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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">ijerph</journal-id>
      <journal-title>International Journal of Environmental Research and Public Health</journal-title>
      <abbrev-journal-title abbrev-type="publisher">Int. J. Environ. Res. Public Health</abbrev-journal-title>
      <abbrev-journal-title abbrev-type="pubmed">International journal of environmental research and public health</abbrev-journal-title>
      <issn pub-type="epub">1660-4601</issn>
      <publisher>
        <publisher-name>MDPI</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.3390/ijerph9051810</article-id>
      <article-id pub-id-type="publisher-id">ijerph-09-01810</article-id>
      <article-categories>
        <subj-group>
          <subject>Article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Prevalence of Common Mental Disorders in a Rural District of Kenya, and Socio-Demographic Risk Factors</article-title>
      </title-group>
      
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Jenkins</surname>
            <given-names>Rachel</given-names>
          </name>
          <xref rid="af1-ijerph-09-01810" ref-type="aff">1</xref>
          <xref rid="c1-ijerph-09-01810" ref-type="corresp">*</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Njenga</surname>
            <given-names>Frank</given-names>
          </name>
          <xref rid="af2-ijerph-09-01810" ref-type="aff">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Okonji</surname>
            <given-names>Marx</given-names>
          </name>
          <xref rid="af3-ijerph-09-01810" ref-type="aff">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Kigamwa</surname>
            <given-names>Pius</given-names>
          </name>
          <xref rid="af4-ijerph-09-01810" ref-type="aff">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Baraza</surname>
            <given-names>Makheti</given-names>
          </name>
          <xref rid="af5-ijerph-09-01810" ref-type="aff">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Ayuyo</surname>
            <given-names>James</given-names>
          </name>
          <xref rid="af6-ijerph-09-01810" ref-type="aff">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Singleton</surname>
            <given-names>Nicola</given-names>
          </name>
          <xref rid="af7-ijerph-09-01810" ref-type="aff">7</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>McManus</surname>
            <given-names>Sally</given-names>
          </name>
          <xref rid="af8-ijerph-09-01810" ref-type="aff">8</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Kiima</surname>
            <given-names>David</given-names>
          </name>
          <xref rid="af9-ijerph-09-01810" ref-type="aff">9</xref>
        </contrib>
      </contrib-group>
      <aff id="af1-ijerph-09-01810"><label>1 </label>Director, WHO Collaborating Centre (Mental Health), Institute of Psychiatry, King’s College London, P.O. Box 35, De Crespigny Park, London SE5 8AF, UK</aff>
      <aff id="af2-ijerph-09-01810"><label>2 </label>Consultant Psychiatrist, Upper Hill Medical Centre, Nairobi, Kenya; Email: <email>fnjenga@africaonline.co.ke</email></aff>
      <aff id="af3-ijerph-09-01810"><label>3 </label>Consultant Psychiatrist, The Nairobi Hospital, Nairobi, Kenya; Email: <email>marxokonji@wananchi.com</email></aff>
      <aff id="af4-ijerph-09-01810"><label>4 </label>Department of Psychiatry, University of Nairobi, Nairobi, Kenya; Email: <email>pkigamwa@africaonline.co.ke</email></aff>
      <aff id="af5-ijerph-09-01810"><label>5 </label>Ministry of Health Survey Department, Nairobi, Kenya</aff>
      <aff id="af6-ijerph-09-01810"><label>6 </label>Mildmay International Kenya, Kisumu, Kenya; Email: <email>jayuyo@mildmay.or.ke</email></aff>
      <aff id="af7-ijerph-09-01810"><label>7 </label>Director of Policy &amp; Research, UK Drug Policy Commission, London N1 9NG, UK; Email: <email>NSingleton@ukdpc.org.uk</email></aff>
      <aff id="af8-ijerph-09-01810"><label>8 </label>Research Director, National Centre for Social Research (NatCen), London EC1V 0AX, UK; Email: <email>s.mcmanus@natcen.ac.uk</email></aff>
      <aff id="af9-ijerph-09-01810"><label>9 </label>Director of Mental Health, Ministry of Health, Nairobi, Kenya; Email: <email>dmkiima@gmail.com</email></aff>
      <author-notes>
        <corresp id="c1-ijerph-09-01810"><label>* </label>Author  to whom correspondence should be addressed; Email: <email>rachel.jenkins@kcl.ac.uk</email>; Tel.: +44-020-7848-0668; Fax: +44-020-7848-0669.</corresp>
      </author-notes>
      <pub-date pub-type="epub">
        <day>09</day>
        <month>05</month>
        <year>2012</year>
      </pub-date>
      <pub-date pub-type="ppub">
        <month>05</month>
        <year>2012</year>
      </pub-date>
      <volume>9</volume>
      <issue>5</issue>
      <fpage>1810</fpage>
      <lpage>1819</lpage>
      <history>
        <date date-type="received">
          <day>07</day>
          <month>03</month>
          <year>2012</year>
        </date>
        <date date-type="rev-recd">
          <day>20</day>
          <month>04</month>
          <year>2012</year>
        </date>
        <date date-type="accepted">
          <day>26</day>
          <month>04</month>
          <year>2012</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>© 2012 by the authors; licensee MDPI, Basel, Switzerland.</copyright-statement>
        <copyright-year>2012</copyright-year>
        <license xmlns:xlink="http://www.w3.org/1999/xlink" license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/3.0/">
          <p>This article is an open-access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/).</p>
        </license>
      </permissions>
      <abstract>
        <p>Association between common mental disorders (CMDs), equity, poverty and socio-economic functioning are relatively well explored in high income countries, but there have been fewer studies in low and middle income countries, despite the considerable burden posed by mental disorders, especially in Africa, and their potential impact on development. This paper reports a population-based epidemiological survey of a rural area in Kenya. A random sample of 2% of all adults living in private households in Maseno, Kisumu District of Nyanza Province, Kenya (50,000 population), were studied. The Clinical Interview Schedule-Revised (CIS-R) was used to determine the prevalence of common mental disorders (CMDs). Associations with socio-demographic and economic characteristics were explored. A CMD prevalence of 10.8% was found, with no gender difference. Higher rates of illness were found in those who were of older age and those in poor physical health. We conclude that CMDs are common in Kenya and rates are elevated among people who are older, and those in poor health.</p>
      </abstract>
      <kwd-group>
        <kwd>epidemiology</kwd>
        <kwd>Kenya</kwd>
        <kwd>development</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="intro">
      <title>1. Introduction</title>
      <p>There is growing appreciation of the importance of mental health and mental disorders for social and economic development in Africa [<xref ref-type="bibr" rid="B1-ijerph-09-01810">1</xref>] and in the West [<xref ref-type="bibr" rid="B2-ijerph-09-01810">2</xref>] and there have been a number of epidemiological studies of mental disorders in Sub-Saharan Africa [<xref ref-type="bibr" rid="B3-ijerph-09-01810">3</xref>]. Kenya is one of the poorest countries in the world, ranked 144 out of 177 countries in the UN Development Programme’s ‘Human Development Report’ (HDR) for 2007, with one of the slowest economic growth rates in the region of 2.9% between 1996–2005 [<xref ref-type="bibr" rid="B4-ijerph-09-01810">4</xref>]. National absolute poverty declined from 52.3% in 1997 to 45.9% in 2005/2006, with gross national income per capita in 2005 at 520 USD, and up to 770 USD by 2008. The population is currently estimated to be 38 million and life expectancy is now 54 years. More than one in ten children die before the age of five, and four women out of every 1000 die in child birth [<xref ref-type="bibr" rid="B5-ijerph-09-01810">5</xref>]. The prevalence of HIV is 7.7% in women and 4% in men [<xref ref-type="bibr" rid="B6-ijerph-09-01810">6</xref>]. These socioeconomic and health challenges may impact on the mental health of the population. </p>
      <p>Previous epidemiological studies of mental health in Kenya using the Self-Reporting Questionnaire [<xref ref-type="bibr" rid="B7-ijerph-09-01810">7</xref>] and the Standardised Psychiatric Interview [<xref ref-type="bibr" rid="B8-ijerph-09-01810">8</xref>] have largely focused on people attending the district hospitals [<xref ref-type="bibr" rid="B9-ijerph-09-01810">9</xref>] and health centres [<xref ref-type="bibr" rid="B10-ijerph-09-01810">10</xref>,<xref ref-type="bibr" rid="B11-ijerph-09-01810">11</xref>]. There has been a study of the linkages between drug abuse, injection drug use and HIV/AIDS in Kenya [<xref ref-type="bibr" rid="B12-ijerph-09-01810">12</xref>], but there have been no previous epidemiological studies of mental disorder in the general population in Kenya. Therefore the current study aimed to determine the prevalence of common mental disorders at household level in a Kenyan rural community, and to examine associated risk factors. </p>
      <p>The research was conducted as part of a collaborative programme of work between the Kenya Ministry of Health, the UK Institute of Psychiatry WHO Collaborating Centre and the Kenya Psychiatric Association, and was funded by the UK Department for International Development. The overall collaborative programme of work included a detailed situation appraisal of context, needs, resources, provision and outcomes using the mental health country profile [<xref ref-type="bibr" rid="B13-ijerph-09-01810">13</xref>,<xref ref-type="bibr" rid="B14-ijerph-09-01810">14</xref>,<xref ref-type="bibr" rid="B15-ijerph-09-01810">15</xref>], a focus group study of sixty traditional healers in Maseno, exploring their views of mental illness, aetiology and treatment [<xref ref-type="bibr" rid="B16-ijerph-09-01810">16</xref>], a study of attitudes of primary care staff about mental illness [<xref ref-type="bibr" rid="B17-ijerph-09-01810">17</xref>]; previous surveys of primary care [<xref ref-type="bibr" rid="B18-ijerph-09-01810">18</xref>]; adaptation of the WHO primary care guidelines for Kenya, and development of mental health policy and strategy [<xref ref-type="bibr" rid="B19-ijerph-09-01810">19</xref>]. This epidemiological survey is important to provide a baseline of mental health needs in the country. </p>
    </sec>
    <sec>
      <title>2. Experimental Section</title>
      <sec>
        <title>2.1. Site and Sample</title>
        <p>The study sample was the 50,000 population living in Maseno. This is a rural agricultural area of western Kenya, on the edge of Lake Victoria. A one in fifty random sample was drawn of all 50,000 households in Maseno to give a projected sample of 1,000 households, using the 1999 Kenya Census conducted by the Government of Kenya in which all households had been enumerated. Each of the sampled households was then visited, all members recorded and on the same day one eligible person aged 16–65 selected at random for interview.</p>
      </sec>
      <sec>
        <title>2.2. Implementation of the Survey</title>
        <p>Efforts were made to use local capacity. Pencil and paper administration of the survey was coordinated by the Ministry of Health section for surveys. Interviews were conducted in 2004 by lay volunteer community health workers linked to primary care centres in Maseno. Interviewers received a brief orientation to the instrument and were trained in its use. Responses were recorded verbatim, scored and entered into an SPSS database. The CIS-R was administered by community health workers, supervised by a public health nurse working in Chulaimbo rural health training centre in Maseno. Informed consent was obtained from all respondents. 876 interviews were completed and the response rate was 87.6%.</p>
      </sec>
      <sec>
        <title>2.3. Assessments</title>
        <p>The survey gathered information about demographic and socioeconomic factors, common mental disorders (using the Clinical Interview Schedule–Revised (CIS-R)) [<xref ref-type="bibr" rid="B20-ijerph-09-01810">20</xref>], psychotic symptoms (using the Psychosis Screening Questionnaire (PSQ)) [<xref ref-type="bibr" rid="B21-ijerph-09-01810">21</xref>], and use of alcohol, drugs and tobacco [<xref ref-type="bibr" rid="B22-ijerph-09-01810">22</xref>,<xref ref-type="bibr" rid="B23-ijerph-09-01810">23</xref>]. Related articles will report the prevalence of psychotic symptoms and substance misuse in the population. All diagnostic categories of mental disorder included in the current paper were based on ICD 10 [<xref ref-type="bibr" rid="B24-ijerph-09-01810">24</xref>]. These ICD 10 diagnoses were derived by computer algorithms based on the combination of individual symptom scores, and were not allocated by the field interviewers. The CIS-R is a gold standard instrument for assessing psychopathology in community settings, which has been widely used in both rich and poor countries [<xref ref-type="bibr" rid="B25-ijerph-09-01810">25</xref>], and is designed to be used by lay interviewers. The instrument had not been used in Kenya before, so it was subjected to scrutiny by local mental health professionals and researchers and Ministry of Health survey officers to determine its suitability. It has been used recently in Tanzania [<xref ref-type="bibr" rid="B26-ijerph-09-01810">26</xref>]. The CIS-R uses an initial filter question about symptoms in the last month, and then asks frequency, duration and severity of each symptom in the last seven days. Calculation of prevalence is based on the last seven days. It provides diagnoses of depressive episode (mild, moderate or severe), obsessive compulsive disorder, panic disorder, phobic disorder, generalised anxiety disorder and mixed anxiety/depressive disorder. These diagnoses were the basis for an overall category of common mental disorder (otherwise non-psychotic disorder or neurosis). The numbers were not large enough for separate analyses of risk factors for individual diagnostic categories.</p>
      </sec>
      <sec>
        <title>2.4. Analysis</title>
        <p>Data was analysed using SPSS software for Windows Version 15. Chi squared (χ<sup>2</sup>) tests examined demographic and socio-economic differences between the areas. The raw data were weighted. The weights were calculated to take account of selection bias due to household size and to correct for the oversampling of Head of Household (HoH) and spouse, by weighting down those with a status of HoH/spouse. The final weighting variable did adjust for patterns of non-response in terms of differential probabilities of selection within households (<italic>i.e.</italic>, respondents living in households with more residents were weighted up due to the fact that they had a lower chance of selection), and adjusting the profile of the achieved sample to match that from Census. Odd ratios (ORs) with 95% confidence intervals (CIs) were calculated to determine significant associations with the presence of any CMD (any CMD is slightly different rate to 12+ score) and then “any CMD” was examined as the dependent variable in multi-variate logistic regression. </p>
      </sec>
      <sec>
        <title>2.5. Ethics Approval</title>
        <p>Approval was granted by Mathari National Mental Hospital, Ministry of Health, Kenya, and Maudsley (SLaM), National Health Service (NHS) Foundation Trust.</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>3. Results</title>
      <p>The response rate was 87.6%. The point prevalence of CMD in this sample was 10.8%, largely comprising mixed anxiety depression (6.1%), panic disorder (2.6%), generalised anxiety disorder (1.6%) and depressive episodes (0.7%; <xref ref-type="table" rid="ijerph-09-01810-t001">Table 1</xref>). Rates of illness were significantly higher with increasing age (<italic>p</italic> = 0.02) and presence of physical illness (<italic>p</italic> = 0.08; <xref ref-type="table" rid="ijerph-09-01810-t002">Table 2</xref>). Adjusted odds ratios for these variables are shown in <xref ref-type="table" rid="ijerph-09-01810-t003">Table 3</xref>.</p>
      <table-wrap id="ijerph-09-01810-t001" position="anchor">
        <object-id pub-id-type="pii">ijerph-09-01810-t001_Table 1</object-id>
        <label>Table 1</label>
        <caption>
          <p>Prevalence of common mental disorders (CMDs) <sup>a</sup> in a community based sample in Maseno.</p>
        </caption>
        <table>
          <thead>
            <tr>
              <th align="left" valign="middle"> </th>
              <th align="center" valign="middle">n</th>
              <th align="center" valign="middle">%</th>
              <th align="center" valign="middle">Standard deviation (95%)</th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td align="left" valign="middle">Total</td>
              <td align="center" valign="middle">876</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">Any CMD</td>
              <td align="center" valign="middle">83</td>
              <td align="center" valign="middle">10.8</td>
              <td align="center" valign="middle">0.31</td>
            </tr>
            <tr>
              <td align="left" valign="middle">Specific CMDs</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">Mixed anxiety and depression</td>
              <td align="center" valign="middle">48</td>
              <td align="center" valign="middle">6.1</td>
              <td align="center" valign="middle">0.24</td>
            </tr>
            <tr>
              <td align="left" valign="middle">Panic disorder</td>
              <td align="center" valign="middle">17</td>
              <td align="center" valign="middle">2.6</td>
              <td align="center" valign="middle">0.16</td>
            </tr>
            <tr>
              <td align="left" valign="middle">Generalised anxiety disorder</td>
              <td align="center" valign="middle">14</td>
              <td align="center" valign="middle">1.6</td>
              <td align="center" valign="middle">0.13</td>
            </tr>
            <tr>
              <td align="left" valign="middle">Depressive episode</td>
              <td align="center" valign="middle">9</td>
              <td align="center" valign="middle">0.7</td>
              <td align="center" valign="middle">0.08</td>
            </tr>
            <tr>
              <td align="left" valign="middle">Phobic disorder</td>
              <td align="center" valign="middle">3</td>
              <td align="center" valign="middle">0.3</td>
              <td align="center" valign="middle">0.05</td>
            </tr>
            <tr>
              <td align="left" valign="middle">Obsessive compulsive disorder</td>
              <td align="center" valign="middle">2</td>
              <td align="center" valign="middle">0.2</td>
              <td align="center" valign="middle">0.04</td>
            </tr>
          </tbody>
  </table>
  <table-wrap-foot><fn><p><sup>a</sup> Any CMD and specific CMDs in the past seven days as measured by the Clinical Interview Schedule-Revised (CIS-R).</p></fn></table-wrap-foot>
      </table-wrap>
      <table-wrap id="ijerph-09-01810-t002" position="anchor">
        <object-id pub-id-type="pii">ijerph-09-01810-t002_Table 2</object-id>
        <label>Table 2</label>
        <caption>
          <p>Prevalence and unadjusted odds ratios for CMD by socio-demographic and health related factors.</p>
        </caption>
        <table>
          <thead>
            <tr>
              <th align="left" valign="middle"> </th>
              <th align="center" valign="middle">n</th>
              <th align="center" valign="middle">Prevalence of CMD %</th>
              <th align="center" valign="middle">Unadjusted odds ratios</th>
              <th colspan="2" align="center" valign="middle">CI (95%)</th>
            </tr>
          </thead>
          <tbody>
            <tr style="border-top: solid thin; border-bottom: solid thin">
              <td align="left" valign="middle">Sex</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">Male </td>
              <td align="center" valign="middle">292</td>
              <td align="center" valign="middle">10.9</td>
              <td align="center" valign="middle">1.0</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">Female</td>
              <td align="center" valign="middle">584</td>
              <td align="center" valign="middle">10.8</td>
              <td align="center" valign="middle">0.98</td>
              <td colspan="2" align="center" valign="middle">(0.62, 1.55)</td>
            </tr>
            <tr style="border-top: solid thin; border-bottom: solid thin">
              <td align="left" valign="middle">Age group</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">16–29</td>
              <td align="center" valign="middle">304</td>
              <td align="center" valign="middle">5.8</td>
              <td align="center" valign="middle">1.0</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">30–64</td>
              <td align="center" valign="middle">562</td>
              <td align="center" valign="middle">14.7</td>
              <td align="center" valign="middle">2.8 <sup>a</sup></td>
              <td colspan="2" align="center" valign="middle">(1.25, 6.33)</td>
            </tr>
            <tr style="border-top: solid thin; border-bottom: solid thin">
              <td align="left" valign="middle">Marital status</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">Married/cohabitating</td>
              <td align="center" valign="middle">684</td>
              <td align="center" valign="middle">11.9</td>
              <td align="center" valign="middle">1.0</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">Single</td>
              <td align="center" valign="middle">66</td>
              <td align="center" valign="middle">8.1</td>
              <td align="center" valign="middle">0.64</td>
              <td colspan="2" align="center" valign="middle">(0.35, 1.18)</td>
            </tr>
            <tr>
              <td align="left" valign="middle">Widowed</td>
              <td align="center" valign="middle">105</td>
              <td align="center" valign="middle">12.9</td>
              <td align="center" valign="middle">1.17</td>
              <td colspan="2" align="center" valign="middle">(0.43, 3.21)</td>
            </tr>
            <tr style="border-top: solid thin; border-bottom: solid thin">
              <td align="left" valign="middle">Relationship to head of household</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">Head</td>
              <td align="center" valign="middle">456</td>
              <td align="center" valign="middle">8.5</td>
              <td align="center" valign="middle">1.0</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">Spouse/partner</td>
              <td align="center" valign="middle">311</td>
              <td align="center" valign="middle">6.9</td>
              <td align="center" valign="middle">0.81</td>
              <td colspan="2" align="center" valign="middle">(0.41, 1.59)</td>
            </tr>
            <tr>
              <td align="left" valign="middle">Son/daughter/other</td>
              <td align="center" valign="middle">86</td>
              <td align="center" valign="middle">11.3</td>
              <td align="center" valign="middle">1.37</td>
              <td colspan="2" align="center" valign="middle">(0.41, 4.54)</td>
            </tr>
            <tr style="border-top: solid thin; border-bottom: solid thin">
              <td align="left" valign="middle">Education</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">None</td>
              <td align="center" valign="middle">112</td>
              <td align="center" valign="middle">13.4</td>
              <td align="center" valign="middle">1.0</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">Primary</td>
              <td align="center" valign="middle">558</td>
              <td align="center" valign="middle">9.0</td>
              <td align="center" valign="middle">0.40</td>
              <td colspan="2" align="center" valign="middle">(0.09, 1.74)</td>
            </tr>
            <tr>
              <td align="left" valign="middle">Secondary</td>
              <td align="center" valign="middle">146</td>
              <td align="center" valign="middle">7.5</td>
              <td align="center" valign="middle">0.39</td>
              <td colspan="2" align="center" valign="middle">(0.10, 1.63)</td>
            </tr>
            <tr>
              <td align="left" valign="middle">Post secondary/current</td>
              <td align="center" valign="middle">43</td>
              <td align="center" valign="middle">11.6</td>
              <td align="center" valign="middle">0.74</td>
              <td colspan="2" align="center" valign="middle">(0.19, 2.80)</td>
            </tr>
            <tr style="border-top: solid thin; border-bottom: solid thin">
              <td align="left" valign="middle">Employment status</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">None</td>
              <td align="center" valign="middle">116</td>
              <td align="center" valign="middle">7.1</td>
              <td align="center" valign="middle">1.0</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">Farmer</td>
              <td align="center" valign="middle">535</td>
              <td align="center" valign="middle">11.8</td>
              <td align="center" valign="middle">1.70</td>
              <td colspan="2" align="center" valign="middle">(0.26, 11.17)</td>
            </tr>
            <tr>
              <td align="left" valign="middle">Casual/wage worker</td>
              <td align="center" valign="middle">81</td>
              <td align="center" valign="middle">15.2</td>
              <td align="center" valign="middle">2.22</td>
              <td colspan="2" align="center" valign="middle">(0.20, 24.02)</td>
            </tr>
            <tr>
              <td align="left" valign="middle">Trade/business</td>
              <td align="center" valign="middle">101</td>
              <td align="center" valign="middle">6.8</td>
              <td align="center" valign="middle">0.95</td>
              <td colspan="2" align="center" valign="middle">(0.11, 8.08)</td>
            </tr>
            <tr style="border-top: solid thin; border-bottom: solid thin">
              <td align="left" valign="middle">Type of home</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">Permanent structure</td>
              <td align="center" valign="middle">169</td>
              <td align="center" valign="middle">14.1</td>
              <td align="center" valign="middle">1.0</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">Semi-permanent</td>
              <td align="center" valign="middle">466</td>
              <td align="center" valign="middle">10.7</td>
              <td align="center" valign="middle">0.73</td>
              <td colspan="2" align="center" valign="middle">(0.23, 2.33)</td>
            </tr>
            <tr>
              <td align="left" valign="middle">Temporary</td>
              <td align="center" valign="middle">233</td>
              <td align="center" valign="middle">8.1</td>
              <td align="center" valign="middle">0.55</td>
              <td colspan="2" align="center" valign="middle">(0.24, 1.23)</td>
            </tr>
            <tr style="border-top: solid thin; border-bottom: solid thin">
              <td align="left" valign="middle">Poor general health</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">No</td>
              <td align="center" valign="middle">770</td>
              <td align="center" valign="middle">7.1</td>
              <td align="center" valign="middle">1.0</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">Yes</td>
              <td align="center" valign="middle">102</td>
              <td align="center" valign="middle">37.6</td>
              <td align="center" valign="middle">8.1 <sup>b</sup></td>
              <td colspan="2" align="center" valign="middle">(1.96, 33.62)</td>
            </tr>
          </tbody>
        </table>
        <table-wrap-foot><fn><p><sup>a</sup><italic>p</italic> = 0.017; <sup>b</sup><italic>p</italic> = 0.008.</p></fn></table-wrap-foot>
      </table-wrap>
      <table-wrap id="ijerph-09-01810-t003" position="anchor">
        <object-id pub-id-type="pii">ijerph-09-01810-t003_Table 3</object-id>
        <label>Table 3</label>
        <caption>
          <p>Adjusted odds ratios for CMD.</p>
        </caption>
        <table>
          <thead>
            <tr>
              <th align="left" valign="middle"> </th>
              <th align="center" valign="middle">n</th>
              <th align="center" valign="middle">Adjusted odds ratios <sup>a</sup></th>
              <th colspan="2" align="center" valign="middle">CI (95%)</th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td align="left" valign="middle">Age group</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">16–29</td>
              <td align="center" valign="middle">304</td>
              <td align="center" valign="middle">1</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">30–64</td>
              <td align="center" valign="middle">559</td>
              <td align="center" valign="middle">2.47 <sup>b</sup></td>
              <td colspan="2" align="center" valign="middle">(1.46, 4.17)</td>
            </tr>
            <tr>
              <td align="left" valign="middle">Poor general health</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">No</td>
              <td align="center" valign="middle">761</td>
              <td align="center" valign="middle">1</td>
              <td align="center" valign="middle"> </td>
              <td align="center" valign="middle"> </td>
            </tr>
            <tr>
              <td align="left" valign="middle">Yes</td>
              <td align="center" valign="middle">102</td>
              <td align="center" valign="middle">7.4 <sup>c</sup></td>
              <td colspan="2" align="center" valign="middle">(4.57, 12.00)</td>
            </tr>
          </tbody>
        </table>
        <table-wrap-foot><fn><p><sup>a</sup> variables identified as significant univariate predictors of CMD; <sup>b</sup> <italic>p</italic> = 0.001; <sup>c</sup> <italic>p</italic> = 0.000.</p></fn></table-wrap-foot>
      </table-wrap>
      
      
      
    </sec>
    <sec sec-type="discussion">
      <title>4. Discussion</title>
      <p>This is the first epidemiological study of mental disorder in Kenya at the household level. It found a prevalence rate of 10.8%, with no gender difference. Significant risk factors were age and presence of physical illness. The prevalence rates found are higher than in neighboring Tanzania and also in Nigeria, but comparable to other recent studies in Sub-Saharan Africa—see <xref ref-type="table" rid="ijerph-09-01810-t004">Table 4</xref>. An earlier review suggested the prevalence rate of CMD in Africa ranges between 8% and 43% depending on the instrument used and population sampled [<xref ref-type="bibr" rid="B3-ijerph-09-01810">3</xref>], and wide variation is also found in other regions of the world (the lifetime rate of any disorder across 17 countries around the world was found to range between 12% and 47%) [<xref ref-type="bibr" rid="B27-ijerph-09-01810">27</xref>]. </p>
      
      <p>Recent studies in Nigeria found relatively low figures (e.g., any anxiety 4.1% and any mood disorder 1.3%; 5.2% overall depression [<xref ref-type="bibr" rid="B28-ijerph-09-01810">28</xref>]. Similarly, a recent study of CMD in Tanzania also found a relatively low rate of 3.1%) [<xref ref-type="bibr" rid="B26-ijerph-09-01810">26</xref>].</p>
      <table-wrap id="ijerph-09-01810-t004" position="anchor">
        <object-id pub-id-type="pii">ijerph-09-01810-t004_Table 4</object-id>
        <label>Table 4</label>
        <caption>
          <p>Recent prevalence studies of common mental disorders in Sub-Saharan Africa.</p>
        </caption>
        <table>
          <thead>
            <tr>
              <th align="left" valign="middle">Country</th>
              <th align="left" valign="middle">Author</th>
              <th align="left" valign="middle">Setting</th>
              <th align="left" valign="middle">Number</th>
              <th align="left" valign="middle">Measure</th>
              <th align="left" valign="middle">Prevalence</th>
            </tr>
          </thead>
          <tbody>
            <tr style="border-top: solid thin">
              <td rowspan="2" align="left" valign="middle">Lesotho</td>
              <td rowspan="2" align="left" valign="middle">Hollifield <italic>et al</italic>. 1990</td>
              <td rowspan="2" align="left" valign="middle">Rural</td>
              <td rowspan="2" align="left" valign="middle">356</td>
              <td rowspan="2" align="left" valign="middle">DIS</td>
              <td align="left" valign="middle">23.5% F</td>
            </tr>
            <tr>
              <td align="left" valign="middle">14.7% M</td>
            </tr>
            <tr style="border-top: solid thin">
              <td align="left" valign="middle">Zimbabwe</td>
              <td align="left" valign="middle">Abas and Broadhead 1997</td>
              <td align="left" valign="middle">Urban</td>
              <td align="left" valign="middle">172</td>
              <td align="left" valign="middle">SSQ </td>
              <td align="left" valign="middle">15.7% F 1 month, 30.8% F 1 year</td>
            </tr>
            <tr style="border-top: solid thin">
              <td align="left" valign="middle">South Africa</td>
              <td align="left" valign="middle">Haavenaar <italic>et al</italic>. 2007</td>
              <td align="left" valign="middle">Periurban</td>
              <td align="left" valign="middle">209</td>
              <td align="left" valign="middle">SRQ</td>
              <td align="left" valign="middle">34.9% M and F </td>
            </tr>
            <tr style="border-top: solid thin">
              <td align="left" valign="middle">South Africa</td>
              <td align="left" valign="middle">Haavenaar <italic>et al</italic>. 2007</td>
              <td align="left" valign="middle">Rural</td>
              <td align="left" valign="middle">222</td>
              <td align="left" valign="middle">SRQ</td>
              <td align="left" valign="middle">27.0% M and F </td>
            </tr>
            <tr style="border-top: solid thin">
              <td align="left" valign="middle">South Africa</td>
              <td align="left" valign="middle">Hamad <italic>et al</italic>. 2008</td>
              <td align="left" valign="middle">Urban</td>
              <td align="left" valign="middle">257</td>
              <td align="left" valign="middle">CES-D</td>
              <td align="left" valign="middle">64.5% F, 50.4% M</td>
            </tr>
            <tr style="border-top: solid thin">
              <td rowspan="2" align="left" valign="middle">Nigeria</td>
              <td rowspan="2" align="left" valign="middle">Gureje <italic>et al</italic>. 2006</td>
              <td rowspan="2" align="left" valign="middle">Probability sample of 8 states</td>
              <td rowspan="2" align="left" valign="middle">4984</td>
              <td rowspan="2" align="left" valign="middle">CIDI</td>
              <td align="left" valign="middle">12.1% life time; 5.8% 12 month prevalence</td>
            </tr>
            <tr>
              <td align="left" valign="middle">M and F </td>
            </tr>
            <tr style="border-top: solid thin">
              <td align="left" valign="middle">Ethiopia</td>
              <td align="left" valign="middle">Tafari <italic>et al</italic>. 1991</td>
              <td align="left" valign="middle">Rural</td>
              <td align="left" valign="middle">2000</td>
              <td align="left" valign="middle">SRQ</td>
              <td align="left" valign="middle">11.2% M and F</td>
            </tr>
            <tr style="border-top: solid thin">
              <td align="left" valign="middle">Sudan</td>
              <td align="left" valign="middle">Rahim and Cederblad </td>
              <td align="left" valign="middle">Urban</td>
              <td align="left" valign="middle"> </td>
              <td align="left" valign="middle">SRQ/DSM III</td>
              <td align="left" valign="middle">16.6% M and F</td>
            </tr>
            <tr style="border-top: solid thin">
              <td rowspan="4" align="left" valign="middle">South Africa</td>
              <td rowspan="4" align="left" valign="middle">Stein <italic>et al</italic>. 2008</td>
              <td rowspan="4" align="left" valign="middle">National Probability Sample</td>
              <td rowspan="4" align="left" valign="middle">4433</td>
              <td rowspan="4" align="left" valign="middle">CIDI</td>
              <td align="left" valign="middle">9.8% Mood disorders</td>
            </tr>
            <tr>
              <td align="left" valign="middle">15.8% Anxiety disorders</td>
            </tr>
            <tr>
              <td align="left" valign="middle">Lifetime prevalence </td>
            </tr>
            <tr>
              <td align="left" valign="middle">M and F</td>
            </tr>
            <tr style="border-top: solid thin">
              <td align="left" valign="middle">Tanzania </td>
              <td align="left" valign="middle">Jenkins <italic>et al</italic>. 2010</td>
              <td align="left" valign="middle">Urban</td>
              <td align="left" valign="middle">899</td>
              <td align="left" valign="middle">CIS-R</td>
              <td align="left" valign="middle">3.1%</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <sec>
        <title>4.1. Risk Factors for CMD</title>
        <p>In the current study, there was no difference in the prevalence of CMD between genders. In Nigeria, Gureje and colleagues also failed to demonstrate a difference between genders and, although consistent with Britain [<xref ref-type="bibr" rid="B29-ijerph-09-01810">29</xref>] and other parts of the world such as Brazil [<xref ref-type="bibr" rid="B30-ijerph-09-01810">30</xref>], higher rates among women have been found in Africa including Zimbabwe [<xref ref-type="bibr" rid="B31-ijerph-09-01810">31</xref>], Ethiopia [<xref ref-type="bibr" rid="B32-ijerph-09-01810">32</xref>], and South Africa [<xref ref-type="bibr" rid="B33-ijerph-09-01810">33</xref>,<xref ref-type="bibr" rid="B34-ijerph-09-01810">34</xref>,<xref ref-type="bibr" rid="B35-ijerph-09-01810">35</xref>]. Similar to findings in Tanzania [<xref ref-type="bibr" rid="B26-ijerph-09-01810">26</xref>] older age (30+ years) was associated with higher odds of CMD compared to people aged 16–24, while in Ethiopia rates were highest in people aged 35–44 [<xref ref-type="bibr" rid="B32-ijerph-09-01810">32</xref>], and 50–64 in Nigeria [<xref ref-type="bibr" rid="B36-ijerph-09-01810">36</xref>]. Patel and colleagues [<xref ref-type="bibr" rid="B37-ijerph-09-01810">37</xref>], in four low- and middle- income countries, and Lima and colleagues [<xref ref-type="bibr" rid="B30-ijerph-09-01810">30</xref>] in Brazil also found higher rates in older age groups. In Britain, the peak age groups were 50–54 for men and 45–49 for women [<xref ref-type="bibr" rid="B38-ijerph-09-01810">38</xref>]. </p>
        <p>Marital status was not significantly associated with disorder. The lack of significant association is consistent with recent reports from Nigeria [<xref ref-type="bibr" rid="B36-ijerph-09-01810">36</xref>] and South Africa [<xref ref-type="bibr" rid="B33-ijerph-09-01810">33</xref>], although previous studies have found higher rates in the widowed, separated and divorced in a number of developing countries [<xref ref-type="bibr" rid="B37-ijerph-09-01810">37</xref>]. </p>
        <p>Co-morbidity between mental illness and physical illness is a common finding in epidemiological surveys in rich, middle and low income countries, and Kenya is no exception [<xref ref-type="bibr" rid="B39-ijerph-09-01810">39</xref>]. </p>
      </sec>
    </sec>
    <sec>
      <title>5. Limitations</title>
      <p>Although the response rate was satisfactory, we had a substantial amount of missing data resulting from the practical difficulties of maintaining adequate detailed supervision of a field exercise in rural Kenya with limited resource constraints. We also had higher than expected proportions of heads of household, indicating that sometimes the household members selected for interview had not been at random from an age ordered list, but rather preferentially of head of household. </p>
      <p>The missing data was largely in the later sections of the survey, such that we are unable to report on disability, life events, social networks, income and debt. In the earlier sections of the survey, missing data was less of a problem, and on exploring the data set with and without cases which had missing data, we found that the distribution of the CIS-R score was essentially similar using both approaches. Excluding cases with missing data resulted in a slightly higher prevalence rate of over 11%.</p>
    </sec>
    <sec sec-type="conclusions">
      <title>6. Conclusions</title>
      <p>The prevalence of CMD in Kenya of 10.8% makes it a significant contributor to the overall public health burden and, in a country where there is only 1 psychiatrist per 500,000 population, makes integration of mental health into primary care a crucial task [<xref ref-type="bibr" rid="B40-ijerph-09-01810">40</xref>,<xref ref-type="bibr" rid="B41-ijerph-09-01810">41</xref>]. </p>
    </sec>

  </body>
  <back>
    <ack>
      <title>Acknowledgements</title>
      <p>This work was supported by the UK Department of International Development.</p>
    </ack>
    <notes>
    <title>Conflict of Interest</title>
      <p>The authors declare no conflict of interest. </p>
    </notes>
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