Patient stratification for determining optimal second-line and third-line therapy for type 2 diabetes: the TriMaster study
Precision medicine aims to treat an individual based on their clinical characteristics. A differential drug response, critical to using these features for therapy selection, has never been examined directly in type 2 diabetes. In this study, we tested two hypotheses: (1) individuals with body mass i...
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creator | Shields, Beverley M. Dennis, John M. Angwin, Catherine D. Warren, Fiona Henley, William E. Farmer, Andrew J. Sattar, Naveed Holman, Rury R. Jones, Angus G. Pearson, Ewan R. Hattersley, Andrew T. |
description | Precision medicine aims to treat an individual based on their clinical characteristics. A differential drug response, critical to using these features for therapy selection, has never been examined directly in type 2 diabetes. In this study, we tested two hypotheses: (1) individuals with body mass index (BMI) > 30 kg/m
2
, compared to BMI ≤ 30 kg/m
2
, have greater glucose lowering with thiazolidinediones than with DPP4 inhibitors, and (2) individuals with estimated glomerular filtration rate (eGFR) 60–90 ml/min/1.73 m
2
, compared to eGFR >90 ml/min/1.73 m
2
, have greater glucose lowering with DPP4 inhibitors than with SGLT2 inhibitors. The primary endpoint for both hypotheses was the achieved HbA1c difference between strata for the two drugs. In total, 525 people with type 2 diabetes participated in this UK-based randomized, double-blind, three-way crossover trial of 16 weeks of treatment with each of sitagliptin 100 mg once daily, canagliflozin 100 mg once daily and pioglitazone 30 mg once daily added to metformin alone or metformin plus sulfonylurea. Overall, the achieved HbA1c was similar for the three drugs: pioglitazone 59.6 mmol/mol, sitagliptin 60.0 mmol/mol and canagliflozin 60.6 mmol/mol (
P
= 0.2). Participants with BMI > 30 kg/m
2
, compared to BMI ≤ 30 kg/m
2
, had a 2.88 mmol/mol (95% confidence interval (CI): 0.98, 4.79) lower HbA1c on pioglitazone than on sitagliptin (
n
= 356,
P
= 0.003). Participants with eGFR 60–90 ml/min/1.73 m
2
, compared to eGFR >90 ml/min/1.73 m
2
, had a 2.90 mmol/mol (95% CI: 1.19, 4.61) lower HbA1c on sitagliptin than on canagliflozin (
n
= 342,
P
= 0.001). There were 2,201 adverse events reported, and 447/525 (85%) randomized participants experienced an adverse event on at least one of the study drugs. In this precision medicine trial in type 2 diabetes, our findings support the use of simple, routinely available clinical measures to identify the drug class most likely to deliver the greatest glycemic reduction for a given patient. (ClinicalTrials.gov registration:
NCT02653209
; ISRCTN registration:
12039221
.)
Using a randomized three-way crossover design and stratification approaches based on obesity and renal function in people with type 2 diabetes, the TriMaster study demonstrated that patients with obesity were more likely to have greater glycemic control with pioglitazone (a thiazolidinedione) than with sitagliptin (a DPP4 inhibitor) and that patients with eGFR 60–90 ml/min/1.73 m
2
were more likely |
doi_str_mv | 10.1038/s41591-022-02120-7 |
format | Article |
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2
, compared to BMI ≤ 30 kg/m
2
, have greater glucose lowering with thiazolidinediones than with DPP4 inhibitors, and (2) individuals with estimated glomerular filtration rate (eGFR) 60–90 ml/min/1.73 m
2
, compared to eGFR >90 ml/min/1.73 m
2
, have greater glucose lowering with DPP4 inhibitors than with SGLT2 inhibitors. The primary endpoint for both hypotheses was the achieved HbA1c difference between strata for the two drugs. In total, 525 people with type 2 diabetes participated in this UK-based randomized, double-blind, three-way crossover trial of 16 weeks of treatment with each of sitagliptin 100 mg once daily, canagliflozin 100 mg once daily and pioglitazone 30 mg once daily added to metformin alone or metformin plus sulfonylurea. Overall, the achieved HbA1c was similar for the three drugs: pioglitazone 59.6 mmol/mol, sitagliptin 60.0 mmol/mol and canagliflozin 60.6 mmol/mol (
P
= 0.2). Participants with BMI > 30 kg/m
2
, compared to BMI ≤ 30 kg/m
2
, had a 2.88 mmol/mol (95% confidence interval (CI): 0.98, 4.79) lower HbA1c on pioglitazone than on sitagliptin (
n
= 356,
P
= 0.003). Participants with eGFR 60–90 ml/min/1.73 m
2
, compared to eGFR >90 ml/min/1.73 m
2
, had a 2.90 mmol/mol (95% CI: 1.19, 4.61) lower HbA1c on sitagliptin than on canagliflozin (
n
= 342,
P
= 0.001). There were 2,201 adverse events reported, and 447/525 (85%) randomized participants experienced an adverse event on at least one of the study drugs. In this precision medicine trial in type 2 diabetes, our findings support the use of simple, routinely available clinical measures to identify the drug class most likely to deliver the greatest glycemic reduction for a given patient. (ClinicalTrials.gov registration:
NCT02653209
; ISRCTN registration:
12039221
.)
Using a randomized three-way crossover design and stratification approaches based on obesity and renal function in people with type 2 diabetes, the TriMaster study demonstrated that patients with obesity were more likely to have greater glycemic control with pioglitazone (a thiazolidinedione) than with sitagliptin (a DPP4 inhibitor) and that patients with eGFR 60–90 ml/min/1.73 m
2
were more likely to achieve lower HbA1c levels on sitagliptin than on canagliflozin (an SGLT2 inhibitor).</description><identifier>ISSN: 1078-8956</identifier><identifier>EISSN: 1546-170X</identifier><identifier>DOI: 10.1038/s41591-022-02120-7</identifier><identifier>PMID: 36477733</identifier><language>eng</language><publisher>New York: Nature Publishing Group US</publisher><subject>692/163/2743/137/773 ; 692/308/2779/777 ; Adverse events ; Biomedical and Life Sciences ; Biomedicine ; Body mass index ; Body size ; Canagliflozin - therapeutic use ; Cancer Research ; Clinical trials ; Diabetes ; Diabetes mellitus (non-insulin dependent) ; Diabetes Mellitus, Type 2 - drug therapy ; Dipeptidyl-Peptidase IV Inhibitors - therapeutic use ; Double-Blind Method ; Drug Therapy, Combination ; Drugs ; Epidermal growth factor receptors ; Glomerular filtration rate ; Glucose ; Glycated Hemoglobin ; Humans ; Hypoglycemic Agents ; Hypotheses ; Infectious Diseases ; Inhibitors ; Metabolic Diseases ; Metformin ; Molecular Medicine ; Neurosciences ; Obesity ; Patients ; Pioglitazone ; Pioglitazone - therapeutic use ; Precision medicine ; Renal function ; Sitagliptin Phosphate - adverse effects ; Sulfonylurea ; Thiazolidinediones ; Treatment Outcome</subject><ispartof>Nature medicine, 2023-02, Vol.29 (2), p.376-383</ispartof><rights>The Author(s) under exclusive license to Springer Nature America, Inc. 2022 Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.</rights><rights>2022. The Author(s) under exclusive license to Springer Nature America, Inc.</rights><rights>Copyright Nature Publishing Group Feb 2023</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c419t-87077fde311397394099f61bbe7112389778352538c9b7753347ca4a3d1adaa43</citedby><cites>FETCH-LOGICAL-c419t-87077fde311397394099f61bbe7112389778352538c9b7753347ca4a3d1adaa43</cites><orcidid>0000-0002-6170-4402 ; 0000-0002-1256-874X ; 0000-0001-5620-473X ; 0000-0002-0883-7599 ; 0000-0001-9237-8585 ; 0000-0002-1604-2593 ; 0000-0002-7171-732X</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1038/s41591-022-02120-7$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1038/s41591-022-02120-7$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,776,780,27901,27902,41464,42533,51294</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36477733$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Shields, Beverley M.</creatorcontrib><creatorcontrib>Dennis, John M.</creatorcontrib><creatorcontrib>Angwin, Catherine D.</creatorcontrib><creatorcontrib>Warren, Fiona</creatorcontrib><creatorcontrib>Henley, William E.</creatorcontrib><creatorcontrib>Farmer, Andrew J.</creatorcontrib><creatorcontrib>Sattar, Naveed</creatorcontrib><creatorcontrib>Holman, Rury R.</creatorcontrib><creatorcontrib>Jones, Angus G.</creatorcontrib><creatorcontrib>Pearson, Ewan R.</creatorcontrib><creatorcontrib>Hattersley, Andrew T.</creatorcontrib><creatorcontrib>TriMaster Study group</creatorcontrib><title>Patient stratification for determining optimal second-line and third-line therapy for type 2 diabetes: the TriMaster study</title><title>Nature medicine</title><addtitle>Nat Med</addtitle><addtitle>Nat Med</addtitle><description>Precision medicine aims to treat an individual based on their clinical characteristics. A differential drug response, critical to using these features for therapy selection, has never been examined directly in type 2 diabetes. In this study, we tested two hypotheses: (1) individuals with body mass index (BMI) > 30 kg/m
2
, compared to BMI ≤ 30 kg/m
2
, have greater glucose lowering with thiazolidinediones than with DPP4 inhibitors, and (2) individuals with estimated glomerular filtration rate (eGFR) 60–90 ml/min/1.73 m
2
, compared to eGFR >90 ml/min/1.73 m
2
, have greater glucose lowering with DPP4 inhibitors than with SGLT2 inhibitors. The primary endpoint for both hypotheses was the achieved HbA1c difference between strata for the two drugs. In total, 525 people with type 2 diabetes participated in this UK-based randomized, double-blind, three-way crossover trial of 16 weeks of treatment with each of sitagliptin 100 mg once daily, canagliflozin 100 mg once daily and pioglitazone 30 mg once daily added to metformin alone or metformin plus sulfonylurea. Overall, the achieved HbA1c was similar for the three drugs: pioglitazone 59.6 mmol/mol, sitagliptin 60.0 mmol/mol and canagliflozin 60.6 mmol/mol (
P
= 0.2). Participants with BMI > 30 kg/m
2
, compared to BMI ≤ 30 kg/m
2
, had a 2.88 mmol/mol (95% confidence interval (CI): 0.98, 4.79) lower HbA1c on pioglitazone than on sitagliptin (
n
= 356,
P
= 0.003). Participants with eGFR 60–90 ml/min/1.73 m
2
, compared to eGFR >90 ml/min/1.73 m
2
, had a 2.90 mmol/mol (95% CI: 1.19, 4.61) lower HbA1c on sitagliptin than on canagliflozin (
n
= 342,
P
= 0.001). There were 2,201 adverse events reported, and 447/525 (85%) randomized participants experienced an adverse event on at least one of the study drugs. In this precision medicine trial in type 2 diabetes, our findings support the use of simple, routinely available clinical measures to identify the drug class most likely to deliver the greatest glycemic reduction for a given patient. (ClinicalTrials.gov registration:
NCT02653209
; ISRCTN registration:
12039221
.)
Using a randomized three-way crossover design and stratification approaches based on obesity and renal function in people with type 2 diabetes, the TriMaster study demonstrated that patients with obesity were more likely to have greater glycemic control with pioglitazone (a thiazolidinedione) than with sitagliptin (a DPP4 inhibitor) and that patients with eGFR 60–90 ml/min/1.73 m
2
were more likely to achieve lower HbA1c levels on sitagliptin than on canagliflozin (an SGLT2 inhibitor).</description><subject>692/163/2743/137/773</subject><subject>692/308/2779/777</subject><subject>Adverse events</subject><subject>Biomedical and Life Sciences</subject><subject>Biomedicine</subject><subject>Body mass index</subject><subject>Body size</subject><subject>Canagliflozin - therapeutic use</subject><subject>Cancer Research</subject><subject>Clinical trials</subject><subject>Diabetes</subject><subject>Diabetes mellitus (non-insulin dependent)</subject><subject>Diabetes Mellitus, Type 2 - drug therapy</subject><subject>Dipeptidyl-Peptidase IV Inhibitors - therapeutic use</subject><subject>Double-Blind Method</subject><subject>Drug Therapy, Combination</subject><subject>Drugs</subject><subject>Epidermal growth factor receptors</subject><subject>Glomerular filtration rate</subject><subject>Glucose</subject><subject>Glycated Hemoglobin</subject><subject>Humans</subject><subject>Hypoglycemic Agents</subject><subject>Hypotheses</subject><subject>Infectious Diseases</subject><subject>Inhibitors</subject><subject>Metabolic Diseases</subject><subject>Metformin</subject><subject>Molecular Medicine</subject><subject>Neurosciences</subject><subject>Obesity</subject><subject>Patients</subject><subject>Pioglitazone</subject><subject>Pioglitazone - therapeutic use</subject><subject>Precision medicine</subject><subject>Renal function</subject><subject>Sitagliptin Phosphate - adverse effects</subject><subject>Sulfonylurea</subject><subject>Thiazolidinediones</subject><subject>Treatment 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stratification for determining optimal second-line and third-line therapy for type 2 diabetes: the TriMaster study</title><author>Shields, Beverley M. ; Dennis, John M. ; Angwin, Catherine D. ; Warren, Fiona ; Henley, William E. ; Farmer, Andrew J. ; Sattar, Naveed ; Holman, Rury R. ; Jones, Angus G. ; Pearson, Ewan R. ; Hattersley, Andrew T.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c419t-87077fde311397394099f61bbe7112389778352538c9b7753347ca4a3d1adaa43</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>692/163/2743/137/773</topic><topic>692/308/2779/777</topic><topic>Adverse events</topic><topic>Biomedical and Life Sciences</topic><topic>Biomedicine</topic><topic>Body mass index</topic><topic>Body size</topic><topic>Canagliflozin - therapeutic use</topic><topic>Cancer Research</topic><topic>Clinical trials</topic><topic>Diabetes</topic><topic>Diabetes mellitus (non-insulin dependent)</topic><topic>Diabetes Mellitus, Type 2 - drug therapy</topic><topic>Dipeptidyl-Peptidase IV Inhibitors - therapeutic use</topic><topic>Double-Blind Method</topic><topic>Drug Therapy, Combination</topic><topic>Drugs</topic><topic>Epidermal growth factor receptors</topic><topic>Glomerular filtration rate</topic><topic>Glucose</topic><topic>Glycated Hemoglobin</topic><topic>Humans</topic><topic>Hypoglycemic Agents</topic><topic>Hypotheses</topic><topic>Infectious Diseases</topic><topic>Inhibitors</topic><topic>Metabolic Diseases</topic><topic>Metformin</topic><topic>Molecular Medicine</topic><topic>Neurosciences</topic><topic>Obesity</topic><topic>Patients</topic><topic>Pioglitazone</topic><topic>Pioglitazone - therapeutic use</topic><topic>Precision medicine</topic><topic>Renal function</topic><topic>Sitagliptin Phosphate - adverse effects</topic><topic>Sulfonylurea</topic><topic>Thiazolidinediones</topic><topic>Treatment 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Med</addtitle><date>2023-02-01</date><risdate>2023</risdate><volume>29</volume><issue>2</issue><spage>376</spage><epage>383</epage><pages>376-383</pages><issn>1078-8956</issn><eissn>1546-170X</eissn><abstract>Precision medicine aims to treat an individual based on their clinical characteristics. A differential drug response, critical to using these features for therapy selection, has never been examined directly in type 2 diabetes. In this study, we tested two hypotheses: (1) individuals with body mass index (BMI) > 30 kg/m
2
, compared to BMI ≤ 30 kg/m
2
, have greater glucose lowering with thiazolidinediones than with DPP4 inhibitors, and (2) individuals with estimated glomerular filtration rate (eGFR) 60–90 ml/min/1.73 m
2
, compared to eGFR >90 ml/min/1.73 m
2
, have greater glucose lowering with DPP4 inhibitors than with SGLT2 inhibitors. The primary endpoint for both hypotheses was the achieved HbA1c difference between strata for the two drugs. In total, 525 people with type 2 diabetes participated in this UK-based randomized, double-blind, three-way crossover trial of 16 weeks of treatment with each of sitagliptin 100 mg once daily, canagliflozin 100 mg once daily and pioglitazone 30 mg once daily added to metformin alone or metformin plus sulfonylurea. Overall, the achieved HbA1c was similar for the three drugs: pioglitazone 59.6 mmol/mol, sitagliptin 60.0 mmol/mol and canagliflozin 60.6 mmol/mol (
P
= 0.2). Participants with BMI > 30 kg/m
2
, compared to BMI ≤ 30 kg/m
2
, had a 2.88 mmol/mol (95% confidence interval (CI): 0.98, 4.79) lower HbA1c on pioglitazone than on sitagliptin (
n
= 356,
P
= 0.003). Participants with eGFR 60–90 ml/min/1.73 m
2
, compared to eGFR >90 ml/min/1.73 m
2
, had a 2.90 mmol/mol (95% CI: 1.19, 4.61) lower HbA1c on sitagliptin than on canagliflozin (
n
= 342,
P
= 0.001). There were 2,201 adverse events reported, and 447/525 (85%) randomized participants experienced an adverse event on at least one of the study drugs. In this precision medicine trial in type 2 diabetes, our findings support the use of simple, routinely available clinical measures to identify the drug class most likely to deliver the greatest glycemic reduction for a given patient. (ClinicalTrials.gov registration:
NCT02653209
; ISRCTN registration:
12039221
.)
Using a randomized three-way crossover design and stratification approaches based on obesity and renal function in people with type 2 diabetes, the TriMaster study demonstrated that patients with obesity were more likely to have greater glycemic control with pioglitazone (a thiazolidinedione) than with sitagliptin (a DPP4 inhibitor) and that patients with eGFR 60–90 ml/min/1.73 m
2
were more likely to achieve lower HbA1c levels on sitagliptin than on canagliflozin (an SGLT2 inhibitor).</abstract><cop>New York</cop><pub>Nature Publishing Group US</pub><pmid>36477733</pmid><doi>10.1038/s41591-022-02120-7</doi><tpages>8</tpages><orcidid>https://orcid.org/0000-0002-6170-4402</orcidid><orcidid>https://orcid.org/0000-0002-1256-874X</orcidid><orcidid>https://orcid.org/0000-0001-5620-473X</orcidid><orcidid>https://orcid.org/0000-0002-0883-7599</orcidid><orcidid>https://orcid.org/0000-0001-9237-8585</orcidid><orcidid>https://orcid.org/0000-0002-1604-2593</orcidid><orcidid>https://orcid.org/0000-0002-7171-732X</orcidid><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 1078-8956 |
ispartof | Nature medicine, 2023-02, Vol.29 (2), p.376-383 |
issn | 1078-8956 1546-170X |
language | eng |
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source | MEDLINE; SpringerLink Journals; Nature Journals Online |
subjects | 692/163/2743/137/773 692/308/2779/777 Adverse events Biomedical and Life Sciences Biomedicine Body mass index Body size Canagliflozin - therapeutic use Cancer Research Clinical trials Diabetes Diabetes mellitus (non-insulin dependent) Diabetes Mellitus, Type 2 - drug therapy Dipeptidyl-Peptidase IV Inhibitors - therapeutic use Double-Blind Method Drug Therapy, Combination Drugs Epidermal growth factor receptors Glomerular filtration rate Glucose Glycated Hemoglobin Humans Hypoglycemic Agents Hypotheses Infectious Diseases Inhibitors Metabolic Diseases Metformin Molecular Medicine Neurosciences Obesity Patients Pioglitazone Pioglitazone - therapeutic use Precision medicine Renal function Sitagliptin Phosphate - adverse effects Sulfonylurea Thiazolidinediones Treatment Outcome |
title | Patient stratification for determining optimal second-line and third-line therapy for type 2 diabetes: the TriMaster study |
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