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<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">Korean J Community Nutr</journal-id>
<journal-id journal-id-type="publisher-id">KJCN</journal-id>
<journal-title-group>
<journal-title>Korean Journal of Community Nutrition</journal-title>
</journal-title-group>
<issn pub-type="ppub">1226-0983</issn>
<issn pub-type="epub">2287-1624</issn>
<publisher>
<publisher-name>The Korean Society of Community Nutrition</publisher-name>
</publisher>
</journal-meta>

<article-meta>
<article-id pub-id-type="doi">10.5720/kjcn.2014.19.6.568</article-id>
<article-categories>
<subj-group>
<subject>Research Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>The Measurements of the Resting Metabolic Rate (RMR) and the Accuracy of RMR Predictive Equations for Korean Farmers</article-title>
</title-group>

<contrib-group>

<contrib contrib-type="author">
<name>
<surname>Son</surname>
<given-names>Hee-Ryoung</given-names>
</name>
<xref ref-type="aff" rid="A1">1)</xref>
</contrib>

<contrib contrib-type="author">
<name>
<surname>Yeon</surname>
<given-names>Seo-Eun</given-names>
</name>
<xref ref-type="aff" rid="A1">1)</xref>
</contrib>

<contrib contrib-type="author">
<name>
<surname>Choi</surname>
<given-names>Jung-Sook</given-names>
</name>
<xref ref-type="aff" rid="A2">2)</xref>
</contrib>

<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kim</surname>
<given-names>Eun-Kyung</given-names>
</name>
<xref ref-type="aff" rid="A1">1)</xref>
</contrib>

</contrib-group>

<aff id="A1"><label>1)</label>Department of Food and Nutrition, Gangneung-Wonju National University, Gangwon, Korea.</aff>
<aff id="A2"><label>2)</label>National Academy of Agricultural Science, Rural Development Administration, Jeonbuk, Korea.</aff>

<author-notes>
<corresp>
Corresponding author: Eun Kyung Kim. Department of Food &#x0026; Nutrition, Gangneung-Wonju National University,7 Jukheon road, Gangneung, Gangwon 210-702, Korea. Tel: (033) 640-2336, Fax: (33) 640-2330, <email>ekkim@gwnu.ac.kr</email>
</corresp>
</author-notes>

<pub-date pub-type="ppub">
<month>12</month>
<year>2014</year>
</pub-date>
<pub-date pub-type="epub">
<day>31</day>
<month>12</month>
<year>2014</year>
</pub-date>
<volume>19</volume>
<issue>6</issue>
<fpage>568</fpage>
<lpage>580</lpage>

<history>
<date date-type="received">
<day>06</day>
<month>08</month>
<year>2014</year>
</date>
<date date-type="rev-recd">
<day>18</day>
<month>11</month>
<year>2014</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>12</month>
<year>2014</year>
</date>
</history>

<permissions>
<copyright-statement>Copyright &#x00A9; 2014 The Korean Society of Community Nutrition</copyright-statement>
<copyright-year>2014</copyright-year>
<license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by-nc/3.0/">
<license-p>This is an Open-Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (<ext-link ext-link-type="uri" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://creativecommons.org/licenses/by-nc/3.0/">http://creativecommons.org/licenses/by-nc/3.0/</ext-link>) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
</license>
</permissions>

<abstract>
<sec>
<title>Objectives</title>
<p>The purpose of this study was to measure the resting metabolic rate (RMR) and to assess the accuracy of RMR predictive equations for Korean farmers.</p>
</sec>
<sec>
<title>Methods</title>
<p>Subjects were 161 healthy Korean farmers (50 males, 111 females) in Gangwon-area. The RMR was measured by indirect calorimetry for 20 minutes following a 12-hour overnight fasting. Selected predictive equations were Harris-Benedict, Mifflin, Liu, KDRI, Cunningham (1980, 1991), Owen-W, F, FAO/WHO/UNU-W, WH, Schofield-W, WH, Henry-W, WH. The accuracy of the equations was evaluated on the basis of bias, RMSPE, accurate prediction and Bland-Altman plot. Further, new RMR predictive equations for the subjects were developed by multiple regression analysis using the variables highly related to RMR.</p>
</sec>
<sec>
<title>Results</title>
<p>The mean of the measured RMR was 1703 kcal/day in males and 1343 kcal/day in females. The Cunningham (1980) equation was the closest to measured RMR than others in males and in females (males Bias -0.47&#x0025;, RMSPE 110 kcal/day, accurate prediction 80&#x0025;, females Bias 1.4&#x0025;, RMSPE 63 kcal/day, accurate prediction 81&#x0025;). Body weight, BMI, circumferences of waist and hip, fat mass and FFM were significantly correlated with measured RMR. Thus, derived prediction equation as follow: males RMR = 447.5 + 17.4&#x00B7;Wt, females RMR = 684.5 - 3.5&#x00B7;Ht + 11.8&#x00B7;Wt + 12.4&#x00B7;FFM.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>This study showed that Cunningham (1980) equation was the most accurate to predict RMR of the subjects. Thus, Cunningham (1980) equation could be used to predict RMR of Korean farmers studied in this study. Future studies including larger subjects should be carried out to develop RMR predictive equations for Korean farmers.</p>
</sec>
</abstract>

<kwd-group>
<kwd>resting metabolic rate</kwd>
<kwd>farmers</kwd>
<kwd>predictive equations</kwd>
<kwd>accuracy</kwd>
<kwd>indirect calorimetry</kwd>
</kwd-group>

</article-meta>
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<floats-group>

<fig position="float" id="F1">
<label>Fig. 1</label>
<caption>
  <p>Bland-Altman plots for measured RMR and predicted RMR derived from 5 selected equations (WHO_W, WHO_WH, Scho_W, Scho_WH, Cunningham_80) for male subjects</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="kjcn-19-568-g001"></graphic>
</fig>

<fig position="float" id="F2">
<label>Fig. 2</label>
<caption>
  <p>Bland-Altman plots for measured RMR and predicted RMR derived from 5 selected equations (WHO_W, WHO_WH, Scho_W, Scho_WH, Cunningham_80) for female subjects</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="kjcn-19-568-g002"></graphic>
</fig>

<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption>
  <p>Equations used to predict the resting metabolic rate in the study</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="kjcn-19-568-i001"></graphic>
<table-wrap-foot>
<fn>
  <p>Abbreviation: W, Weight in kg; H, Height in cm; A, Age in years; FFM, Fat free mass in kg.</p>
  <p>1) Koreans Dietary Reference Intakes</p>
  <p>2) Food and Agriculture Organization/World Health Organization/United Nations University</p>
</fn>
</table-wrap-foot>
</table-wrap>

<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption>
  <p>Characteristics of the study subjects</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="kjcn-19-568-i002"></graphic>
<table-wrap-foot>
<fn>
  <p>1) Mean&#x00B1;SD</p>
  <p>2) Weight (kg) / [Height (m)]<sup>2</sup></p>
  <p>3) Measured by inbody 720</p>
  <p>4) Weight (kg) - fat mass (kg)</p>
  <p><sup>&#x002A;</sup>: p &#x003C; 0.05, <sup>&#x002A;&#x002A;&#x002A;</sup>: p &#x003C; 0.001 Significantly different between male
and female by t-test</p>
</fn>
</table-wrap-foot>
</table-wrap>

<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption>
  <p>Measured resting metabolic rate and adjusted resting metabolic rate for body weight and fat free mass</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="kjcn-19-568-i003"></graphic>
<table-wrap-foot>
<fn>
  <p>1) Standard deviation</p>
  <p>2) RMR (resting metabolic rate) adjusted for body Wt (Weight)</p>
  <p>3) RMR adjusted for FFM (Fat Free Mass)</p>
  <p><sup>&#x002A;&#x002A;&#x002A;</sup>: p &#x003C; 0.001 Significantly different between male and female by t-test</p>
</fn>
</table-wrap-foot>
</table-wrap>

<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption>
  <p>Assessment of resting metabolic rate predictive equations based on bias, RMSPE and accurate prediction (&#x0025;) in male subjects</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="kjcn-19-568-i004"></graphic>
<table-wrap-foot>
<fn>
  <p>1) [(predicted RMR - measured RMR) / measured RMR] &#x00D7; 100</p>
  <p>2) <disp-formula><alternatives>
<mml:math id="m1" xmlns:mml="http://www.w3.org/1998/Math/MathML">
<mml:mtext>PMSPE: Root Mean Squared Prediction Error</mml:mtext><mml:mo>=</mml:mo><mml:msqrt><mml:mfenced open="[" close="" separators="|"><mml:mrow><mml:mo>&#x2211;</mml:mo><mml:mrow><mml:msup><mml:mrow><mml:mfenced separators="|"><mml:mrow><mml:mtext>predicted RMR</mml:mtext><mml:mo>-</mml:mo><mml:mtext>measured RMR</mml:mtext></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mrow></mml:mfenced><mml:mo>&#x002F;</mml:mo><mml:mi>N</mml:mi><mml:mo>)</mml:mo></mml:msqrt></mml:math>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="kjcn-19-568-i008"/></alternatives></disp-formula>
</p>
  <p>3) Percentage of subjects predicted by equation within 90&#x0025; to 110&#x0025; of measured RMR</p>
  <p>4) Percentage of subjects predicted by equation &#x003C; 90&#x0025; of measured RMR</p>
  <p>5) Percentage of subjects predicted by equation &#x003E; 110&#x0025; of measured RMR</p>
  <p><sup>&#x002A;&#x002A;&#x002A;</sup>: p &#x003C; 0.001 Significantly different between measured RMR and predicted RMR by paired t-test</p>
</fn>
</table-wrap-foot>
</table-wrap>

<table-wrap position="float" id="T5">
<label>Table 5</label>
<caption>
  <p>Assessment of resting metabolic rate predictive equations based on bias, RMSPE and accurate prediction (&#x0025;) in female subjects</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="kjcn-19-568-i005"></graphic>
<table-wrap-foot>
<fn>
  <p>1) [(predicted RMR - measured RMR) / measured RMR] &#x00D7; 100</p>
  <p>2) <disp-formula><alternatives>
<mml:math id="m2" xmlns:mml="http://www.w3.org/1998/Math/MathML">
<mml:mtext>PMSPE: Root Mean Squared Prediction Error</mml:mtext><mml:mo>=</mml:mo><mml:msqrt><mml:mfenced open="[" close="" separators="|"><mml:mrow><mml:mo>&#x2211;</mml:mo><mml:mrow><mml:msup><mml:mrow><mml:mfenced separators="|"><mml:mrow><mml:mtext>predicted RMR</mml:mtext><mml:mo>-</mml:mo><mml:mtext>measured RMR</mml:mtext></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mrow></mml:mfenced><mml:mo>&#x002F;</mml:mo><mml:mi>N</mml:mi><mml:mo>)</mml:mo></mml:msqrt></mml:math>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="kjcn-19-568-i008"/></alternatives></disp-formula>
</p>
  <p>3) Percentage of subjects predicted by equation within 90&#x0025; to 110&#x0025; of measured RMR</p>
  <p>4) Percentage of subjects predicted by equation &#x003C; 90&#x0025; of measured RMR</p>
  <p>5) Percentage of subjects predicted by equation &#x003E; 110&#x0025; of measured RMR</p>
  <p><sup>&#x002A;</sup>: p &#x003C; 0.05, <sup>&#x002A;&#x002A;</sup>: p &#x003C; 0.01,<sup>&#x002A;&#x002A;&#x002A;</sup>: p &#x003C; 0.001 Significantly different between measured RMR and predicted RMR by paired t-test</p>
</fn>
</table-wrap-foot>
</table-wrap>

<table-wrap position="float" id="T6">
<label>Table 6</label>
<caption>
  <p>Pearson's correlation coefficient (r) between measured resting metabolic rate and related variables</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="kjcn-19-568-i006"></graphic>
<table-wrap-foot>
<fn>
  <p><sup>&#x002A;</sup>: p &#x003C; 0.05, <sup>&#x002A;&#x002A;</sup>: p &#x003C; 0.01, <sup>&#x002A;&#x002A;&#x002A;</sup>: p &#x003C; 0.001 by Pearson's correlation</p>
</fn>
</table-wrap-foot>
</table-wrap>

<table-wrap position="float" id="T7">
<label>Table 7</label>
<caption>
  <p>Development of new predictive equations for resting metabolic rate by stepwise multiple regression analysis</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="kjcn-19-568-i007"></graphic>
<table-wrap-foot>
<fn>
  <p>Abbreviation: RMR; Resting metabolic rate, Wt; weight, Ht; height, BMI; body mass index, FFM; fat free mass, WHR; wasit/hip ratio, SBP; systolic blood pressure, DBP; diastolic blood pressure</p>
  <p>- Equation 1 : Age, Ht, Wt, BMI, Waist, Hip, WHR, Fat (&#x0025;), Fat mass, FFM, SBP, DBP</p>
  <p>- Equation 2 : Male (Ht, Wt, BMI, Waist, Hip, Fat (&#x0025;), Fat mass, FFM), Female (Ht, Wt, BMI, Waist, Hip, WHR, Fat (&#x0025;), Fat mass, FFM, SBP, DBP)</p>
  <p>- Equation 3 : Age, Wt, Ht, FFM</p>
</fn>
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