Loading…
Population pharmacokinetic models of lamotrigine in different age groups of Chinese children with epilepsy
Purpose The study aims to establish population pharmacokinetic (PPK) models of lamotrigine (LTG) in different age groups of epileptic children by nonlinear mixed effect modelling(NONMEM), and provide essential tools and theoretical basis for individualised optimal drug dose. Methods Cases of 473 epi...
Saved in:
Published in: | European journal of clinical pharmacology 2017-04, Vol.73 (4), p.445-453 |
---|---|
Main Authors: | , , , , , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
cited_by | cdi_FETCH-LOGICAL-c405t-8222c8def183da8f464a83f769379fcd75aad34cbce6f61fdd869c20308192c3 |
---|---|
cites | cdi_FETCH-LOGICAL-c405t-8222c8def183da8f464a83f769379fcd75aad34cbce6f61fdd869c20308192c3 |
container_end_page | 453 |
container_issue | 4 |
container_start_page | 445 |
container_title | European journal of clinical pharmacology |
container_volume | 73 |
creator | Zhang, Zhong-bin Ji, Shuang-min Han, Ying Zang, Li-li Wang, Ying-hui Lu, Wei Wang, Li Wu, Ye |
description | Purpose
The study aims to establish population pharmacokinetic (PPK) models of lamotrigine (LTG) in different age groups of epileptic children by nonlinear mixed effect modelling(NONMEM), and provide essential tools and theoretical basis for individualised optimal drug dose.
Methods
Cases of 473 epileptic children were divided into infant, toddler and preschool age (≤6 years) (
n
= 211), school age (6–12 years) (
n
= 171) and adolescence age (>12 years) (
n
= 81). A total of 625 steady-state serum trough concentration samples were extracted. The clinical information included demography, medication, serum concentration data and blood biochemical parameters. PPK models of LTG were established by NONMEM program, using first-order absorption and elimination. Demography and drug combination was investigated for influence on apparent clearance (CL) and apparent volume of distribution (
V
d). To assess the accuracy and precision of the different ages and whole-age model, the mean prediction error (MPE), mean absolute error (MAE) and root mean squared error (RMSE) were compared.
Results
The final model of LTG in different ages stage and whole age was as follows: (1) infant, toddler and preschool age CL = 0.715 × [(WEIG/16.25)
0.655
] × (0.458
VPA
) × (1.99
IND
),
V
= 10.4; (2) school age CL(L/h) = 1.01 × (WEIG/30)
0.399
× 0.465
VPA
× 1.98
IND
,
V
d(L) = 17.7; (3) adolescence age CL(L/h) = 1.49 × (WEIG/51.5)
0.509
× 0.498
VPA
× 1.7
IND
,
V
d(L) = 23.1; (4) whole age CL = 0.945 × [(WEIG/25)
0.645
] × (0.463
VPA
) × (1.94
IND
),
V
= 16.7 × (WEIG/25)
0.919
(WEIG, total body weight; VPA, combination with valproate, yes = 1, no = 0; IND, combination with enzyme inducer, yes = 1, no = 0). The values of MPE, MAE and RMSE in age-stage-specific models were less than the ones in the whole-age model, which suggests the age-stage-specific models have better precision and accuracy than the whole-age model.
Conclusion
PPK models of LTG in different age groups of epileptic children were successfully established. Weight and combination therapy were identified as significant covariates on LTG clearance. Compared with the whole-age model, the age-specific models are more reliable. |
doi_str_mv | 10.1007/s00228-016-2190-2 |
format | article |
fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_1901749103</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>4320655621</sourcerecordid><originalsourceid>FETCH-LOGICAL-c405t-8222c8def183da8f464a83f769379fcd75aad34cbce6f61fdd869c20308192c3</originalsourceid><addsrcrecordid>eNqFkU1LHTEUhoNU9Hr1B3RTAt24mfbkY5LMslxaFYR24T7EfNyb25nJNJmh-O-NXi2lIIVAFu9z3pDzIPSewCcCID8XAEpVA0Q0lHTQ0CO0IpzRhgAn79AKgJFGdBJO0VkpewDSdsBO0ClVIDhr2xXa_0jT0ps5phFPO5MHY9PPOPo5Wjwk5_uCU8C9GdKc47YGOI7YxRB89uOMzdbjbU7L9IxtdhUoHttd7F3N8e8477CfYu-n8nCOjoPpi794udfo7tvXu811c_v96mbz5baxHNq5UZRSq5wPRDFnVOCCG8WCFB2TXbBOtsY4xu299SIIEpxTorMUGCjSUcvW6PJQO-X0a_Fl1kMs1ve9GX1aiq6LIpJ3BNj_UdUKVRdVzxp9_AfdpyWP9R-VkhI4lwoqRQ6UzamU7IOechxMftAE9JMyfVCmqzL9pEzTOvPhpXm5H7z7M_HqqAL0AJQajVuf_3r6zdZHKBChnQ</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>1877044780</pqid></control><display><type>article</type><title>Population pharmacokinetic models of lamotrigine in different age groups of Chinese children with epilepsy</title><source>Springer Nature</source><creator>Zhang, Zhong-bin ; Ji, Shuang-min ; Han, Ying ; Zang, Li-li ; Wang, Ying-hui ; Lu, Wei ; Wang, Li ; Wu, Ye</creator><creatorcontrib>Zhang, Zhong-bin ; Ji, Shuang-min ; Han, Ying ; Zang, Li-li ; Wang, Ying-hui ; Lu, Wei ; Wang, Li ; Wu, Ye</creatorcontrib><description>Purpose
The study aims to establish population pharmacokinetic (PPK) models of lamotrigine (LTG) in different age groups of epileptic children by nonlinear mixed effect modelling(NONMEM), and provide essential tools and theoretical basis for individualised optimal drug dose.
Methods
Cases of 473 epileptic children were divided into infant, toddler and preschool age (≤6 years) (
n
= 211), school age (6–12 years) (
n
= 171) and adolescence age (>12 years) (
n
= 81). A total of 625 steady-state serum trough concentration samples were extracted. The clinical information included demography, medication, serum concentration data and blood biochemical parameters. PPK models of LTG were established by NONMEM program, using first-order absorption and elimination. Demography and drug combination was investigated for influence on apparent clearance (CL) and apparent volume of distribution (
V
d). To assess the accuracy and precision of the different ages and whole-age model, the mean prediction error (MPE), mean absolute error (MAE) and root mean squared error (RMSE) were compared.
Results
The final model of LTG in different ages stage and whole age was as follows: (1) infant, toddler and preschool age CL = 0.715 × [(WEIG/16.25)
0.655
] × (0.458
VPA
) × (1.99
IND
),
V
= 10.4; (2) school age CL(L/h) = 1.01 × (WEIG/30)
0.399
× 0.465
VPA
× 1.98
IND
,
V
d(L) = 17.7; (3) adolescence age CL(L/h) = 1.49 × (WEIG/51.5)
0.509
× 0.498
VPA
× 1.7
IND
,
V
d(L) = 23.1; (4) whole age CL = 0.945 × [(WEIG/25)
0.645
] × (0.463
VPA
) × (1.94
IND
),
V
= 16.7 × (WEIG/25)
0.919
(WEIG, total body weight; VPA, combination with valproate, yes = 1, no = 0; IND, combination with enzyme inducer, yes = 1, no = 0). The values of MPE, MAE and RMSE in age-stage-specific models were less than the ones in the whole-age model, which suggests the age-stage-specific models have better precision and accuracy than the whole-age model.
Conclusion
PPK models of LTG in different age groups of epileptic children were successfully established. Weight and combination therapy were identified as significant covariates on LTG clearance. Compared with the whole-age model, the age-specific models are more reliable.</description><identifier>ISSN: 0031-6970</identifier><identifier>EISSN: 1432-1041</identifier><identifier>DOI: 10.1007/s00228-016-2190-2</identifier><identifier>PMID: 28064355</identifier><language>eng</language><publisher>Berlin/Heidelberg: Springer Berlin Heidelberg</publisher><subject>Anticonvulsants - pharmacokinetics ; Biomedical and Life Sciences ; Biomedicine ; Child ; Child, Preschool ; Children & youth ; China ; Epilepsy ; Humans ; Infant ; Pharmacokinetics and Disposition ; Pharmacology ; Pharmacology/Toxicology ; Triazines - pharmacokinetics</subject><ispartof>European journal of clinical pharmacology, 2017-04, Vol.73 (4), p.445-453</ispartof><rights>Springer-Verlag Berlin Heidelberg 2017</rights><rights>European Journal of Clinical Pharmacology is a copyright of Springer, 2017.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c405t-8222c8def183da8f464a83f769379fcd75aad34cbce6f61fdd869c20308192c3</citedby><cites>FETCH-LOGICAL-c405t-8222c8def183da8f464a83f769379fcd75aad34cbce6f61fdd869c20308192c3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27900,27901</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/28064355$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Zhang, Zhong-bin</creatorcontrib><creatorcontrib>Ji, Shuang-min</creatorcontrib><creatorcontrib>Han, Ying</creatorcontrib><creatorcontrib>Zang, Li-li</creatorcontrib><creatorcontrib>Wang, Ying-hui</creatorcontrib><creatorcontrib>Lu, Wei</creatorcontrib><creatorcontrib>Wang, Li</creatorcontrib><creatorcontrib>Wu, Ye</creatorcontrib><title>Population pharmacokinetic models of lamotrigine in different age groups of Chinese children with epilepsy</title><title>European journal of clinical pharmacology</title><addtitle>Eur J Clin Pharmacol</addtitle><addtitle>Eur J Clin Pharmacol</addtitle><description>Purpose
The study aims to establish population pharmacokinetic (PPK) models of lamotrigine (LTG) in different age groups of epileptic children by nonlinear mixed effect modelling(NONMEM), and provide essential tools and theoretical basis for individualised optimal drug dose.
Methods
Cases of 473 epileptic children were divided into infant, toddler and preschool age (≤6 years) (
n
= 211), school age (6–12 years) (
n
= 171) and adolescence age (>12 years) (
n
= 81). A total of 625 steady-state serum trough concentration samples were extracted. The clinical information included demography, medication, serum concentration data and blood biochemical parameters. PPK models of LTG were established by NONMEM program, using first-order absorption and elimination. Demography and drug combination was investigated for influence on apparent clearance (CL) and apparent volume of distribution (
V
d). To assess the accuracy and precision of the different ages and whole-age model, the mean prediction error (MPE), mean absolute error (MAE) and root mean squared error (RMSE) were compared.
Results
The final model of LTG in different ages stage and whole age was as follows: (1) infant, toddler and preschool age CL = 0.715 × [(WEIG/16.25)
0.655
] × (0.458
VPA
) × (1.99
IND
),
V
= 10.4; (2) school age CL(L/h) = 1.01 × (WEIG/30)
0.399
× 0.465
VPA
× 1.98
IND
,
V
d(L) = 17.7; (3) adolescence age CL(L/h) = 1.49 × (WEIG/51.5)
0.509
× 0.498
VPA
× 1.7
IND
,
V
d(L) = 23.1; (4) whole age CL = 0.945 × [(WEIG/25)
0.645
] × (0.463
VPA
) × (1.94
IND
),
V
= 16.7 × (WEIG/25)
0.919
(WEIG, total body weight; VPA, combination with valproate, yes = 1, no = 0; IND, combination with enzyme inducer, yes = 1, no = 0). The values of MPE, MAE and RMSE in age-stage-specific models were less than the ones in the whole-age model, which suggests the age-stage-specific models have better precision and accuracy than the whole-age model.
Conclusion
PPK models of LTG in different age groups of epileptic children were successfully established. Weight and combination therapy were identified as significant covariates on LTG clearance. Compared with the whole-age model, the age-specific models are more reliable.</description><subject>Anticonvulsants - pharmacokinetics</subject><subject>Biomedical and Life Sciences</subject><subject>Biomedicine</subject><subject>Child</subject><subject>Child, Preschool</subject><subject>Children & youth</subject><subject>China</subject><subject>Epilepsy</subject><subject>Humans</subject><subject>Infant</subject><subject>Pharmacokinetics and Disposition</subject><subject>Pharmacology</subject><subject>Pharmacology/Toxicology</subject><subject>Triazines - pharmacokinetics</subject><issn>0031-6970</issn><issn>1432-1041</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><recordid>eNqFkU1LHTEUhoNU9Hr1B3RTAt24mfbkY5LMslxaFYR24T7EfNyb25nJNJmh-O-NXi2lIIVAFu9z3pDzIPSewCcCID8XAEpVA0Q0lHTQ0CO0IpzRhgAn79AKgJFGdBJO0VkpewDSdsBO0ClVIDhr2xXa_0jT0ps5phFPO5MHY9PPOPo5Wjwk5_uCU8C9GdKc47YGOI7YxRB89uOMzdbjbU7L9IxtdhUoHttd7F3N8e8477CfYu-n8nCOjoPpi794udfo7tvXu811c_v96mbz5baxHNq5UZRSq5wPRDFnVOCCG8WCFB2TXbBOtsY4xu299SIIEpxTorMUGCjSUcvW6PJQO-X0a_Fl1kMs1ve9GX1aiq6LIpJ3BNj_UdUKVRdVzxp9_AfdpyWP9R-VkhI4lwoqRQ6UzamU7IOechxMftAE9JMyfVCmqzL9pEzTOvPhpXm5H7z7M_HqqAL0AJQajVuf_3r6zdZHKBChnQ</recordid><startdate>20170401</startdate><enddate>20170401</enddate><creator>Zhang, Zhong-bin</creator><creator>Ji, Shuang-min</creator><creator>Han, Ying</creator><creator>Zang, Li-li</creator><creator>Wang, Ying-hui</creator><creator>Lu, Wei</creator><creator>Wang, Li</creator><creator>Wu, Ye</creator><general>Springer Berlin Heidelberg</general><general>Springer Nature B.V</general><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>3V.</scope><scope>7RV</scope><scope>7TK</scope><scope>7U9</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8AO</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>H94</scope><scope>K9.</scope><scope>KB0</scope><scope>M0S</scope><scope>M1P</scope><scope>NAPCQ</scope><scope>PHGZM</scope><scope>PHGZT</scope><scope>PJZUB</scope><scope>PKEHL</scope><scope>PPXIY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>7X8</scope></search><sort><creationdate>20170401</creationdate><title>Population pharmacokinetic models of lamotrigine in different age groups of Chinese children with epilepsy</title><author>Zhang, Zhong-bin ; Ji, Shuang-min ; Han, Ying ; Zang, Li-li ; Wang, Ying-hui ; Lu, Wei ; Wang, Li ; Wu, Ye</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c405t-8222c8def183da8f464a83f769379fcd75aad34cbce6f61fdd869c20308192c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2017</creationdate><topic>Anticonvulsants - pharmacokinetics</topic><topic>Biomedical and Life Sciences</topic><topic>Biomedicine</topic><topic>Child</topic><topic>Child, Preschool</topic><topic>Children & youth</topic><topic>China</topic><topic>Epilepsy</topic><topic>Humans</topic><topic>Infant</topic><topic>Pharmacokinetics and Disposition</topic><topic>Pharmacology</topic><topic>Pharmacology/Toxicology</topic><topic>Triazines - pharmacokinetics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Zhang, Zhong-bin</creatorcontrib><creatorcontrib>Ji, Shuang-min</creatorcontrib><creatorcontrib>Han, Ying</creatorcontrib><creatorcontrib>Zang, Li-li</creatorcontrib><creatorcontrib>Wang, Ying-hui</creatorcontrib><creatorcontrib>Lu, Wei</creatorcontrib><creatorcontrib>Wang, Li</creatorcontrib><creatorcontrib>Wu, Ye</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Nursing & Allied Health Database</collection><collection>Neurosciences Abstracts</collection><collection>Virology and AIDS Abstracts</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>ProQuest Pharma Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Nursing & Allied Health Database (Alumni Edition)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>PML(ProQuest Medical Library)</collection><collection>Nursing & Allied Health Premium</collection><collection>ProQuest Central (New)</collection><collection>ProQuest One Academic (New)</collection><collection>ProQuest Health & Medical Research Collection</collection><collection>ProQuest One Academic Middle East (New)</collection><collection>ProQuest One Health & Nursing</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>MEDLINE - Academic</collection><jtitle>European journal of clinical pharmacology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Zhang, Zhong-bin</au><au>Ji, Shuang-min</au><au>Han, Ying</au><au>Zang, Li-li</au><au>Wang, Ying-hui</au><au>Lu, Wei</au><au>Wang, Li</au><au>Wu, Ye</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Population pharmacokinetic models of lamotrigine in different age groups of Chinese children with epilepsy</atitle><jtitle>European journal of clinical pharmacology</jtitle><stitle>Eur J Clin Pharmacol</stitle><addtitle>Eur J Clin Pharmacol</addtitle><date>2017-04-01</date><risdate>2017</risdate><volume>73</volume><issue>4</issue><spage>445</spage><epage>453</epage><pages>445-453</pages><issn>0031-6970</issn><eissn>1432-1041</eissn><abstract>Purpose
The study aims to establish population pharmacokinetic (PPK) models of lamotrigine (LTG) in different age groups of epileptic children by nonlinear mixed effect modelling(NONMEM), and provide essential tools and theoretical basis for individualised optimal drug dose.
Methods
Cases of 473 epileptic children were divided into infant, toddler and preschool age (≤6 years) (
n
= 211), school age (6–12 years) (
n
= 171) and adolescence age (>12 years) (
n
= 81). A total of 625 steady-state serum trough concentration samples were extracted. The clinical information included demography, medication, serum concentration data and blood biochemical parameters. PPK models of LTG were established by NONMEM program, using first-order absorption and elimination. Demography and drug combination was investigated for influence on apparent clearance (CL) and apparent volume of distribution (
V
d). To assess the accuracy and precision of the different ages and whole-age model, the mean prediction error (MPE), mean absolute error (MAE) and root mean squared error (RMSE) were compared.
Results
The final model of LTG in different ages stage and whole age was as follows: (1) infant, toddler and preschool age CL = 0.715 × [(WEIG/16.25)
0.655
] × (0.458
VPA
) × (1.99
IND
),
V
= 10.4; (2) school age CL(L/h) = 1.01 × (WEIG/30)
0.399
× 0.465
VPA
× 1.98
IND
,
V
d(L) = 17.7; (3) adolescence age CL(L/h) = 1.49 × (WEIG/51.5)
0.509
× 0.498
VPA
× 1.7
IND
,
V
d(L) = 23.1; (4) whole age CL = 0.945 × [(WEIG/25)
0.645
] × (0.463
VPA
) × (1.94
IND
),
V
= 16.7 × (WEIG/25)
0.919
(WEIG, total body weight; VPA, combination with valproate, yes = 1, no = 0; IND, combination with enzyme inducer, yes = 1, no = 0). The values of MPE, MAE and RMSE in age-stage-specific models were less than the ones in the whole-age model, which suggests the age-stage-specific models have better precision and accuracy than the whole-age model.
Conclusion
PPK models of LTG in different age groups of epileptic children were successfully established. Weight and combination therapy were identified as significant covariates on LTG clearance. Compared with the whole-age model, the age-specific models are more reliable.</abstract><cop>Berlin/Heidelberg</cop><pub>Springer Berlin Heidelberg</pub><pmid>28064355</pmid><doi>10.1007/s00228-016-2190-2</doi><tpages>9</tpages></addata></record> |
fulltext | fulltext |
identifier | ISSN: 0031-6970 |
ispartof | European journal of clinical pharmacology, 2017-04, Vol.73 (4), p.445-453 |
issn | 0031-6970 1432-1041 |
language | eng |
recordid | cdi_proquest_miscellaneous_1901749103 |
source | Springer Nature |
subjects | Anticonvulsants - pharmacokinetics Biomedical and Life Sciences Biomedicine Child Child, Preschool Children & youth China Epilepsy Humans Infant Pharmacokinetics and Disposition Pharmacology Pharmacology/Toxicology Triazines - pharmacokinetics |
title | Population pharmacokinetic models of lamotrigine in different age groups of Chinese children with epilepsy |
url | http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-25T09%3A10%3A52IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Population%20pharmacokinetic%20models%20of%20lamotrigine%20in%20different%20age%20groups%20of%20Chinese%20children%20with%20epilepsy&rft.jtitle=European%20journal%20of%20clinical%20pharmacology&rft.au=Zhang,%20Zhong-bin&rft.date=2017-04-01&rft.volume=73&rft.issue=4&rft.spage=445&rft.epage=453&rft.pages=445-453&rft.issn=0031-6970&rft.eissn=1432-1041&rft_id=info:doi/10.1007/s00228-016-2190-2&rft_dat=%3Cproquest_cross%3E4320655621%3C/proquest_cross%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c405t-8222c8def183da8f464a83f769379fcd75aad34cbce6f61fdd869c20308192c3%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=1877044780&rft_id=info:pmid/28064355&rfr_iscdi=true |