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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">JDS</journal-id>
<journal-title-group><journal-title>Journal of Data Science</journal-title></journal-title-group>
<issn pub-type="epub">1683-8602</issn><issn pub-type="ppub">1680-743X</issn><issn-l>1680-743X</issn-l>
<publisher>
<publisher-name>School of Statistics, Renmin University of China</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">JDS1177</article-id>
<article-id pub-id-type="doi">10.6339/25-JDS1177</article-id>
<article-categories><subj-group subj-group-type="heading">
<subject>Statistical Data Science</subject></subj-group></article-categories>
<title-group>
<article-title>Restricted Mean Survival Time for a Randomized Study with Survival Outcome</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Shan</surname><given-names>Guogen</given-names></name><email xlink:href="mailto:gshan@ufl.edu">gshan@ufl.edu</email><xref ref-type="aff" rid="j_jds1177_aff_001">1</xref><xref ref-type="fn" rid="cor1">∗</xref>
</contrib>
<aff id="j_jds1177_aff_001"><label>1</label>Department of Biostatistics, <institution>University of Florida</institution>, Gainesville FL, 32610, <country>USA</country></aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><label>∗</label>Email: <ext-link ext-link-type="uri" xlink:href="mailto:gshan@ufl.edu">gshan@ufl.edu</ext-link>.</corresp>
</author-notes>
<pub-date pub-type="ppub"><year>2025</year></pub-date><pub-date pub-type="epub"><day>31</day><month>3</month><year>2025</year></pub-date><volume>23</volume><issue>3</issue><fpage>491</fpage><lpage>498</lpage><supplementary-material id="S1" content-type="archive" xlink:href="jds1177_s001.zip" mimetype="application" mime-subtype="x-zip-compressed">
<caption>
<title>Supplementary Material</title>
<p>The R function to compute simulated TIE and statistical power.</p>
</caption>
</supplementary-material><history><date date-type="received"><day>21</day><month>6</month><year>2024</year></date><date date-type="accepted"><day>17</day><month>3</month><year>2025</year></date></history>
<permissions><copyright-statement>2025 The Author(s). Published by the School of Statistics and the Center for Applied Statistics, Renmin University of China.</copyright-statement><copyright-year>2025</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>Open access article under the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">CC BY</ext-link> license.</license-p></license></permissions>
<abstract>
<p>When comparing two survival curves, three tests are widely used: the Cox proportional hazards test, the logrank test, and the Wilcoxon test. Despite their popularity in survival data analysis, there is no clear clinical interpretation especially when the proportional hazard assumption is not valid. Meanwhile, the restricted mean survival time (RMST) offers an intuitive and clinically meaningful interpretation. We compare these four tests with regards to statistical power under many configurations (e.g., proportional hazard, early benefit, delayed benefit, and crossing survivals) with data simulated from the Weibull distributions. We then use an example from a lung cancer trial to compare their required sample sizes. As expected, the CoxPH test is more powerful than others when the PH assumption is valid. The Wilcoxon test is often preferable when there is a decreasing trajectory in the event rate as time goes. The RMST test is much more powerful than others when a new treatment has early benefit. The recommended test(s) under each configuration are suggested in this article.</p>
</abstract>
<kwd-group>
<label>Keywords</label>
<kwd>Cox proportional hazards model</kwd>
<kwd>logrank test</kwd>
<kwd>randomized trial</kwd>
<kwd>restricted mean survival time</kwd>
<kwd>Wilcoxon test</kwd>
</kwd-group>
<funding-group><funding-statement>Research reported in this publication was supported by the National Institutes of Health under Award Number R01AG070849 and R03AG083207.</funding-statement></funding-group>
</article-meta>
</front>
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