BMJ Open Diabetes Research & Care (Mar 2021)
Shape of the OGTT glucose response curve: relationship with β-cell function and differences by sex, race, and BMI in adults with early type 2 diabetes treated with metformin
- C Wright,
- C Wilson,
- L Tucker,
- S Jones,
- S Douglass,
- C Patel,
- A Kumar,
- S Smith,
- C Adams,
- R Hill,
- D Martin,
- M Lee,
- N Patel,
- J Cook,
- M Jackson,
- G Riera,
- E González,
- J Park,
- S Yang,
- A Carlson,
- C Martin,
- A Krol,
- A Sood,
- J Martinez,
- C DeSouza,
- M Johnson,
- L Estrada,
- A Jackson,
- K Martin,
- SA Khan,
- J Craig,
- A Kuhn,
- Deborah J Wexler,
- R Chatterjee,
- J Kerr,
- W Taylor,
- R Henry,
- R Fraser,
- Kieren J Mather,
- M Larkin,
- E King,
- E Diaz,
- J Marks,
- A Ross,
- M Khalid,
- J Barzilay,
- B Chambers,
- G Montes,
- C Jensen,
- J McConnell,
- R Nelson,
- S Morton,
- M Curtis,
- P Wilson,
- L Young,
- M Fürst,
- C Newman,
- S Kuo,
- N Rasouli,
- A Werner,
- A Ghazi,
- F Ismail-Beigi,
- P Kringas,
- C Baker,
- E Ellis,
- Philip Raskin,
- A Cherian,
- L Holloway,
- M Madden,
- B Hollis,
- G Fuller,
- B Steiner,
- K Stokes,
- T Lowe,
- K Chu,
- S Durán,
- A Alfred,
- John M Lachin,
- T Hamilton,
- J Costello,
- E Burgess,
- R Garg,
- C Stevens,
- T Tran,
- M Hurtado,
- H Schneier,
- R Lorch,
- M Mullen,
- J Bantle,
- K Arnold,
- D Wexler,
- Neda Rasouli,
- D Howard,
- J Tejada,
- S Hernandez,
- E Schroeder,
- S Kunkel,
- G Lord,
- A Smiley,
- E Debnam,
- H Petrovitch,
- B Kauffman,
- V Jenkins,
- B Cramer,
- Kristina M Utzschneider,
- Naji Younes,
- Joshua I Barzilay,
- Mary Ann Banerji,
- Robert M Cohen,
- Erica V Gonzalez,
- Faramarz Ismail-Beigi,
- Steven E Kahn,
- JP Crandall,
- MD McKee,
- S Behringer-Massera,
- J Brown-Friday,
- E Xhori,
- K Ballentine-Cargill,
- H Estrella,
- S Gonzalez de la torre,
- J Lukin,
- LS Phillips,
- D Olson,
- M Rhee,
- TS Raines,
- J Boers,
- C Gullett,
- M Maher-Albertelli,
- R Mungara,
- L Savoye,
- CA White,
- F Morehead,
- S Person,
- M Sibymon,
- S Tanukonda,
- A Balasubramanyam,
- R Gaba,
- P Hollander,
- E Roe,
- P Burt,
- K Chionh,
- C Falck-Ytter,
- L Sayyed Kassem,
- M Tiktin,
- T Kulow,
- KA Stancil,
- J Iacoboni,
- MV Kononets,
- G McPhee AMaxwell,
- L Colosimo,
- R Goland,
- J Pring,
- L Alfano,
- C Hausheer,
- K Gumpel,
- A Kirpitch,
- JB Green,
- H AbouAssi,
- MN Feinglos,
- J English Jones,
- RP Zimmer,
- BM Satterwhite,
- K Evans Kreider,
- CR Thacker,
- CN Mariash,
- KJ Mather,
- A Lteif,
- V Pirics,
- D Aguillar,
- S Hurt,
- R Bergenstal,
- T Martens,
- J Hyatt,
- H Willis,
- W Konerza,
- K Kleeberger,
- R Passi,
- S Fortmann,
- M Herson,
- K Mularski,
- H Glauber,
- J Prihoda,
- B Ash,
- C Carlson,
- PA Ramey,
- E Schield,
- B Torgrimson-Ojerio,
- E Panos,
- S Sahnow,
- K Bays,
- K Berame,
- D Ghioni,
- J Gluth,
- K Schell,
- J Criscola,
- C Friason,
- S Nazarov,
- N Rassouli,
- R Puttnam,
- B Ojoawo,
- C Sanders-Jones,
- Z El-Haqq,
- A Kolli,
- J Meigs,
- A Dushkin,
- G Rocchio,
- M Yepes,
- H Dulin,
- M Cayford,
- A DeManbey,
- M Hillard,
- N Thangthaeng,
- L Gurry,
- R Kochis,
- E Raymond,
- V Ripley,
- V Aroda,
- Ann Ressing,
- A Loveland,
- M Hamm,
- F Mofor,
- HJ Florez,
- WM Valencia,
- S Casula,
- L Oropesa-Gonzalez,
- L Hue,
- AK Riccio Veliz,
- R Nieto-Martinez,
- M Gutt,
- A Ahmann,
- D Aby-Daniel,
- F Joarder,
- V Morimoto,
- C Sprague,
- D Yamashita,
- N Cady,
- N Rivera-Eschright,
- P Kirchhoff,
- B Morales Gomez,
- J Adducci,
- A Goncharova,
- SH Hox,
- M Matwichyna,
- NO Bermudez,
- L Broadwater,
- RR Ishii,
- DS Hsia,
- WT Cefalu,
- FL Greenway,
- C Waguespack,
- N Haynes,
- A Thomassie,
- B Bourgeois,
- C Hazlett,
- S Mudaliar,
- S Boeder,
- J Pettus,
- D Garcia-Acosta,
- S Maggs,
- C DeLue,
- E Castro,
- J Krakoff,
- JM Curtis,
- T Killean,
- E Joshevama,
- K Tsingine,
- T Karshner,
- J Albu,
- FX Pi-Sunyer,
- S Frances,
- C Maggio,
- J Bastawrose,
- X Gong,
- MA Banerji,
- D Lorber,
- NM Brown,
- DH Josephson,
- LL Thomas,
- M Tsovian,
- MH Jacobson,
- MM Mishko,
- MS Kirkman,
- JB Buse,
- J Dostou,
- K Bergamo,
- A Goley,
- JF Largay,
- S Guarda,
- J Cuffee,
- D Culmer,
- H Almeida,
- S Coffer,
- L Kiker,
- K Josey,
- WT Garvey,
- A Cherrington,
- D Golson,
- MC Robertson,
- A Agne,
- S McCullars,
- RM Cohen,
- MC Rogge,
- K Kersey,
- S Lipp,
- MB Vonder Meulen,
- C Underkofler,
- S Steiner,
- W Sivitz,
- E Cline,
- L Knosp,
- WH Herman,
- R Pop-Busui,
- MH Tan,
- A Waltje,
- A Katona,
- L Goodhall,
- R Eggleston,
- K Whitley,
- S Bule,
- N Kessler,
- E LaSalle,
- ER Seaquist,
- A Bantle,
- T Harindhanavudhi,
- B Redmon,
- M Coe,
- M Mech,
- A Taddese,
- L Lesne,
- L Kuechenmeister,
- V Shivaswamy,
- AL Morales,
- K Seipel,
- J Eggert,
- R Tillson,
- DS Schade,
- A Adolphe,
- M Burge,
- E Duran-Valdez,
- P August,
- MG Rodriguez,
- JB Kimpel,
- O Griffith
Affiliations
- C Wright
- 2Department of Human Nutrition, University of Glasgow, Glasgow, UK
- C Wilson
- CBR Division, Defence Science and Technology Laboratory Porton Down, Salisbury, UK
- L Tucker
- Rheumatology, Oxford University Hospitals NHS Foundation Trust, OXFORD, United Kingdom
- S Jones
- 5Cardiff and Vale University Health Board, Cardiff, UK
- S Douglass
- C Patel
- A Kumar
- S Smith
- 1 Human and Social Sciences Group, Defence Scientific and Technology Laboratory, Fareham, UK
- C Adams
- R Hill
- D Martin
- Department of Cardiovascular Medicine, The Cleveland Clinic Foundation, 9500 Euclid Avenue, Cleveland, OH 44195, USA
- M Lee
- 2Karyopharm Therapeutics, Newton, United States
- N Patel
- J Cook
- M Jackson
- G Riera
- E González
- 3Complejo Hospitalario de Ourense, Ourense
- J Park
- Nhis Ilsan Hospital, Goyang, Korea, Republic Of
- S Yang
- 3University of Alabama at Birmingham, Birmingham
- A Carlson
- C Martin
- A Krol
- A Sood
- J Martinez
- 1H. Gregorio Maranon
- C DeSouza
- M Johnson
- 1University of Cincinnati College of Medicine, Cincinnati, OH, USA
- L Estrada
- A Jackson
- 3English Institute of Sport, Manchester, UK
- K Martin
- SA Khan
- J Craig
- A Kuhn
- Division of Neurointerventional Radiology, Department of Radiology, University of Massachusetts, Worcester, MA, USA
- Deborah J Wexler
- associate professor
- R Chatterjee
- J Kerr
- W Taylor
- 4University of Otago, Otago, New Zealand
- R Henry
- R Fraser
- Kieren J Mather
- Indiana University School of Medicine, Indianapolis, Indiana, USA
- M Larkin
- E King
- Nursing, Midwifery and Allied Health Professions Research Unit, University of Stirling, Stirling, UK
- E Diaz
- J Marks
- A Ross
- M Khalid
- J Barzilay
- B Chambers
- G Montes
- C Jensen
- J McConnell
- R Nelson
- S Morton
- M Curtis
- P Wilson
- Internal Medicine, Infection Control and Radiology, University of South Alabama, Mobile, AL
- L Young
- Guy’s and St Thomas’ Hospital, London, UK
- M Fürst
- C Newman
- S Kuo
- N Rasouli
- A Werner
- A Ghazi
- F Ismail-Beigi
- P Kringas
- C Baker
- 1Neurosurgery, University of Utah School of Medicine, Salt Lake City, UT, USA
- E Ellis
- Philip Raskin
- Internal Medicine Department, The University of Texas Southwestern Medical Center, Dallas, Texas, USA
- A Cherian
- L Holloway
- M Madden
- B Hollis
- G Fuller
- B Steiner
- K Stokes
- T Lowe
- K Chu
- S Durán
- A Alfred
- John M Lachin
- research professor of biostatistics and of epidemiology, and of statistics
- T Hamilton
- J Costello
- E Burgess
- R Garg
- C Stevens
- T Tran
- M Hurtado
- H Schneier
- R Lorch
- M Mullen
- J Bantle
- K Arnold
- D Wexler
- Neda Rasouli
- Endocrinology, Metabolism and Diabetes, University of Colorado Denver School of Medicine, Aurora, Colorado, USA
- D Howard
- J Tejada
- S Hernandez
- E Schroeder
- S Kunkel
- G Lord
- A Smiley
- E Debnam
- H Petrovitch
- B Kauffman
- V Jenkins
- B Cramer
- Kristina M Utzschneider
- Research and Development, VA Puget Sound Health Care System Seattle Division, Seattle, Washington, USA
- Naji Younes
- The Biostatistics Center, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Rockville, Maryland, USA
- Joshua I Barzilay
- Endocrinology, Kaiser Permanente of Georgia, Duluth, Georgia, USA
- Mary Ann Banerji
- Diabetes Treatment Center, SUNY Downstate Medical Center, New York City, New York, USA
- Robert M Cohen
- Division of Endocrinology, Metabolism, University of Cincinnati, Cincinnati, Ohio, USA
- Erica V Gonzalez
- Baylor College of Medicine, Houston, Texas, USA
- Faramarz Ismail-Beigi
- professor of medicine
- Steven E Kahn
- Research and Development, VA Puget Sound Health Care System Seattle Division, Seattle, Washington, USA
- JP Crandall
- MD McKee
- S Behringer-Massera
- J Brown-Friday
- E Xhori
- K Ballentine-Cargill
- H Estrella
- S Gonzalez de la torre
- J Lukin
- LS Phillips
- D Olson
- M Rhee
- 1University of Michigan Medical School, Ann Arbor, MI, USA
- TS Raines
- J Boers
- C Gullett
- M Maher-Albertelli
- R Mungara
- L Savoye
- CA White
- F Morehead
- S Person
- M Sibymon
- S Tanukonda
- A Balasubramanyam
- R Gaba
- P Hollander
- E Roe
- P Burt
- K Chionh
- C Falck-Ytter
- L Sayyed Kassem
- M Tiktin
- T Kulow
- KA Stancil
- J Iacoboni
- MV Kononets
- G McPhee AMaxwell
- L Colosimo
- R Goland
- J Pring
- L Alfano
- C Hausheer
- K Gumpel
- A Kirpitch
- JB Green
- H AbouAssi
- MN Feinglos
- J English Jones
- RP Zimmer
- BM Satterwhite
- K Evans Kreider
- CR Thacker
- CN Mariash
- KJ Mather
- A Lteif
- V Pirics
- D Aguillar
- S Hurt
- R Bergenstal
- T Martens
- J Hyatt
- H Willis
- W Konerza
- K Kleeberger
- R Passi
- S Fortmann
- M Herson
- K Mularski
- H Glauber
- J Prihoda
- B Ash
- C Carlson
- PA Ramey
- E Schield
- B Torgrimson-Ojerio
- E Panos
- S Sahnow
- K Bays
- K Berame
- D Ghioni
- J Gluth
- K Schell
- J Criscola
- C Friason
- S Nazarov
- N Rassouli
- R Puttnam
- B Ojoawo
- C Sanders-Jones
- Z El-Haqq
- A Kolli
- J Meigs
- A Dushkin
- G Rocchio
- M Yepes
- H Dulin
- M Cayford
- A DeManbey
- M Hillard
- N Thangthaeng
- L Gurry
- R Kochis
- E Raymond
- V Ripley
- V Aroda
- Ann Ressing
- A Loveland
- M Hamm
- F Mofor
- HJ Florez
- WM Valencia
- S Casula
- L Oropesa-Gonzalez
- L Hue
- AK Riccio Veliz
- R Nieto-Martinez
- M Gutt
- A Ahmann
- D Aby-Daniel
- F Joarder
- V Morimoto
- C Sprague
- D Yamashita
- N Cady
- N Rivera-Eschright
- P Kirchhoff
- B Morales Gomez
- J Adducci
- A Goncharova
- SH Hox
- M Matwichyna
- NO Bermudez
- L Broadwater
- RR Ishii
- DS Hsia
- WT Cefalu
- FL Greenway
- C Waguespack
- N Haynes
- A Thomassie
- B Bourgeois
- C Hazlett
- S Mudaliar
- §Veterans Affairs Medical Center, San Diego, CA
- S Boeder
- J Pettus
- D Garcia-Acosta
- S Maggs
- C DeLue
- E Castro
- J Krakoff
- JM Curtis
- T Killean
- E Joshevama
- K Tsingine
- T Karshner
- J Albu
- FX Pi-Sunyer
- S Frances
- C Maggio
- J Bastawrose
- X Gong
- MA Banerji
- D Lorber
- NM Brown
- DH Josephson
- LL Thomas
- M Tsovian
- MH Jacobson
- MM Mishko
- MS Kirkman
- JB Buse
- J Dostou
- K Bergamo
- A Goley
- JF Largay
- S Guarda
- J Cuffee
- D Culmer
- H Almeida
- S Coffer
- L Kiker
- K Josey
- WT Garvey
- A Cherrington
- D Golson
- MC Robertson
- A Agne
- S McCullars
- RM Cohen
- MC Rogge
- K Kersey
- S Lipp
- MB Vonder Meulen
- C Underkofler
- S Steiner
- W Sivitz
- E Cline
- L Knosp
- WH Herman
- R Pop-Busui
- MH Tan
- A Waltje
- A Katona
- L Goodhall
- R Eggleston
- K Whitley
- S Bule
- N Kessler
- E LaSalle
- ER Seaquist
- A Bantle
- T Harindhanavudhi
- B Redmon
- M Coe
- M Mech
- A Taddese
- L Lesne
- L Kuechenmeister
- V Shivaswamy
- AL Morales
- K Seipel
- J Eggert
- R Tillson
- DS Schade
- A Adolphe
- M Burge
- E Duran-Valdez
- P August
- MG Rodriguez
- JB Kimpel
- O Griffith
- DOI
- https://doi.org/10.1136/bmjdrc-2021-002264
- Journal volume & issue
-
Vol. 9,
no. 1
Abstract
Introduction The shape of the glucose curve during an oral glucose tolerance test (OGTT) reflects β-cell function in populations without diabetes but has not been as well studied in those with diabetes. A monophasic shape has been associated with higher risk of diabetes, while a biphasic pattern has been associated with lower risk. We sought to determine if phenotypic or metabolic characteristics were associated with glucose response curve shape in adults with type 2 diabetes treated with metformin alone.Research design and methods This is a cross-sectional analysis of 3108 metformin-treated adults with type 2 diabetes diagnosed <10 years who underwent 2-hour 75 g OGTT at baseline as part of the Glycemia Reduction Approaches in Diabetes: A Comparative Effectiveness Study (GRADE). Insulin sensitivity (homeostasis model of insulin sensitivity, HOMA2-S) and β-cell function (early, late, and total incremental insulin and C peptide responses adjusted for HOMA2-S) were calculated. Glucose curve shape was classified as monophasic, biphasic, or continuous rise.Results The monophasic profile was the most common (67.8% monophasic, 5.5% biphasic, 26.7% continuous rise). The monophasic subgroup was younger, more likely male and white, and had higher body mass index (BMI), while the continuous rise subgroup was more likely female and African American/black. HOMA2-S and fasting glucose did not differ among the subgroups. The biphasic subgroup had the highest early, late, and total insulin and C peptide responses (all p<0.05 vs monophasic and continuous rise). Compared with the monophasic subgroup, the continuous rise subgroup had similar early insulin (p=0.3) and C peptide (p=0.6) responses but lower late insulin (p<0.001) and total insulin (p=0.008) and C peptide (p<0.001) responses.Conclusions Based on the large multiethnic GRADE cohort, sex, race, age, and BMI were found to be important determinants of the shape of the glucose response curve. A pattern of a continuously rising glucose at 2 hours reflected reduced β-cell function and may portend increased glycemic failure rates.Trial registration number NCT01794143.