseline data from 3,108 GRADE (Glycemia Reduction Approaches in Diabetes: A Comparative Effectiveness Study) participants. All had type 2 diabetes diagnosed <10 years earlier and were on metformin monotherapy. Insulin sensitivity and β-cell function were evaluated using the HOMA of insulin sensitivity and estimates from oral glucose tolerance tests, including the Matsuda Index, insulinogenic index, C-peptide index, and oral disposition index (DI).

RESULTS

The cohort was 56.6 ± 10 years of age (mean ± SD), 63.8% male, with BMI 34.2 ± 6.7 kg/m2, HbA1c 7.5 ± 0.5%, and type 2 diabetes duration 4.0 ± 2.8 years. Women had higher DI than men but similar insulin sensitivity. DI was the highest in Black/African Americans, followed by American Indians/Alaska Natives, Asians, and Whites in descending order. Compared with Whites, American Indians/Alaska Natives had significantly higher HbA1c, but Black/African Americans and Asians had lower HbA1c. However, when adjusted for glucose levels, Black/African Americans had higher HbA1c than Whites. Insulin sensitivity correlated inversely with BMI, waist-to-hip ratio, triglyceride-to-HDL-cholesterol ratio (TG/HDL-C), and the presence of metabolic syndrome, whereas DI was associated directly with age and inversely with BMI, HbA1c, and TG/HDL-C.

CONCLUSIONS

In the GRADE cohort, β-cell function differed by sex and race and was associated with the concurrent level of HbA1c. HbA1c also differed among the races, but not by sex. Age, BMI, and TG/HDL-C were associated with multiple measures of β-cell function and insulin sensitivity.

Copyright © 2021 by the American Diabetes Association, Inc.
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