Baseline factors associated with glycaemic response to treatment with once-weekly dulaglutide in patients with type 2 diabetes
Dulaglutide glycaemic efficacy has been demonstrated in the AWARD clinical trial programme. The objective of the present analysis was to determine the major baseline factors associated with the reduction in glycated haemoglobin (HbA1c) in response to dulaglutide. Baseline covariates from patients re...
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Veröffentlicht in: | Diabetes, obesity & metabolism obesity & metabolism, 2016-11, Vol.18 (11), p.1138-1142 |
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description | Dulaglutide glycaemic efficacy has been demonstrated in the AWARD clinical trial programme. The objective of the present analysis was to determine the major baseline factors associated with the reduction in glycated haemoglobin (HbA1c) in response to dulaglutide. Baseline covariates from patients receiving dulaglutide in six phase III studies (n = 2806) were analysed using a gradient‐boosting method to assess their relative influence on the change in HbA1c after 26 weeks of treatment. Influential variables (relative influence >5%) were further evaluated in univariate and multivariable modelling. The gradient‐boosting analysis showed that the top influential baseline factors associated with HbA1c reduction were: HbA1c (48.8%), age (9.1%), fasting serum glucose (FSG; 8.2%), fasting serum insulin (FSI; 6.7%) and estimated glomerular filtration rate (eGFR; 5.4%). Multivariable regression showed that higher baseline HbA1c was the major factor associated with greater HbA1c reduction [coefficient estimates: −0.6% (−6.6 mmol/mol); p < 0.0001]. Age ≤65 years, lower FSG level, FSI level ≤55 pmol/L and eGFR ≤100 mL/min/1.73 m2 were associated with greater decreases in HbA1c, but the effect was very small [coefficient estimates: −0.05% to −0.2% (−0.6 to −2.2 mmol/mol)]. These data indicate that higher baseline HbA1c, reflecting poor glycaemic status, is the major factor associated with greater reduction in HbA1c in response to dulaglutide treatment. |
doi_str_mv | 10.1111/dom.12702 |
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The objective of the present analysis was to determine the major baseline factors associated with the reduction in glycated haemoglobin (HbA1c) in response to dulaglutide. Baseline covariates from patients receiving dulaglutide in six phase III studies (n = 2806) were analysed using a gradient‐boosting method to assess their relative influence on the change in HbA1c after 26 weeks of treatment. Influential variables (relative influence >5%) were further evaluated in univariate and multivariable modelling. The gradient‐boosting analysis showed that the top influential baseline factors associated with HbA1c reduction were: HbA1c (48.8%), age (9.1%), fasting serum glucose (FSG; 8.2%), fasting serum insulin (FSI; 6.7%) and estimated glomerular filtration rate (eGFR; 5.4%). Multivariable regression showed that higher baseline HbA1c was the major factor associated with greater HbA1c reduction [coefficient estimates: −0.6% (−6.6 mmol/mol); p < 0.0001]. Age ≤65 years, lower FSG level, FSI level ≤55 pmol/L and eGFR ≤100 mL/min/1.73 m2 were associated with greater decreases in HbA1c, but the effect was very small [coefficient estimates: −0.05% to −0.2% (−0.6 to −2.2 mmol/mol)]. These data indicate that higher baseline HbA1c, reflecting poor glycaemic status, is the major factor associated with greater reduction in HbA1c in response to dulaglutide treatment.</description><identifier>ISSN: 1462-8902</identifier><identifier>EISSN: 1463-1326</identifier><identifier>DOI: 10.1111/dom.12702</identifier><identifier>PMID: 27265893</identifier><identifier>CODEN: DOMEF6</identifier><language>eng</language><publisher>Oxford, UK: Blackwell Publishing Ltd</publisher><subject>Adolescent ; Adult ; Aged ; Blood Glucose - drug effects ; Blood Glucose - metabolism ; Diabetes ; Diabetes mellitus (non-insulin dependent) ; Diabetes Mellitus, Type 2 - blood ; Diabetes Mellitus, Type 2 - drug therapy ; Drug Administration Schedule ; dulaglutide ; Epidermal growth factor receptors ; Fasting ; Fasting - blood ; Female ; Glomerular filtration rate ; Glucagon-Like Peptides - administration & dosage ; Glucagon-Like Peptides - adverse effects ; Glucagon-Like Peptides - analogs & derivatives ; Glycated Hemoglobin A - drug effects ; Glycated Hemoglobin A - metabolism ; Hemoglobin ; Humans ; Hypoglycemia - blood ; Hypoglycemia - chemically induced ; Immunoglobulin Fc Fragments - administration & dosage ; Immunoglobulin Fc Fragments - adverse effects ; Laboratory testing ; Male ; Metformin - administration & dosage ; Metformin - adverse effects ; Middle Aged ; Patients ; Recombinant Fusion Proteins - administration & dosage ; Recombinant Fusion Proteins - adverse effects ; Treatment Outcome ; type 2 diabetes ; Young Adult</subject><ispartof>Diabetes, obesity & metabolism, 2016-11, Vol.18 (11), p.1138-1142</ispartof><rights>2016 John Wiley & Sons Ltd</rights><rights>2016 John Wiley & Sons Ltd.</rights><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c4522-59ccd516af7945fb1f932e8f15b4d1a73dc3e6920e9382c16f3e2db0a6622a373</citedby><cites>FETCH-LOGICAL-c4522-59ccd516af7945fb1f932e8f15b4d1a73dc3e6920e9382c16f3e2db0a6622a373</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1111%2Fdom.12702$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1111%2Fdom.12702$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>315,781,785,1418,27926,27927,45576,45577</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/27265893$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Wysham, Carol</creatorcontrib><creatorcontrib>Guerci, Bruno</creatorcontrib><creatorcontrib>D'Alessio, David</creatorcontrib><creatorcontrib>Jia, Nan</creatorcontrib><creatorcontrib>Botros, Fady T.</creatorcontrib><title>Baseline factors associated with glycaemic response to treatment with once-weekly dulaglutide in patients with type 2 diabetes</title><title>Diabetes, obesity & metabolism</title><addtitle>Diabetes Obes Metab</addtitle><description>Dulaglutide glycaemic efficacy has been demonstrated in the AWARD clinical trial programme. The objective of the present analysis was to determine the major baseline factors associated with the reduction in glycated haemoglobin (HbA1c) in response to dulaglutide. Baseline covariates from patients receiving dulaglutide in six phase III studies (n = 2806) were analysed using a gradient‐boosting method to assess their relative influence on the change in HbA1c after 26 weeks of treatment. Influential variables (relative influence >5%) were further evaluated in univariate and multivariable modelling. The gradient‐boosting analysis showed that the top influential baseline factors associated with HbA1c reduction were: HbA1c (48.8%), age (9.1%), fasting serum glucose (FSG; 8.2%), fasting serum insulin (FSI; 6.7%) and estimated glomerular filtration rate (eGFR; 5.4%). Multivariable regression showed that higher baseline HbA1c was the major factor associated with greater HbA1c reduction [coefficient estimates: −0.6% (−6.6 mmol/mol); p < 0.0001]. Age ≤65 years, lower FSG level, FSI level ≤55 pmol/L and eGFR ≤100 mL/min/1.73 m2 were associated with greater decreases in HbA1c, but the effect was very small [coefficient estimates: −0.05% to −0.2% (−0.6 to −2.2 mmol/mol)]. These data indicate that higher baseline HbA1c, reflecting poor glycaemic status, is the major factor associated with greater reduction in HbA1c in response to dulaglutide treatment.</description><subject>Adolescent</subject><subject>Adult</subject><subject>Aged</subject><subject>Blood Glucose - drug effects</subject><subject>Blood Glucose - metabolism</subject><subject>Diabetes</subject><subject>Diabetes mellitus (non-insulin dependent)</subject><subject>Diabetes Mellitus, Type 2 - blood</subject><subject>Diabetes Mellitus, Type 2 - drug therapy</subject><subject>Drug Administration Schedule</subject><subject>dulaglutide</subject><subject>Epidermal growth factor receptors</subject><subject>Fasting</subject><subject>Fasting - blood</subject><subject>Female</subject><subject>Glomerular filtration rate</subject><subject>Glucagon-Like Peptides - administration & dosage</subject><subject>Glucagon-Like Peptides - adverse effects</subject><subject>Glucagon-Like Peptides - analogs & derivatives</subject><subject>Glycated Hemoglobin A - drug effects</subject><subject>Glycated Hemoglobin A - metabolism</subject><subject>Hemoglobin</subject><subject>Humans</subject><subject>Hypoglycemia - blood</subject><subject>Hypoglycemia - chemically induced</subject><subject>Immunoglobulin Fc Fragments - administration & dosage</subject><subject>Immunoglobulin Fc Fragments - adverse effects</subject><subject>Laboratory testing</subject><subject>Male</subject><subject>Metformin - administration & dosage</subject><subject>Metformin - adverse effects</subject><subject>Middle Aged</subject><subject>Patients</subject><subject>Recombinant Fusion Proteins - administration & dosage</subject><subject>Recombinant Fusion Proteins - adverse effects</subject><subject>Treatment Outcome</subject><subject>type 2 diabetes</subject><subject>Young Adult</subject><issn>1462-8902</issn><issn>1463-1326</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2016</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqN0Ttv1jAUBuAIgWgpDPwBZIkFhrS-xI4zQqFfi1q6cBktxz4pbpM42I4-svDbcZu2QyUQXo6H57zS0VsULwneJ_kdWD_sE1pj-qjYJZVgJWFUPL7501I2mO4Uz2K8xBhXTNZPix1aU8Flw3aL3-91hN6NgDptkg8R6Ri9cTqBRVuXfqCLfjEaBmdQgDj5MQJKHqUAOg0wphX50UC5BbjqF2TnXl_0c3IWkBvRpJPLLq4wLRMgiqzTLSSIz4snne4jvLide8XXo49fDo_L0_PNyeG709JUnNKSN8ZYToTu6qbiXUu6hlGQHeFtZYmumTUMREMxNExSQ0THgNoWayEo1axme8WbNXcK_ucMManBRQN9r0fwc1REZoSbqqb_QzmThEuW6esH9NLPYcyHKIZ5U1WCs38qInMTjNCKZPV2VSb4GAN0agpu0GFRBKvrllVuWd20nO2r28S5HcDey7taMzhYwdb1sPw9SX04P7uLLNcNFxP8ut_Q4UqJmtVcff-8UXRzfCS-kU9Ksj8JOr-w</recordid><startdate>201611</startdate><enddate>201611</enddate><creator>Wysham, Carol</creator><creator>Guerci, Bruno</creator><creator>D'Alessio, David</creator><creator>Jia, Nan</creator><creator>Botros, Fady T.</creator><general>Blackwell Publishing Ltd</general><general>Wiley Subscription Services, Inc</general><scope>BSCLL</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7T5</scope><scope>7TK</scope><scope>H94</scope><scope>K9.</scope><scope>7X8</scope></search><sort><creationdate>201611</creationdate><title>Baseline factors associated with glycaemic response to treatment with once-weekly dulaglutide in patients with type 2 diabetes</title><author>Wysham, Carol ; Guerci, Bruno ; D'Alessio, David ; Jia, Nan ; Botros, Fady T.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c4522-59ccd516af7945fb1f932e8f15b4d1a73dc3e6920e9382c16f3e2db0a6622a373</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2016</creationdate><topic>Adolescent</topic><topic>Adult</topic><topic>Aged</topic><topic>Blood Glucose - drug effects</topic><topic>Blood Glucose - metabolism</topic><topic>Diabetes</topic><topic>Diabetes mellitus (non-insulin dependent)</topic><topic>Diabetes Mellitus, Type 2 - blood</topic><topic>Diabetes Mellitus, Type 2 - drug therapy</topic><topic>Drug Administration Schedule</topic><topic>dulaglutide</topic><topic>Epidermal growth factor receptors</topic><topic>Fasting</topic><topic>Fasting - blood</topic><topic>Female</topic><topic>Glomerular filtration rate</topic><topic>Glucagon-Like Peptides - administration & dosage</topic><topic>Glucagon-Like Peptides - adverse effects</topic><topic>Glucagon-Like Peptides - analogs & derivatives</topic><topic>Glycated Hemoglobin A - drug effects</topic><topic>Glycated Hemoglobin A - metabolism</topic><topic>Hemoglobin</topic><topic>Humans</topic><topic>Hypoglycemia - blood</topic><topic>Hypoglycemia - chemically induced</topic><topic>Immunoglobulin Fc Fragments - administration & dosage</topic><topic>Immunoglobulin Fc Fragments - adverse effects</topic><topic>Laboratory testing</topic><topic>Male</topic><topic>Metformin - administration & dosage</topic><topic>Metformin - adverse effects</topic><topic>Middle Aged</topic><topic>Patients</topic><topic>Recombinant Fusion Proteins - administration & dosage</topic><topic>Recombinant Fusion Proteins - adverse effects</topic><topic>Treatment Outcome</topic><topic>type 2 diabetes</topic><topic>Young Adult</topic><toplevel>online_resources</toplevel><creatorcontrib>Wysham, Carol</creatorcontrib><creatorcontrib>Guerci, Bruno</creatorcontrib><creatorcontrib>D'Alessio, David</creatorcontrib><creatorcontrib>Jia, Nan</creatorcontrib><creatorcontrib>Botros, Fady T.</creatorcontrib><collection>Istex</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Immunology Abstracts</collection><collection>Neurosciences Abstracts</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>MEDLINE - Academic</collection><jtitle>Diabetes, obesity & metabolism</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Wysham, Carol</au><au>Guerci, Bruno</au><au>D'Alessio, David</au><au>Jia, Nan</au><au>Botros, Fady T.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Baseline factors associated with glycaemic response to treatment with once-weekly dulaglutide in patients with type 2 diabetes</atitle><jtitle>Diabetes, obesity & metabolism</jtitle><addtitle>Diabetes Obes Metab</addtitle><date>2016-11</date><risdate>2016</risdate><volume>18</volume><issue>11</issue><spage>1138</spage><epage>1142</epage><pages>1138-1142</pages><issn>1462-8902</issn><eissn>1463-1326</eissn><coden>DOMEF6</coden><abstract>Dulaglutide glycaemic efficacy has been demonstrated in the AWARD clinical trial programme. The objective of the present analysis was to determine the major baseline factors associated with the reduction in glycated haemoglobin (HbA1c) in response to dulaglutide. Baseline covariates from patients receiving dulaglutide in six phase III studies (n = 2806) were analysed using a gradient‐boosting method to assess their relative influence on the change in HbA1c after 26 weeks of treatment. Influential variables (relative influence >5%) were further evaluated in univariate and multivariable modelling. The gradient‐boosting analysis showed that the top influential baseline factors associated with HbA1c reduction were: HbA1c (48.8%), age (9.1%), fasting serum glucose (FSG; 8.2%), fasting serum insulin (FSI; 6.7%) and estimated glomerular filtration rate (eGFR; 5.4%). Multivariable regression showed that higher baseline HbA1c was the major factor associated with greater HbA1c reduction [coefficient estimates: −0.6% (−6.6 mmol/mol); p < 0.0001]. Age ≤65 years, lower FSG level, FSI level ≤55 pmol/L and eGFR ≤100 mL/min/1.73 m2 were associated with greater decreases in HbA1c, but the effect was very small [coefficient estimates: −0.05% to −0.2% (−0.6 to −2.2 mmol/mol)]. These data indicate that higher baseline HbA1c, reflecting poor glycaemic status, is the major factor associated with greater reduction in HbA1c in response to dulaglutide treatment.</abstract><cop>Oxford, UK</cop><pub>Blackwell Publishing Ltd</pub><pmid>27265893</pmid><doi>10.1111/dom.12702</doi><tpages>5</tpages></addata></record> |
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subjects | Adolescent Adult Aged Blood Glucose - drug effects Blood Glucose - metabolism Diabetes Diabetes mellitus (non-insulin dependent) Diabetes Mellitus, Type 2 - blood Diabetes Mellitus, Type 2 - drug therapy Drug Administration Schedule dulaglutide Epidermal growth factor receptors Fasting Fasting - blood Female Glomerular filtration rate Glucagon-Like Peptides - administration & dosage Glucagon-Like Peptides - adverse effects Glucagon-Like Peptides - analogs & derivatives Glycated Hemoglobin A - drug effects Glycated Hemoglobin A - metabolism Hemoglobin Humans Hypoglycemia - blood Hypoglycemia - chemically induced Immunoglobulin Fc Fragments - administration & dosage Immunoglobulin Fc Fragments - adverse effects Laboratory testing Male Metformin - administration & dosage Metformin - adverse effects Middle Aged Patients Recombinant Fusion Proteins - administration & dosage Recombinant Fusion Proteins - adverse effects Treatment Outcome type 2 diabetes Young Adult |
title | Baseline factors associated with glycaemic response to treatment with once-weekly dulaglutide in patients with type 2 diabetes |
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