A Bayesian hierarchical assessment of gastric emptying with the linear, power exponential and modified power exponential models
Background Many studies assessed gastric retention over time utilizing different models, mostly with scintigraphic measures at varied endpoints from limited number of normal volunteers. With a standardized 4‐h gastric emptying (GE) protocol, we compared model fit by the linear, power exponential (P...
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Veröffentlicht in: | Neurogastroenterology and motility 2010-12, Vol.22 (12), p.1308-1317 |
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description | Background Many studies assessed gastric retention over time utilizing different models, mostly with scintigraphic measures at varied endpoints from limited number of normal volunteers. With a standardized 4‐h gastric emptying (GE) protocol, we compared model fit by the linear, power exponential (PE), and modified power exponential (MPE) models to contrast differences in GE among different groups based on clinical diagnosis and gender.
Methods We retrospectively collected 320 patient records with four consecutive hourly scintigraphic measures of percent intragastric residual at the Kansas University Medical Center. We obtained parameter estimates with the Bayesian hierarchical models using informative priors from previous research.
Key Results The PE or MPE model captured the time dependent GE rate better than the linear model. The estimated GE rates more than doubled for those without gastroparesis compared to patients diagnosed with gastroparesis. Males tended to empty gastric content faster but were not significantly different from females at the 5% level.
Conclusions & Inferences The point estimates and 95% credible interval for GE rates obtained with the PE and MPE models may provide an alternative diagnostic tool for clinicians since it utilizes gastric emptying scintigraphy measures at multiple endpoints which may be sensitive to different aspects of the disease. No agreement in lag phases was obtained by the three models based on respective definitions from previous researches, but similar results would be obtained with the PE and MPE models if both defined lag phase by back projecting the regression lines to the same gastric retention level. |
doi_str_mv | 10.1111/j.1365-2982.2010.01572.x |
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Methods We retrospectively collected 320 patient records with four consecutive hourly scintigraphic measures of percent intragastric residual at the Kansas University Medical Center. We obtained parameter estimates with the Bayesian hierarchical models using informative priors from previous research.
Key Results The PE or MPE model captured the time dependent GE rate better than the linear model. The estimated GE rates more than doubled for those without gastroparesis compared to patients diagnosed with gastroparesis. Males tended to empty gastric content faster but were not significantly different from females at the 5% level.
Conclusions & Inferences The point estimates and 95% credible interval for GE rates obtained with the PE and MPE models may provide an alternative diagnostic tool for clinicians since it utilizes gastric emptying scintigraphy measures at multiple endpoints which may be sensitive to different aspects of the disease. No agreement in lag phases was obtained by the three models based on respective definitions from previous researches, but similar results would be obtained with the PE and MPE models if both defined lag phase by back projecting the regression lines to the same gastric retention level.</description><identifier>ISSN: 1350-1925</identifier><identifier>EISSN: 1365-2982</identifier><identifier>DOI: 10.1111/j.1365-2982.2010.01572.x</identifier><identifier>PMID: 20649756</identifier><language>eng</language><publisher>Oxford, UK: Blackwell Publishing Ltd</publisher><subject>Adult ; Bayes Theorem ; Bayesian analysis ; Bayesian hierarchical ; Female ; Gastric emptying ; Gastric Emptying - physiology ; gastric emptying rate ; gastroparesis ; Humans ; Lag phase ; Male ; Mathematical models ; Middle Aged ; Models, Biological ; Monte Carlo Method ; power exponential ; Radionuclide Imaging - methods ; Regression analysis ; Retrospective Studies ; Scintigraphy</subject><ispartof>Neurogastroenterology and motility, 2010-12, Vol.22 (12), p.1308-1317</ispartof><rights>2010 Blackwell Publishing Ltd</rights><rights>2010 Blackwell Publishing Ltd.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c3512-d20f7bef5d0bf4f5c4da8de078e32e8161c7f18f98f0eceb45ffbc96985ddd083</citedby></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1111%2Fj.1365-2982.2010.01572.x$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1111%2Fj.1365-2982.2010.01572.x$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>314,776,780,1411,1427,27901,27902,45550,45551,46384,46808</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/20649756$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Hou, Q.</creatorcontrib><creatorcontrib>Lin, Z.</creatorcontrib><creatorcontrib>Dusing, R. W.</creatorcontrib><creatorcontrib>Gajewski, B. J.</creatorcontrib><creatorcontrib>Mccallum, R. W.</creatorcontrib><title>A Bayesian hierarchical assessment of gastric emptying with the linear, power exponential and modified power exponential models</title><title>Neurogastroenterology and motility</title><addtitle>Neurogastroenterol Motil</addtitle><description>Background Many studies assessed gastric retention over time utilizing different models, mostly with scintigraphic measures at varied endpoints from limited number of normal volunteers. With a standardized 4‐h gastric emptying (GE) protocol, we compared model fit by the linear, power exponential (PE), and modified power exponential (MPE) models to contrast differences in GE among different groups based on clinical diagnosis and gender.
Methods We retrospectively collected 320 patient records with four consecutive hourly scintigraphic measures of percent intragastric residual at the Kansas University Medical Center. We obtained parameter estimates with the Bayesian hierarchical models using informative priors from previous research.
Key Results The PE or MPE model captured the time dependent GE rate better than the linear model. The estimated GE rates more than doubled for those without gastroparesis compared to patients diagnosed with gastroparesis. Males tended to empty gastric content faster but were not significantly different from females at the 5% level.
Conclusions & Inferences The point estimates and 95% credible interval for GE rates obtained with the PE and MPE models may provide an alternative diagnostic tool for clinicians since it utilizes gastric emptying scintigraphy measures at multiple endpoints which may be sensitive to different aspects of the disease. No agreement in lag phases was obtained by the three models based on respective definitions from previous researches, but similar results would be obtained with the PE and MPE models if both defined lag phase by back projecting the regression lines to the same gastric retention level.</description><subject>Adult</subject><subject>Bayes Theorem</subject><subject>Bayesian analysis</subject><subject>Bayesian hierarchical</subject><subject>Female</subject><subject>Gastric emptying</subject><subject>Gastric Emptying - physiology</subject><subject>gastric emptying rate</subject><subject>gastroparesis</subject><subject>Humans</subject><subject>Lag phase</subject><subject>Male</subject><subject>Mathematical models</subject><subject>Middle Aged</subject><subject>Models, Biological</subject><subject>Monte Carlo Method</subject><subject>power exponential</subject><subject>Radionuclide Imaging - methods</subject><subject>Regression analysis</subject><subject>Retrospective Studies</subject><subject>Scintigraphy</subject><issn>1350-1925</issn><issn>1365-2982</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2010</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqFkT1PwzAQhi0E4vsvIG8spNhO7DgDQ0F8SYUuMFuOfW5d5Ys4VduJv05CCxMSXu507-Mb7kEIUzKi_btejGgseMQyyUaM9FNCecpG6z10_BvsDz0nEc0YP0InISwIIYIl4hAdMSKSLOXiGH2O8a3eQPC6wnMPrW7N3BtdYB0ChFBC1eHa4ZkOXesNhrLpNr6a4ZXv5ribAy58Bbq9wk29ghbDuqmr_o8fNlQWl7X1zoP9I-4jKMIZOnC6CHC-q6fo_eH-7e4pmkwfn-_Gk8jEnLLIMuLSHBy3JHeJ4yaxWlogqYSYgaSCmtRR6TLpCBjIE-5cbjKRSW6tJTI-RZfbvU1bfywhdKr0wUBR6ArqZVAZTwSNpST_kqmIqRCJ4D15sSOXeQlWNa0vdbtRP9ftgZstsPIFbH5zStRgUS3UIEsNstRgUX1bVGv1-jIduvgLVZWTbw</recordid><startdate>201012</startdate><enddate>201012</enddate><creator>Hou, Q.</creator><creator>Lin, Z.</creator><creator>Dusing, R. W.</creator><creator>Gajewski, B. J.</creator><creator>Mccallum, R. W.</creator><general>Blackwell Publishing Ltd</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>7X8</scope><scope>7TK</scope></search><sort><creationdate>201012</creationdate><title>A Bayesian hierarchical assessment of gastric emptying with the linear, power exponential and modified power exponential models</title><author>Hou, Q. ; Lin, Z. ; Dusing, R. W. ; Gajewski, B. J. ; Mccallum, R. W.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3512-d20f7bef5d0bf4f5c4da8de078e32e8161c7f18f98f0eceb45ffbc96985ddd083</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2010</creationdate><topic>Adult</topic><topic>Bayes Theorem</topic><topic>Bayesian analysis</topic><topic>Bayesian hierarchical</topic><topic>Female</topic><topic>Gastric emptying</topic><topic>Gastric Emptying - physiology</topic><topic>gastric emptying rate</topic><topic>gastroparesis</topic><topic>Humans</topic><topic>Lag phase</topic><topic>Male</topic><topic>Mathematical models</topic><topic>Middle Aged</topic><topic>Models, Biological</topic><topic>Monte Carlo Method</topic><topic>power exponential</topic><topic>Radionuclide Imaging - methods</topic><topic>Regression analysis</topic><topic>Retrospective Studies</topic><topic>Scintigraphy</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Hou, Q.</creatorcontrib><creatorcontrib>Lin, Z.</creatorcontrib><creatorcontrib>Dusing, R. W.</creatorcontrib><creatorcontrib>Gajewski, B. J.</creatorcontrib><creatorcontrib>Mccallum, R. W.</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>MEDLINE - Academic</collection><collection>Neurosciences Abstracts</collection><jtitle>Neurogastroenterology and motility</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Hou, Q.</au><au>Lin, Z.</au><au>Dusing, R. W.</au><au>Gajewski, B. J.</au><au>Mccallum, R. W.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A Bayesian hierarchical assessment of gastric emptying with the linear, power exponential and modified power exponential models</atitle><jtitle>Neurogastroenterology and motility</jtitle><addtitle>Neurogastroenterol Motil</addtitle><date>2010-12</date><risdate>2010</risdate><volume>22</volume><issue>12</issue><spage>1308</spage><epage>1317</epage><pages>1308-1317</pages><issn>1350-1925</issn><eissn>1365-2982</eissn><abstract>Background Many studies assessed gastric retention over time utilizing different models, mostly with scintigraphic measures at varied endpoints from limited number of normal volunteers. With a standardized 4‐h gastric emptying (GE) protocol, we compared model fit by the linear, power exponential (PE), and modified power exponential (MPE) models to contrast differences in GE among different groups based on clinical diagnosis and gender.
Methods We retrospectively collected 320 patient records with four consecutive hourly scintigraphic measures of percent intragastric residual at the Kansas University Medical Center. We obtained parameter estimates with the Bayesian hierarchical models using informative priors from previous research.
Key Results The PE or MPE model captured the time dependent GE rate better than the linear model. The estimated GE rates more than doubled for those without gastroparesis compared to patients diagnosed with gastroparesis. Males tended to empty gastric content faster but were not significantly different from females at the 5% level.
Conclusions & Inferences The point estimates and 95% credible interval for GE rates obtained with the PE and MPE models may provide an alternative diagnostic tool for clinicians since it utilizes gastric emptying scintigraphy measures at multiple endpoints which may be sensitive to different aspects of the disease. No agreement in lag phases was obtained by the three models based on respective definitions from previous researches, but similar results would be obtained with the PE and MPE models if both defined lag phase by back projecting the regression lines to the same gastric retention level.</abstract><cop>Oxford, UK</cop><pub>Blackwell Publishing Ltd</pub><pmid>20649756</pmid><doi>10.1111/j.1365-2982.2010.01572.x</doi><tpages>10</tpages></addata></record> |
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subjects | Adult Bayes Theorem Bayesian analysis Bayesian hierarchical Female Gastric emptying Gastric Emptying - physiology gastric emptying rate gastroparesis Humans Lag phase Male Mathematical models Middle Aged Models, Biological Monte Carlo Method power exponential Radionuclide Imaging - methods Regression analysis Retrospective Studies Scintigraphy |
title | A Bayesian hierarchical assessment of gastric emptying with the linear, power exponential and modified power exponential models |
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