Loading…

Automated Reference Region Extraction and Population-Based Input Function for Brain [11C]TMSX PET Image Analyses

[11C]TMSX ([7-N-methyl-11C]-(E)-8-(3,4,5-trimethoxystyryl)-1,3,7-trimethylxanthine) is a selective adenosine A2A receptor (A2AR) radioligand. In the central nervous system (CNS), A2AR are linked to dopamine D2 receptor function in striatum, but they are also important modulators of inflammation. The...

Full description

Saved in:
Bibliographic Details
Published in:Journal of cerebral blood flow and metabolism 2015-01, Vol.35 (1), p.157-165
Main Authors: Rissanen, Eero, Tuisku, Jouni, Luoto, Pauliina, Arponen, Eveliina, Johansson, Jarkko, Oikonen, Vesa, Parkkola, Riitta, Airas, Laura, Rinne, Juha O
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-c487t-77c36d8f05f69db4f9b3ca38db9ac57c968134c1474ea0212714ac4bca8526b33
cites cdi_FETCH-LOGICAL-c487t-77c36d8f05f69db4f9b3ca38db9ac57c968134c1474ea0212714ac4bca8526b33
container_end_page 165
container_issue 1
container_start_page 157
container_title Journal of cerebral blood flow and metabolism
container_volume 35
creator Rissanen, Eero
Tuisku, Jouni
Luoto, Pauliina
Arponen, Eveliina
Johansson, Jarkko
Oikonen, Vesa
Parkkola, Riitta
Airas, Laura
Rinne, Juha O
description [11C]TMSX ([7-N-methyl-11C]-(E)-8-(3,4,5-trimethoxystyryl)-1,3,7-trimethylxanthine) is a selective adenosine A2A receptor (A2AR) radioligand. In the central nervous system (CNS), A2AR are linked to dopamine D2 receptor function in striatum, but they are also important modulators of inflammation. The golden standard for kinetic modeling of brain [11C]TMSX positron emission tomography (PET) is to obtain arterial input function via arterial blood sampling. However, this method is laborious, prone to errors and unpleasant for study subjects. The aim of this work was to evaluate alternative input function acquisition methods for brain [11C]TMSX PET imaging. First, a noninvasive, automated method for the extraction of gray matter reference region using supervised clustering (SCgm) was developed. Second, a method for obtaining a population-based arterial input function (PBIF) was implemented. These methods were created using data from 28 study subjects (7 healthy controls, 12 multiple sclerosis patients, and 9 patients with Parkinson's disease). The results with PBIF correlated well with original plasma input, and the SCgm yielded similar results compared with cerebellum as a reference region. The clustering method for extracting reference region and the population-based approach for acquiring input for dynamic [11C]TMSX brain PET image analyses appear to be feasible and robust methods, that can be applied in patients with CNS pathology.
doi_str_mv 10.1038/jcbfm.2014.194
format article
fullrecord <record><control><sourceid>proquest_pubme</sourceid><recordid>TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_4294409</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sage_id>10.1038_jcbfm.2014.194</sage_id><sourcerecordid>3546148511</sourcerecordid><originalsourceid>FETCH-LOGICAL-c487t-77c36d8f05f69db4f9b3ca38db9ac57c968134c1474ea0212714ac4bca8526b33</originalsourceid><addsrcrecordid>eNptkd1rFDEUxYModlt99VECvghl1nwn8yJsl60uVCztCgWRkMlk1llmkjGZEfvfm-3WUsWn3JDfPTfnHgBeYTTHiKp3O1s1_ZwgzOa4ZE_ADHNeFhJh8RTMEJG4EFLdHIHjlHYIIUU5fw6OCKcSKS5mYFhMY-jN6Gp45RoXnbcuV9s2eLj6NUZjx31pfA0vwzB1Zn8tzkzKDWs_TCM8n_yBaUKEZ9G0Hn7FePlt8-n6Bl6uNnDdm62DC2-62-TSC_CsMV1yL-_PE_DlfLVZfiwuPn9YLxcXhWVKjoWUlopaNYg3oqwr1pQVtYaquiqN5dKWQmHKLGaSOYMIzk6ZsayyRnEiKkpPwPuD7jBVvaut89lMp4fY9ibe6mBa_feLb7_rbfipGSkZQ2UWeHsvEMOPyaVR922yruuMd2FKGguW16wUIhl98w-6C1PMhu8okiHCRabmB8rGkFJ0zcNnMNL7MPVdmHofps5h5obXjy084H_Sy8DpAUh5w49m_l_uN4rDqZI</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>1642188256</pqid></control><display><type>article</type><title>Automated Reference Region Extraction and Population-Based Input Function for Brain [11C]TMSX PET Image Analyses</title><source>PubMed Central</source><source>SAGE</source><creator>Rissanen, Eero ; Tuisku, Jouni ; Luoto, Pauliina ; Arponen, Eveliina ; Johansson, Jarkko ; Oikonen, Vesa ; Parkkola, Riitta ; Airas, Laura ; Rinne, Juha O</creator><creatorcontrib>Rissanen, Eero ; Tuisku, Jouni ; Luoto, Pauliina ; Arponen, Eveliina ; Johansson, Jarkko ; Oikonen, Vesa ; Parkkola, Riitta ; Airas, Laura ; Rinne, Juha O</creatorcontrib><description>[11C]TMSX ([7-N-methyl-11C]-(E)-8-(3,4,5-trimethoxystyryl)-1,3,7-trimethylxanthine) is a selective adenosine A2A receptor (A2AR) radioligand. In the central nervous system (CNS), A2AR are linked to dopamine D2 receptor function in striatum, but they are also important modulators of inflammation. The golden standard for kinetic modeling of brain [11C]TMSX positron emission tomography (PET) is to obtain arterial input function via arterial blood sampling. However, this method is laborious, prone to errors and unpleasant for study subjects. The aim of this work was to evaluate alternative input function acquisition methods for brain [11C]TMSX PET imaging. First, a noninvasive, automated method for the extraction of gray matter reference region using supervised clustering (SCgm) was developed. Second, a method for obtaining a population-based arterial input function (PBIF) was implemented. These methods were created using data from 28 study subjects (7 healthy controls, 12 multiple sclerosis patients, and 9 patients with Parkinson's disease). The results with PBIF correlated well with original plasma input, and the SCgm yielded similar results compared with cerebellum as a reference region. The clustering method for extracting reference region and the population-based approach for acquiring input for dynamic [11C]TMSX brain PET image analyses appear to be feasible and robust methods, that can be applied in patients with CNS pathology.</description><identifier>ISSN: 0271-678X</identifier><identifier>EISSN: 1559-7016</identifier><identifier>DOI: 10.1038/jcbfm.2014.194</identifier><identifier>PMID: 25370856</identifier><language>eng</language><publisher>London, England: SAGE Publications</publisher><subject>Adult ; Brain - diagnostic imaging ; Brain - metabolism ; Brain Mapping ; Carbon Radioisotopes ; Case-Control Studies ; Female ; Humans ; Image Processing, Computer-Assisted ; Ligands ; Male ; Middle Aged ; Multiple Sclerosis - diagnostic imaging ; Multiple Sclerosis - metabolism ; Original ; Parkinson Disease - diagnostic imaging ; Parkinson Disease - metabolism ; Positron-Emission Tomography - methods ; Protein Binding ; Radioligand Assay ; Receptor, Adenosine A2A - metabolism ; Reference Values ; Reproducibility of Results ; Tissue Distribution ; Xanthines - blood</subject><ispartof>Journal of cerebral blood flow and metabolism, 2015-01, Vol.35 (1), p.157-165</ispartof><rights>2015 ISCBFM</rights><rights>Copyright Nature Publishing Group Jan 2015</rights><rights>Copyright © 2015 International Society for Cerebral Blood Flow &amp; Metabolism, Inc. 2015 International Society for Cerebral Blood Flow &amp; Metabolism, Inc.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c487t-77c36d8f05f69db4f9b3ca38db9ac57c968134c1474ea0212714ac4bca8526b33</citedby><cites>FETCH-LOGICAL-c487t-77c36d8f05f69db4f9b3ca38db9ac57c968134c1474ea0212714ac4bca8526b33</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC4294409/pdf/$$EPDF$$P50$$Gpubmedcentral$$H</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC4294409/$$EHTML$$P50$$Gpubmedcentral$$H</linktohtml><link.rule.ids>230,314,727,780,784,885,27924,27925,53791,53793,79364</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/25370856$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Rissanen, Eero</creatorcontrib><creatorcontrib>Tuisku, Jouni</creatorcontrib><creatorcontrib>Luoto, Pauliina</creatorcontrib><creatorcontrib>Arponen, Eveliina</creatorcontrib><creatorcontrib>Johansson, Jarkko</creatorcontrib><creatorcontrib>Oikonen, Vesa</creatorcontrib><creatorcontrib>Parkkola, Riitta</creatorcontrib><creatorcontrib>Airas, Laura</creatorcontrib><creatorcontrib>Rinne, Juha O</creatorcontrib><title>Automated Reference Region Extraction and Population-Based Input Function for Brain [11C]TMSX PET Image Analyses</title><title>Journal of cerebral blood flow and metabolism</title><addtitle>J Cereb Blood Flow Metab</addtitle><description>[11C]TMSX ([7-N-methyl-11C]-(E)-8-(3,4,5-trimethoxystyryl)-1,3,7-trimethylxanthine) is a selective adenosine A2A receptor (A2AR) radioligand. In the central nervous system (CNS), A2AR are linked to dopamine D2 receptor function in striatum, but they are also important modulators of inflammation. The golden standard for kinetic modeling of brain [11C]TMSX positron emission tomography (PET) is to obtain arterial input function via arterial blood sampling. However, this method is laborious, prone to errors and unpleasant for study subjects. The aim of this work was to evaluate alternative input function acquisition methods for brain [11C]TMSX PET imaging. First, a noninvasive, automated method for the extraction of gray matter reference region using supervised clustering (SCgm) was developed. Second, a method for obtaining a population-based arterial input function (PBIF) was implemented. These methods were created using data from 28 study subjects (7 healthy controls, 12 multiple sclerosis patients, and 9 patients with Parkinson's disease). The results with PBIF correlated well with original plasma input, and the SCgm yielded similar results compared with cerebellum as a reference region. The clustering method for extracting reference region and the population-based approach for acquiring input for dynamic [11C]TMSX brain PET image analyses appear to be feasible and robust methods, that can be applied in patients with CNS pathology.</description><subject>Adult</subject><subject>Brain - diagnostic imaging</subject><subject>Brain - metabolism</subject><subject>Brain Mapping</subject><subject>Carbon Radioisotopes</subject><subject>Case-Control Studies</subject><subject>Female</subject><subject>Humans</subject><subject>Image Processing, Computer-Assisted</subject><subject>Ligands</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Multiple Sclerosis - diagnostic imaging</subject><subject>Multiple Sclerosis - metabolism</subject><subject>Original</subject><subject>Parkinson Disease - diagnostic imaging</subject><subject>Parkinson Disease - metabolism</subject><subject>Positron-Emission Tomography - methods</subject><subject>Protein Binding</subject><subject>Radioligand Assay</subject><subject>Receptor, Adenosine A2A - metabolism</subject><subject>Reference Values</subject><subject>Reproducibility of Results</subject><subject>Tissue Distribution</subject><subject>Xanthines - blood</subject><issn>0271-678X</issn><issn>1559-7016</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><recordid>eNptkd1rFDEUxYModlt99VECvghl1nwn8yJsl60uVCztCgWRkMlk1llmkjGZEfvfm-3WUsWn3JDfPTfnHgBeYTTHiKp3O1s1_ZwgzOa4ZE_ADHNeFhJh8RTMEJG4EFLdHIHjlHYIIUU5fw6OCKcSKS5mYFhMY-jN6Gp45RoXnbcuV9s2eLj6NUZjx31pfA0vwzB1Zn8tzkzKDWs_TCM8n_yBaUKEZ9G0Hn7FePlt8-n6Bl6uNnDdm62DC2-62-TSC_CsMV1yL-_PE_DlfLVZfiwuPn9YLxcXhWVKjoWUlopaNYg3oqwr1pQVtYaquiqN5dKWQmHKLGaSOYMIzk6ZsayyRnEiKkpPwPuD7jBVvaut89lMp4fY9ibe6mBa_feLb7_rbfipGSkZQ2UWeHsvEMOPyaVR922yruuMd2FKGguW16wUIhl98w-6C1PMhu8okiHCRabmB8rGkFJ0zcNnMNL7MPVdmHofps5h5obXjy084H_Sy8DpAUh5w49m_l_uN4rDqZI</recordid><startdate>20150101</startdate><enddate>20150101</enddate><creator>Rissanen, Eero</creator><creator>Tuisku, Jouni</creator><creator>Luoto, Pauliina</creator><creator>Arponen, Eveliina</creator><creator>Johansson, Jarkko</creator><creator>Oikonen, Vesa</creator><creator>Parkkola, Riitta</creator><creator>Airas, Laura</creator><creator>Rinne, Juha O</creator><general>SAGE Publications</general><general>Sage Publications Ltd</general><general>Nature Publishing Group</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>7X7</scope><scope>7XB</scope><scope>88A</scope><scope>88E</scope><scope>8AO</scope><scope>8FE</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>LK8</scope><scope>M0S</scope><scope>M1P</scope><scope>M7P</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>7TK</scope><scope>5PM</scope></search><sort><creationdate>20150101</creationdate><title>Automated Reference Region Extraction and Population-Based Input Function for Brain [11C]TMSX PET Image Analyses</title><author>Rissanen, Eero ; Tuisku, Jouni ; Luoto, Pauliina ; Arponen, Eveliina ; Johansson, Jarkko ; Oikonen, Vesa ; Parkkola, Riitta ; Airas, Laura ; Rinne, Juha O</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c487t-77c36d8f05f69db4f9b3ca38db9ac57c968134c1474ea0212714ac4bca8526b33</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>Adult</topic><topic>Brain - diagnostic imaging</topic><topic>Brain - metabolism</topic><topic>Brain Mapping</topic><topic>Carbon Radioisotopes</topic><topic>Case-Control Studies</topic><topic>Female</topic><topic>Humans</topic><topic>Image Processing, Computer-Assisted</topic><topic>Ligands</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Multiple Sclerosis - diagnostic imaging</topic><topic>Multiple Sclerosis - metabolism</topic><topic>Original</topic><topic>Parkinson Disease - diagnostic imaging</topic><topic>Parkinson Disease - metabolism</topic><topic>Positron-Emission Tomography - methods</topic><topic>Protein Binding</topic><topic>Radioligand Assay</topic><topic>Receptor, Adenosine A2A - metabolism</topic><topic>Reference Values</topic><topic>Reproducibility of Results</topic><topic>Tissue Distribution</topic><topic>Xanthines - blood</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Rissanen, Eero</creatorcontrib><creatorcontrib>Tuisku, Jouni</creatorcontrib><creatorcontrib>Luoto, Pauliina</creatorcontrib><creatorcontrib>Arponen, Eveliina</creatorcontrib><creatorcontrib>Johansson, Jarkko</creatorcontrib><creatorcontrib>Oikonen, Vesa</creatorcontrib><creatorcontrib>Parkkola, Riitta</creatorcontrib><creatorcontrib>Airas, Laura</creatorcontrib><creatorcontrib>Rinne, Juha O</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>Health &amp; Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Biology Database (Alumni Edition)</collection><collection>Medical Database (Alumni Edition)</collection><collection>ProQuest Pharma Collection</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science 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 Essentials</collection><collection>Biological Science Collection</collection><collection>ProQuest Central</collection><collection>ProQuest Natural Science Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Health &amp; Medical Complete (Alumni)</collection><collection>ProQuest Biological Science Collection</collection><collection>Health &amp; Medical Collection (Alumni Edition)</collection><collection>PML(ProQuest Medical Library)</collection><collection>Biological Science Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>Neurosciences Abstracts</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Journal of cerebral blood flow and metabolism</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Rissanen, Eero</au><au>Tuisku, Jouni</au><au>Luoto, Pauliina</au><au>Arponen, Eveliina</au><au>Johansson, Jarkko</au><au>Oikonen, Vesa</au><au>Parkkola, Riitta</au><au>Airas, Laura</au><au>Rinne, Juha O</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Automated Reference Region Extraction and Population-Based Input Function for Brain [11C]TMSX PET Image Analyses</atitle><jtitle>Journal of cerebral blood flow and metabolism</jtitle><addtitle>J Cereb Blood Flow Metab</addtitle><date>2015-01-01</date><risdate>2015</risdate><volume>35</volume><issue>1</issue><spage>157</spage><epage>165</epage><pages>157-165</pages><issn>0271-678X</issn><eissn>1559-7016</eissn><abstract>[11C]TMSX ([7-N-methyl-11C]-(E)-8-(3,4,5-trimethoxystyryl)-1,3,7-trimethylxanthine) is a selective adenosine A2A receptor (A2AR) radioligand. In the central nervous system (CNS), A2AR are linked to dopamine D2 receptor function in striatum, but they are also important modulators of inflammation. The golden standard for kinetic modeling of brain [11C]TMSX positron emission tomography (PET) is to obtain arterial input function via arterial blood sampling. However, this method is laborious, prone to errors and unpleasant for study subjects. The aim of this work was to evaluate alternative input function acquisition methods for brain [11C]TMSX PET imaging. First, a noninvasive, automated method for the extraction of gray matter reference region using supervised clustering (SCgm) was developed. Second, a method for obtaining a population-based arterial input function (PBIF) was implemented. These methods were created using data from 28 study subjects (7 healthy controls, 12 multiple sclerosis patients, and 9 patients with Parkinson's disease). The results with PBIF correlated well with original plasma input, and the SCgm yielded similar results compared with cerebellum as a reference region. The clustering method for extracting reference region and the population-based approach for acquiring input for dynamic [11C]TMSX brain PET image analyses appear to be feasible and robust methods, that can be applied in patients with CNS pathology.</abstract><cop>London, England</cop><pub>SAGE Publications</pub><pmid>25370856</pmid><doi>10.1038/jcbfm.2014.194</doi><tpages>9</tpages><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 0271-678X
ispartof Journal of cerebral blood flow and metabolism, 2015-01, Vol.35 (1), p.157-165
issn 0271-678X
1559-7016
language eng
recordid cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_4294409
source PubMed Central; SAGE
subjects Adult
Brain - diagnostic imaging
Brain - metabolism
Brain Mapping
Carbon Radioisotopes
Case-Control Studies
Female
Humans
Image Processing, Computer-Assisted
Ligands
Male
Middle Aged
Multiple Sclerosis - diagnostic imaging
Multiple Sclerosis - metabolism
Original
Parkinson Disease - diagnostic imaging
Parkinson Disease - metabolism
Positron-Emission Tomography - methods
Protein Binding
Radioligand Assay
Receptor, Adenosine A2A - metabolism
Reference Values
Reproducibility of Results
Tissue Distribution
Xanthines - blood
title Automated Reference Region Extraction and Population-Based Input Function for Brain [11C]TMSX PET Image Analyses
url http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-02T23%3A05%3A27IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_pubme&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Automated%20Reference%20Region%20Extraction%20and%20Population-Based%20Input%20Function%20for%20Brain%20%5B11C%5DTMSX%20PET%20Image%20Analyses&rft.jtitle=Journal%20of%20cerebral%20blood%20flow%20and%20metabolism&rft.au=Rissanen,%20Eero&rft.date=2015-01-01&rft.volume=35&rft.issue=1&rft.spage=157&rft.epage=165&rft.pages=157-165&rft.issn=0271-678X&rft.eissn=1559-7016&rft_id=info:doi/10.1038/jcbfm.2014.194&rft_dat=%3Cproquest_pubme%3E3546148511%3C/proquest_pubme%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c487t-77c36d8f05f69db4f9b3ca38db9ac57c968134c1474ea0212714ac4bca8526b33%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=1642188256&rft_id=info:pmid/25370856&rft_sage_id=10.1038_jcbfm.2014.194&rfr_iscdi=true