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
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.