<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="brief-report">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurol.</journal-id>
<journal-title>Frontiers in Neurology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurol.</abbrev-journal-title>
<issn pub-type="epub">1664-2295</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fneur.2018.00781</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Therapeutic Inertia in Multiple Sclerosis Care: A Study of Canadian Neurologists</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Saposnik</surname> <given-names>Gustavo</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/32823/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Montalban</surname> <given-names>Xavier</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Selchen</surname> <given-names>Daniel</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Terzaghi</surname> <given-names>Maria A.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Bakdache</surname> <given-names>Fabien</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Montoya</surname> <given-names>Alonso</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/604901/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Fruns</surname> <given-names>Manuel</given-names></name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Caceres</surname> <given-names>Fernando</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Oh</surname> <given-names>Jiwon</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Division of Neurology, Department of Medicine, St. Michael&#x00027;s Hospital, University of Toronto</institution>, <addr-line>Toronto, ON</addr-line>, <country>Canada</country></aff>
<aff id="aff2"><sup>2</sup><institution>Laboratory for Social and Neural Systems Research, Department of Economics, University of Zurich</institution>, <addr-line>Zurich</addr-line>, <country>Switzerland</country></aff>
<aff id="aff3"><sup>3</sup><institution>Li Ka Shing Knowledge Institute, St. Michael&#x00027;s Hospital, University of Toronto</institution>, <addr-line>Toronto, ON</addr-line>, <country>Canada</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Neurology-Neuroimmunology, Centre d&#x00027;Esclerosi M&#x000FA;ltiple de Catalunya (Cemcat), Hospital Universitari Vall d&#x00027;Hebron</institution>, <addr-line>Barcelona</addr-line>, <country>Spain</country></aff>
<aff id="aff5"><sup>5</sup><institution>Medical Affairs, Neuroscience, Hoffmann-La Roche Limited</institution>, <addr-line>Mississauga, ON</addr-line>, <country>Canada</country></aff>
<aff id="aff6"><sup>6</sup><institution>Clinica Las Condes</institution>, <addr-line>Santiago</addr-line>, <country>Chile</country></aff>
<aff id="aff7"><sup>7</sup><institution>Instituto de Investigacion en Neurosciencias Buenos Aires</institution>, <addr-line>Buenos Aires</addr-line>, <country>Argentina</country></aff>
<aff id="aff8"><sup>8</sup><institution>Department of Neurology, Johns Hopkins University</institution>, <addr-line>Baltimore, MD</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Jorge Matias-Guiu, Complutense University of Madrid, Spain</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Francisco Javier Carod Artal, NHS Highland, United Kingdom; Juli&#x000E1;n Benito Le&#x000F3;n, Hospital Universitario 12 De Octubre, Spain</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Gustavo Saposnik <email>gustavo.saposnik&#x00040;econ.uzh.ch</email>;<email>saposnikg&#x00040;smh.ca</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Multiple Sclerosis and Neuroimmunology, a section of the journal Frontiers in Neurology</p></fn></author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>09</month>
<year>2018</year>
</pub-date>
<pub-date pub-type="collection">
<year>2018</year>
</pub-date>
<volume>9</volume>
<elocation-id>781</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>08</month>
<year>2018</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>08</month>
<year>2018</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2018 Saposnik, Montalban, Selchen, Terzaghi, Bakdache, Montoya, Fruns, Caceres and Oh.</copyright-statement>
<copyright-year>2018</copyright-year>
<copyright-holder>Saposnik, Montalban, Selchen, Terzaghi, Bakdache, Montoya, Fruns, Caceres and Oh</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract><p><bold>Introduction:</bold> According to previous studies, therapeutic inertia (TI) may affect 7 out of 10 physicians who care for MS patients, particularly in countries where clinical guidelines are not widely used. Limited information is available on the prevalence of TI and its associated factors across Canada.</p>
<p><bold>Objectives:</bold> (i) To evaluate factors associated with TI amongst neurologists caring for MS patients across Canada; (ii) to compare the prevalence of TI observed in Canadian neurologists to the prevalence of TI observed in Argentinean, Chilean, and Spanish neurologists (historical controls from prior studies).</p>
<p><bold>Design:</bold> One hundred and eight neurologists with expertise in MS were invited to participate in an online study in Canada. Participants answered questions regarding their clinical practice, risk preferences, management of 10 simulated case-scenarios. The design of that study was similar to that of the prior studies completed in Argentina and Chile (<italic>n</italic> &#x0003D; 115). TI was defined as lack of treatment initiation or escalation when there was clear evidence of clinical and radiological disease activity (8 case-scenarios, 440 individual responses). A TI score was created &#x00026; defined as the number of case-scenarios that fit the TI criteria over the total number of presented cases (score range from 0 to 8), with a higher score corresponding to a higher TI. TI scores observed in the Canadian study were compared with those observed in Argentina and Chile, as both studies followed the same design, case-scenarios and methodologies. Predictors of TI included demographic data, MS specialist vs. general neurologist, practice setting, years of practice, volume of MS patients and risk preferences.</p>
<p><bold>Results:</bold> Fifty-five Canadian neurologists completed the study (completion rate: 50.9%). The mean age (&#x000B1;SD) was 38.3 (&#x000B1;15) years; 47.3% of the participants were female and 56.4% self-identified as MS specialists. Overall, 54 of 440 (12.3%) individual responses were classified as TI. 60% of participants displayed TI in at least one case-scenario. The mean TI score across Canada [0.98 (SD &#x0003D; 1.15)] was significantly lower than the TI score observed in the Argentinean-Chilean [1.82 (SD &#x0003D; 1.47); <italic>p</italic> &#x0003C; 0.001] study. The multivariable analysis revealed that older age (<italic>p</italic> &#x0003D; 0.018), years of experience (<italic>p</italic> &#x0003D; 0.04) and willingness to risk further disease progression by avoiding treatment initiation or treatment change (<italic>p</italic> &#x0003D; 0.043) were independent predictors of TI.</p>
<p><bold>Conclusions:</bold> TI in Canada was observed in 6 out of 10 neurologists, affecting on average 1 in 8 therapeutic decisions in MS care. TI in Canada is significantly lower than in the other studied countries. Factors associated with TI include older age, lower years of experience, and willingness to risk disease progression by avoiding treatment initiation or treatment change. Differences in clinical practice patterns and adherence/access to accepted MS guidelines may explain how TI in Canada differs significantly from TI in Argentina-Chile.</p></abstract>
<kwd-group>
<kwd>multiple sclerosis</kwd>
<kwd>disease-modifying therapy</kwd>
<kwd>therapeutic inertia</kwd>
<kwd>neuroeconomics</kwd>
<kwd>decision making</kwd>
<kwd>risk</kwd>
<kwd>Canada</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="27"/>
<page-count count="6"/>
<word-count count="4016"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Background</title>
<p>Multiple sclerosis (MS) is (<xref ref-type="bibr" rid="B1">1</xref>) one of the most prevalent demyelinating conditions affecting nearly 100,000 people across Canada. On average, 8 women and 3 men are diagnosed with MS every day in Canada (<xref ref-type="bibr" rid="B2">2</xref>).</p>
<p>Therapeutic decisions in MS are cognitively demanding and a complex task partly because of the wide variety of available disease modifying agents that are each associated with different efficacy and safety profiles (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). Furthermore, MS treatment options available in Canada have doubled in the last 10 years (<xref ref-type="bibr" rid="B5">5</xref>). Given the limited training that physicians are exposed to with respect to risk management and decision-making processes, in dynamic treatment landscapes, treatment decisions may be inadequate, leading to suboptimal patient care and overall poorer outcomes (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). It can also be challenging for neurologists to balance the immediate management of treatment side effects (<xref ref-type="bibr" rid="B8">8</xref>) with the longer-term risks of MS disease progression and on the patient and on society (<xref ref-type="bibr" rid="B9">9</xref>). A more proactive management strategy, including earlier use of high-efficacy DMTs and close monitoring of the clinical and radiological response to treatment is recommended to slow the progression of physical and cognitive impairments in patients with relapsing-remitting multiple sclerosis (RRMS) (<xref ref-type="bibr" rid="B10">10</xref>&#x02013;<xref ref-type="bibr" rid="B12">12</xref>). Treatment escalation has been shown to reducing relapse rates, disability progression, and MRI activity (<xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>Therapeutic inertia (TI) is a term which was introduced in 2006 to define the absence of treatment initiation or intensification in patients when treatment goals are unmet (<xref ref-type="bibr" rid="B14">14</xref>&#x02013;<xref ref-type="bibr" rid="B16">16</xref>). In the context of MS, TI is defined as the lack of treatment initiation or escalation when there is evidence of disease activity, based on clinical course and neuroimaging markers (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>). TI usually affects 30&#x02013;70% of clinicians caring for patients with chronic conditions (<xref ref-type="bibr" rid="B14">14</xref>&#x02013;<xref ref-type="bibr" rid="B16">16</xref>). Physician factors (e.g., low tolerance to uncertainty, status quo bias) are considered to be the main contributors to TI, but remain poorly studied in MS (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>).</p>
<p>We hypothesized that TI affects at least 50% of Canadian Neurologists but lower than in other countries, with personal attributes (e.g., age, risk preferences) influencing treatment decisions.</p>
<p>Accordingly, our goals were: (i) To evaluate factors associated with TI amongst neurologists caring for MS patients across Canada; (ii) to compare the prevalence of TI in neurologists in Canada to TI observed in neurologists from Argentina and Chile (historical controls from prior studies).</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec>
<title>Study design and participants</title>
<p>We conducted a cross-sectional study using an online platform (Qualtrics.com). The study consisted of 10 MS case-vignettes and 2 behavioral experiments, which were administered to Canadian practicing neurologists between Dec 18, 2017 and May 4, 2018. Case-scenarios were designed by our research team and MS experts (GS, JO, DS, and XM). Overall, 8 cases were designed to assess appropriate escalation of treatment (where an absence of treatment change corresponds to TI), while the remaining 2 cases were designed to assess overtreatment (treatment change when there was no evidence of disease activity).</p>
<p>Behavioral experiments were designed to assess risk preferences in the health and financial domains as previously reported by our group (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>). Specifically, participants were asked what would be the minimal payoff that they would consider over the equiprobable gamble of winning either 400 or 0 dollars (expected value of 200 dollars). The degree of risk aversion of each individual corresponded to the difference between the expected value of the risky option (200 dollars) and each participant&#x00027;s response (proxy of certainty equivalent) (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B20">20</xref>).</p>
<p>A similar strategy was used to evaluate risk preference in the health domain. Participants were asked what minimum number of years of survival without treatment they would choose for their patient over a guaranteed 20-year survival treatment associated with a 20% probability of experiencing a side effect that may require hospitalization. The first choice reflects individuals who are averse to starting treatment, and are willing to accept a lower lifespan without treatment. Values lower than 10 healthy-years of survival would represent aversion to the risks of treatment, whereas higher values would represent risk-prone individuals. A study with a similar protocol and design was conducted in Argentina and Chile in 2017 (<xref ref-type="bibr" rid="B22">22</xref>). Details of the protocol were published in previous publications (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B20">20</xref>).</p>
<sec>
<title>Participants</title>
<p>Practicing neurologists actively involved in the care of patients with MS from across Canada were invited to participate in our study by the Canadian Consortium of MS clinics and Neuro-sens (Neuro-sens.com). Physicians whose practice was primarily in caring for MS patients were classified as &#x0201C;MS specialists.&#x0201D; All participants received compensation for completing the survey.</p>
</sec>
<sec>
<title>Definitions</title>
<p>For the primary analysis, we used an accepted definition of disease activity that would prompt to treatment initiation or escalation (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>). Disease activity was defined as the presence of a clinical relapse plus the presence of more than four new brain lesions in follow-up magnetic resonance imaging (MRI) scans or at least one gadolinium-enhancing lesion (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>). The use of these definitions combining a clinical relapse and MRI activity is consistent with recent evidence regarding the risk of treatment failure among patients receiving interferon-&#x003B2; (<xref ref-type="bibr" rid="B25">25</xref>). Disease progression was defined as at least one point worsening from baseline in the Expanded Disability Status Scale (EDSS) score (<xref ref-type="bibr" rid="B26">26</xref>).</p>
<p>Recent meta-analysis confirmed that alemtuzumab, natalizumab, and fingolimod are the best available choices for preventing clinical relapses in patients with RRMS (<xref ref-type="bibr" rid="B27">27</xref>). The current landscape of DMTs for the treatment of RRMS includes first-line therapies (beta interferons, glatiramer acetate, teriflunomide, and dimethyl fumarate) and second-line therapies (fingolimod, natalizumab, alemtuzumab, etc.) as recently summarized in a consensus algorithm (<xref ref-type="bibr" rid="B3">3</xref>). For the present analysis, we used the aforementioned scheme according to the current clinical practice (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B18">18</xref>). Data from historical controls were obtained from previous/in press publications (<xref ref-type="bibr" rid="B22">22</xref>).</p>
</sec>
<sec>
<title>Outcome measures</title>
<p>The primary outcome of the study was the proportion of participants who exhibited TI.</p>
<p>TI was determined as a score and as a categorical variable. We created a TI score to represent the number of case scenarios where treatment initiation or escalation was warranted (numerator) divided by the total number of case-scenarios that measured TI (denominator; <italic>n</italic> &#x0003D; 8). TI as a categorical variable (presence/absence) was determined as the lack treatment initiation or escalation given disease activity in at least one case scenario.</p>
<p>Secondary outcome measures included the association between clinical variables and risk preference with TI score.</p>
</sec>
</sec>
<sec>
<title>Statistical analysis</title>
<p>The primary analysis was a descriptive assessment of the presence of TI (categorical) and TI score. We then compared the TI score obtained from Canadian participants with the TI scores obtained from other countries (given the identical case-scenarios, definitions, and methodologies) using a Fisher&#x00027;s exact test. Risk assessment in the health domain was assessed using the median split. A multivariate regression analysis was completed to determine the association between physicians&#x00027; characteristics with the primary outcome of interest (TI score). We included the following explanatory variables: age, gender, MS patients seen per week, practice setting (academic vs. non-academic), proportion of time devoted to clinical care, co-author in a peer reviewed publication within the last 12 months (yes/no), and risk preferences. All tests were 2-tailed, and <italic>p</italic> &#x0003C; 0.05 were considered significant. We used STATA 13 (College Station, TX: StataCorp LP) to conduct all analyses.</p>
<p>The study was approved by the Research Ethics Board of St. Michael&#x00027;s Hospital, University of Toronto, Canada.</p>
<p>Online informed consent was obtained from all participants.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>Of the 108 neurologists from across Canada who were invited to participate in the study, 78 cooperated (cooperation rate: 72.2%) and 55 (completion rate: 50.9%) completed the study. We found no significant difference in age, sex, and years of experience between participants who completed and those who did not complete the study.</p>
<p>Overall, the mean age (SD) was 38.3 (&#x000B1;14.9) years; 26 (47.3%) were female. Thirty-one participants (56.4%) primarily focused their practice on MS care. On average, participants had 13 (&#x000B1;11.2) years of experience and assessed 22.2 (&#x000B1;14.6) MS patients per week. Table <xref ref-type="table" rid="T1">1</xref> summarizes baseline characteristics of the study population.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Baseline characteristics of participants.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"><bold>Characteristics</bold></th>
<th valign="top" align="center"><bold>Total (%) <italic>n</italic> &#x0003D; 55</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><bold>Age</bold> (mean &#x000B1; SD), in years</td>
<td valign="top" align="center">38.3 &#x000B1; 14.9</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Sex</bold></td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">26 (47.3)</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Specialty</bold></td>
</tr>
<tr>
<td valign="top" align="left">MS specialists</td>
<td valign="top" align="center">31 (56.4)</td>
</tr>
<tr>
<td valign="top" align="left">General Neurologists who care for MS patients</td>
<td valign="top" align="center">24 (43.6)</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Practice setting</bold></td>
</tr>
<tr>
<td valign="top" align="left">Academic</td>
<td valign="top" align="center">41 (74.6)</td>
</tr>
<tr>
<td valign="top" align="left">Community</td>
<td valign="top" align="center">14 (24.4)</td>
</tr>
<tr>
<td valign="top" align="left"><bold>% time in clinical practice</bold></td>
<td/>
</tr>
<tr>
<td valign="top" align="left">50&#x02013;74% of their time</td>
<td valign="top" align="center">22 (40.0)</td>
</tr>
<tr>
<td valign="top" align="left">&#x0003E;75%</td>
<td valign="top" align="center">30 (54.6)</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Years in practice</bold>, mean (&#x000B1;SD)</td>
<td valign="top" align="center">13.3 &#x000B1;11.2</td>
</tr>
<tr>
<td valign="top" align="left"><bold>MS patients seen per week</bold>, mean (&#x000B1;SD)</td>
<td valign="top" align="center">22.2 &#x000B1; 14.6</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Author of a peer-reviewed publication in the last 12 months</bold></td>
<td valign="top" align="center">31 (56.4)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Numbers in brackets indicate percentages, unless otherwise indicated</italic>.</p>
</table-wrap-foot>
</table-wrap>
<p>TI was present in 60.0% of participants in at least one case scenario. Thirteen participants (23.6%) showed TI in two or more case-scenarios. The mean TI score was 0.98 (&#x000B1;1.15). The analysis of individual responses revealed that TI was present in 12.3% of participants&#x00027; responses (54/440).</p>
<p>For the risk assessment, the median value was 200 dollars (interquartile range 200&#x02013;220) of safe earnings (instead of the 50/50 gamble of winning $400/$0), and 15 years (interquartile range 15&#x02013;16) of survival without treatment. Participants who chose over 15 healthy years of survival without treatment (instead of 20 years with a 20% probability of side effects) had higher TI scores (mean TI score 1.47 vs. 0.73; <italic>p</italic> &#x0003D; 0.03). There were no differences in the TI score by risk assessment in the financial domain (mean TI score 1.06 vs. 0.95; <italic>p</italic> &#x0003D; 0.74).</p>
<p>The multivariate analysis revealed that older age (&#x003B2; 0.05, 95%CI 0.008&#x02013;0.085; <italic>p</italic> &#x0003D; 0.018), less years of experience (&#x003B2; -0.06, 95%CI -0.11 to -0.03; <italic>p</italic> &#x0003D; 0.04) and inclination to opt for no treatment change when there is a risk of disease progression (&#x003B2; 0.10, 95%CI 0.01&#x02013;0.19; <italic>p</italic> &#x0003D; 0.043) were independent predictors of TI (Figure <xref ref-type="fig" rid="F1">1</xref>).</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Plots between factors associated TI scores <bold>(A)</bold> and TI score vs. predicted values by the model <bold>(B)</bold>. Note the direct relationship between age and propensity to take risks (by selecting the no treatment option) in the health domain and TI scores. Conversely, the lower the clinical experience (years of practice) the higher the TI scores <bold>(A)</bold>. The fitted model showed a linear relationship between TI scores and the predicted values <bold>(B)</bold>.</p></caption>
<graphic xlink:href="fneur-09-00781-g0001.tif"/>
</fig>
<sec>
<title>TI score in canada compared with historical controls</title>
<p>The TI score among Canadian participants was significantly lower than the TI scores of historical controls. For instance, the TI score in the Argentinian-Chilean cohort (<italic>n</italic> &#x0003D; 115) was 1.82 &#x000B1; 1.47 (<italic>p</italic> &#x02264; 0.001).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>TI is a common phenomenon in the management of MS patients (<xref ref-type="bibr" rid="B4">4</xref>). In the present study comprising neurologists with expertise in MS care from across Canada, TI was observed in 6 out of 10 participants. On average, for every 8 case-scenarios that warranted treatment escalation (or initiation), TI was demonstrated in one case. Factors most relevant to demonstrating TI were older age, lower years of experience, and willingness to accept risks of disease progression by avoiding treatment change in spite of the availability of more effective treatments.</p>
<p>Of interest is the comparison of TI in neurologists from Canada vs. that of neurologists from other countries (Argentina, Chile, and Spain) (<xref ref-type="bibr" rid="B22">22</xref>). Our analysis revealed that Canadian participants had a significantly lower TI. The underlying causes are unknown and warrant further studies. Cultural and practice-based differences, adherence to MS guidelines, and policy funding for DMTs may potentially explain our findings.</p>
<p>Our study has some limitations. First, the sample size is small, but representative of prescribers of MS agents from across Canada. Second, some participants&#x00027; responses may reflect local administrative or health policy limitations in the prescription of disease modifying agents. Third, we were not able to compare baseline differences among countries to identify potential explanatory factors influencing TI.</p>
<p>Despite these limitations, our study suggests that TI affects at least 6 out of 10 neurologists caring for MS patients and is observed as frequently as 1 in 8 case-presentations when evidence of disease activity warranting treatment intensification. These findings, if confirmed in larger studies, have significant implications from a clinical care perspective, and suggest that educational interventions targeting the identified factors that influence TI may be warranted.</p>
<p>Future directions would include a larger study including several countries to identify factors and health system differences influencing TI. Moreover, future studies should also identify how neurologists weigh different factors (e.g., years since the MS diagnosis, number and severity of relapses, MRI findings, patients&#x00027; preferences etc.) when making therapeutic decisions. Such information could help improve our understanding of clinical decision making in MS and may inform educational interventions that can ultimately lead to better outcomes in MS care.</p>
</sec>
<sec id="s5">
<title>Disclosure</title>
<p>GS is supported by the Heart and Stroke Foundation Career Scientist Awards following an open peer-reviewed competition. JO has received research funding from the MS Society of Canada, National MS Society, Brain Canada, and Biogen-Idec. JO has received personal compensation for consulting or speaking from EMD-Serono, Sanofi-Genzyme, Biogen-Idec, Roche, and Novartis.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>GS: study concept and design, creation of the educational intervention, acquisition of data, analysis and interpretation of the data, and obtaining funding. MT: study implementation, interpretation of the data, and critical revision of the manuscript for intellectual content. FB, DS, and AM: interpretation of the data, critical revision of the manuscript for intellectual content. FC and MF: critical revision of the manuscript for intellectual content. XM and JO: supervision of MS case-scenarios, interpretation of the data, critical revision of the manuscript for intellectual content.</p>
<sec>
<title>Conflict of interest statement</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</sec>
</body>
<back>
<ack><p>The authors are most grateful to all physicians participating in the study.</p>
<p>We appreciate the support from the Department of Economics at the University of Zurich by facilitating access to Qualtrics platform.</p>
</ack>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lucchinetti</surname> <given-names>C</given-names></name> <name><surname>Bruck</surname> <given-names>W</given-names></name> <name><surname>Parisi</surname> <given-names>J</given-names></name> <name><surname>Scheithauer</surname> <given-names>B</given-names></name> <name><surname>Rodriguez</surname> <given-names>M</given-names></name> <name><surname>Lassmann</surname> <given-names>H</given-names></name></person-group>. <article-title>Heterogeneity of multiple sclerosis lesions: implications for the pathogenesis of demyelination</article-title>. <source>Ann Neurol.</source> (<year>2000</year>) <volume>47</volume>:<fpage>707</fpage>&#x02013;<lpage>17</lpage>. <pub-id pub-id-type="doi">10.1002/1531-8249(200006)47:6&#x0003C;707::AID-ANA3&#x0003E;3.0.CO;2-Q</pub-id><pub-id pub-id-type="pmid">10852536</pub-id></citation></ref>
<ref id="B2">
<label>2.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mata-Cases</surname> <given-names>M</given-names></name> <name><surname>Franch-Nadal</surname> <given-names>J</given-names></name> <name><surname>Real</surname> <given-names>J</given-names></name> <name><surname>Gratacos</surname> <given-names>M</given-names></name> <name><surname>Lopez-Simarro</surname> <given-names>F</given-names></name> <name><surname>Khunti</surname> <given-names>K</given-names></name> <etal/></person-group>. <article-title>Therapeutic inertia in patients treated with two or more antidiabetics in primary care: Factors predicting intensification of treatment</article-title>. <source>Diabetes Obes Metab.</source> (<year>2018</year>) <volume>20</volume>:<fpage>103</fpage>&#x02013;<lpage>12</lpage>. <pub-id pub-id-type="doi">10.1111/dom.13045</pub-id><pub-id pub-id-type="pmid">28656746</pub-id></citation></ref>
<ref id="B3">
<label>3.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Freedman</surname> <given-names>MS</given-names></name> <name><surname>Selchen</surname> <given-names>D</given-names></name> <name><surname>Prat</surname> <given-names>A</given-names></name> <name><surname>Giacomini</surname> <given-names>PS</given-names></name></person-group>. <article-title>Managing multiple sclerosis: treatment initiation, modification, and sequencing</article-title>. <source>Can J Neurol Sci</source>. (<year>2018</year>) <fpage>1</fpage>&#x02013;<lpage>15</lpage>. <pub-id pub-id-type="doi">10.1017/cjn.2018.17</pub-id><pub-id pub-id-type="pmid">29893652</pub-id> [Epub ahead of print].</citation></ref>
<ref id="B4">
<label>4.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Saposnik</surname> <given-names>G</given-names></name> <name><surname>Montalban</surname> <given-names>X</given-names></name></person-group>. <article-title>Therapeutic inertia in the new landscape of multiple sclerosis care</article-title>. <source>Front Neurol.</source> (<year>2018</year>) <volume>9</volume>:<fpage>174</fpage>. <pub-id pub-id-type="doi">10.3389/fneur.2018.00174</pub-id><pub-id pub-id-type="pmid">29615967</pub-id></citation></ref>
<ref id="B5">
<label>5.</label>
<citation citation-type="web"><person-group person-group-type="author"><collab>MS Society of Canada 2018</collab></person-group>. Available online at: <ext-link ext-link-type="uri" xlink:href="https://mssociety.ca/managing-ms/treatments/medications/disease-modifying-therapies-dmts">https://mssociety.ca/managing-ms/treatments/medications/disease-modifying-therapies-dmts</ext-link></citation></ref>
<ref id="B6">
<label>6.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dijkstra</surname> <given-names>IS</given-names></name> <name><surname>Pols</surname> <given-names>J</given-names></name> <name><surname>Remmelts</surname> <given-names>P</given-names></name> <name><surname>Brand</surname> <given-names>PL</given-names></name></person-group>. <article-title>Preparedness for practice: a systematic cross-specialty evaluation of the alignment between postgraduate medical education and independent practice</article-title>. <source>Med Teach.</source> (<year>2015</year>) <volume>37</volume>:<fpage>153</fpage>&#x02013;<lpage>61</lpage>. <pub-id pub-id-type="doi">10.3109/0142159X.2014.929646</pub-id><pub-id pub-id-type="pmid">25003784</pub-id></citation></ref>
<ref id="B7">
<label>7.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Monrouxe</surname> <given-names>LV</given-names></name> <name><surname>Grundy</surname> <given-names>L</given-names></name> <name><surname>Mann</surname> <given-names>M</given-names></name> <name><surname>John</surname> <given-names>Z</given-names></name> <name><surname>Panagoulas</surname> <given-names>E</given-names></name> <name><surname>Bullock</surname> <given-names>A</given-names></name> <etal/></person-group>. <article-title>How prepared are UK medical graduates for practice? A rapid review of the literature 2009-2014</article-title>. <source>BMJ Open</source> (<year>2017</year>) <volume>7</volume>:<fpage>e013656</fpage>. <pub-id pub-id-type="doi">10.1136/bmjopen-2016-013656</pub-id><pub-id pub-id-type="pmid">28087554</pub-id></citation></ref>
<ref id="B8">
<label>8.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Oh</surname> <given-names>J</given-names></name> <name><surname>Gagne-Brosseau</surname> <given-names>MS</given-names></name> <name><surname>Guenette</surname> <given-names>M</given-names></name> <name><surname>Larochelle</surname> <given-names>C</given-names></name> <name><surname>Lemieux</surname> <given-names>F</given-names></name> <name><surname>Menon</surname> <given-names>S</given-names></name> <etal/></person-group>. <article-title>Toward a shared-care model of relapsing-remitting multiple sclerosis: role of the primary care practitioner</article-title>. <source>Can J Neurol Sci.</source> (<year>2018</year>) <volume>45</volume>:<fpage>304</fpage>&#x02013;<lpage>12</lpage>. <pub-id pub-id-type="doi">10.1017/cjn.2018.7</pub-id><pub-id pub-id-type="pmid">29756588</pub-id></citation></ref>
<ref id="B9">
<label>9.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Landfeldt</surname> <given-names>E</given-names></name> <name><surname>Castelo-Branco</surname> <given-names>A</given-names></name> <name><surname>Svedbom</surname> <given-names>A</given-names></name> <name><surname>Lofroth</surname> <given-names>E</given-names></name> <name><surname>Kavaliunas</surname> <given-names>A</given-names></name> <name><surname>Hillert</surname> <given-names>J</given-names></name></person-group>. <article-title>The long-term impact of early treatment of multiple sclerosis on the risk of disability pension</article-title>. <source>J Neurol.</source> (<year>2018</year>) <volume>265</volume>:<fpage>701</fpage>&#x02013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1007/s00415-018-8764-4</pub-id><pub-id pub-id-type="pmid">29392457</pub-id></citation></ref>
<ref id="B10">
<label>10.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Noyes</surname> <given-names>K</given-names></name> <name><surname>Weinstock-Guttman</surname> <given-names>B</given-names></name></person-group>. <article-title>Impact of diagnosis and early treatment on the course of multiple sclerosis</article-title>. <source>Am J Manag Care</source> (<year>2013</year>) <volume>19</volume>(<supplement>17 Suppl.</supplement>):<fpage>s321</fpage>&#x02013;<lpage>31</lpage>. <pub-id pub-id-type="pmid">24494633</pub-id></citation></ref>
<ref id="B11">
<label>11.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sormani</surname> <given-names>MP</given-names></name> <name><surname>Rio</surname> <given-names>J</given-names></name> <name><surname>Tintore</surname> <given-names>M</given-names></name> <name><surname>Signori</surname> <given-names>A</given-names></name> <name><surname>Li</surname> <given-names>D</given-names></name> <name><surname>Cornelisse</surname> <given-names>P</given-names></name> <etal/></person-group>. <article-title>Scoring treatment response in patients with relapsing multiple sclerosis</article-title>. <source>Mult Scler.</source> (<year>2013</year>) <volume>19</volume>:<fpage>605</fpage>&#x02013;<lpage>12</lpage>. <pub-id pub-id-type="doi">10.1177/1352458512460605</pub-id><pub-id pub-id-type="pmid">23012253</pub-id></citation></ref>
<ref id="B12">
<label>12.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Duquette</surname> <given-names>P</given-names></name> <name><surname>Giacomini</surname> <given-names>PS</given-names></name> <name><surname>Bhan</surname> <given-names>V</given-names></name> <name><surname>Hohol</surname> <given-names>M</given-names></name> <name><surname>Schecter</surname> <given-names>R</given-names></name></person-group>. <article-title>Balancing early aggression against risk of progression in multiple sclerosis</article-title>. <source>Can J Neurol Sci.</source> (<year>2016</year>) <volume>43</volume>:<fpage>33</fpage>&#x02013;<lpage>43</lpage>. <pub-id pub-id-type="doi">10.1017/cjn.2015.302</pub-id><pub-id pub-id-type="pmid">26611431</pub-id></citation></ref>
<ref id="B13">
<label>13.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Prosperini</surname> <given-names>L</given-names></name> <name><surname>Gianni</surname> <given-names>C</given-names></name> <name><surname>Leonardi</surname> <given-names>L</given-names></name> <name><surname>De</surname> <given-names>Giglio L</given-names></name> <name><surname>Borriello</surname> <given-names>G</given-names></name> <name><surname>Galgani</surname> <given-names>S</given-names></name> <etal/></person-group>. <article-title>Escalation to natalizumab or switching among immunomodulators in relapsing multiple sclerosis</article-title>. <source>Mult Scler.</source> (<year>2012</year>) <volume>18</volume>:<fpage>64</fpage>&#x02013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1177/1352458511417481</pub-id></citation></ref>
<ref id="B14">
<label>14.</label>
<citation citation-type="book"><person-group person-group-type="author"><name><surname>O&#x00027;Connor</surname> <given-names>PJ</given-names></name> <name><surname>Sperl-Hillen</surname> <given-names>JAM</given-names></name> <name><surname>Johnson</surname> <given-names>PE</given-names></name> <name><surname>Rush</surname> <given-names>WA</given-names></name> <name><surname>Biltz</surname> <given-names>G</given-names></name></person-group>. <article-title>Clinical inertia and outpatient medical errors</article-title>. In: <person-group person-group-type="editor"><name><surname>Henriksen</surname> <given-names>K</given-names></name> <name><surname>Battles</surname> <given-names>JB</given-names></name> <name><surname>Marks</surname> <given-names>ES</given-names></name> <name><surname>Lewin</surname> <given-names>DI</given-names></name></person-group> editors. <source>Advances in Patient Safety: From Research to Implementation (Volume 2: Concepts and Methodology). Advances in Patient Safety.</source> <publisher-loc>Rockville, MD</publisher-loc>: <publisher-name>Agency for Healthcare Research and Quality (AHRQ)</publisher-name> (<year>2005</year>).</citation></ref>
<ref id="B15">
<label>15.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mohan</surname> <given-names>AV</given-names></name> <name><surname>Phillips</surname> <given-names>LS</given-names></name></person-group>. <article-title>Clinical inertia and uncertainty in medicine</article-title>. <source>JAMA</source> (<year>2011</year>) <volume>306</volume>:<fpage>383</fpage>; author reply 383&#x02013;4. <pub-id pub-id-type="doi">10.1001/jama.2011.1044</pub-id><pub-id pub-id-type="pmid">21791686</pub-id></citation></ref>
<ref id="B16">
<label>16.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Okonofua</surname> <given-names>EC</given-names></name> <name><surname>Simpson</surname> <given-names>KN</given-names></name> <name><surname>Jesri</surname> <given-names>A</given-names></name> <name><surname>Rehman</surname> <given-names>SU</given-names></name> <name><surname>Durkalski</surname> <given-names>VL</given-names></name> <name><surname>Egan</surname> <given-names>BM</given-names></name></person-group>. <article-title>Therapeutic inertia is an impediment to achieving the healthy people 2010 blood pressure control goals</article-title>. <source>Hypertension</source> (<year>2006</year>) <volume>47</volume>:<fpage>345</fpage>&#x02013;<lpage>51</lpage>. <pub-id pub-id-type="doi">10.1161/01.HYP.0000200702.76436.4b</pub-id><pub-id pub-id-type="pmid">16432045</pub-id></citation></ref>
<ref id="B17">
<label>17.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Saposnik</surname> <given-names>G</given-names></name> <name><surname>Sempere</surname> <given-names>AP</given-names></name> <name><surname>Raptis</surname> <given-names>R</given-names></name> <name><surname>Prefasi</surname> <given-names>D</given-names></name> <name><surname>Selchen</surname> <given-names>D</given-names></name> <name><surname>Maurino</surname> <given-names>J</given-names></name></person-group>. <article-title>Decision making under uncertainty, therapeutic inertia, and physicians&#x00027; risk preferences in the management of multiple sclerosis (DIScUTIR MS)</article-title>. <source>BMC Neurol.</source> (<year>2016</year>) <volume>16</volume>:<fpage>58</fpage>. <pub-id pub-id-type="doi">10.1186/s12883-016-0577-4</pub-id><pub-id pub-id-type="pmid">27146451</pub-id></citation></ref>
<ref id="B18">
<label>18.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Freedman</surname> <given-names>MS</given-names></name> <name><surname>Selchen</surname> <given-names>D</given-names></name> <name><surname>Arnold</surname> <given-names>DL</given-names></name> <name><surname>Prat</surname> <given-names>A</given-names></name> <name><surname>Banwell</surname> <given-names>B</given-names></name> <name><surname>Yeung</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Treatment optimization in MS: Canadian MS Working Group updated recommendations</article-title>. <source>Can J Neurol Sci.</source> (<year>2013</year>) <volume>40</volume>:<fpage>307</fpage>&#x02013;<lpage>23</lpage>. <pub-id pub-id-type="doi">10.1017/S0317167100014244</pub-id><pub-id pub-id-type="pmid">23603165</pub-id></citation></ref>
<ref id="B19">
<label>19.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lebeau</surname> <given-names>JP</given-names></name> <name><surname>Cadwallader</surname> <given-names>JS</given-names></name> <name><surname>Aubin-Auger</surname> <given-names>I</given-names></name> <name><surname>Mercier</surname> <given-names>A</given-names></name> <name><surname>Pasquet</surname> <given-names>T</given-names></name> <name><surname>Rusch</surname> <given-names>E</given-names></name> <etal/></person-group>. <article-title>The concept and definition of therapeutic inertia in hypertension in primary care: a qualitative systematic review</article-title>. <source>BMC Fam Pract.</source> (<year>2014</year>) <volume>15</volume>:<fpage>130</fpage>. <pub-id pub-id-type="doi">10.1186/1471-2296-15-130</pub-id><pub-id pub-id-type="pmid">24989986</pub-id></citation></ref>
<ref id="B20">
<label>20.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Saposnik</surname> <given-names>G</given-names></name> <name><surname>Sempere</surname> <given-names>AP</given-names></name> <name><surname>Prefasi</surname> <given-names>D</given-names></name> <name><surname>Selchen</surname> <given-names>D</given-names></name> <name><surname>Ruff</surname> <given-names>CC</given-names></name> <name><surname>Maurino</surname> <given-names>J</given-names></name> <etal/></person-group>. <article-title>Decision-making in multiple sclerosis: the role of aversion to ambiguity for therapeutic inertia among neurologists (DIScUTIR MS)</article-title>. <source>Front Neurol.</source> (<year>2017</year>) <volume>8</volume>:<fpage>65</fpage>. <pub-id pub-id-type="doi">10.3389/fneur.2017.00065</pub-id><pub-id pub-id-type="pmid">28298899</pub-id></citation></ref>
<ref id="B21">
<label>21.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Anderson</surname> <given-names>LR</given-names></name> <name><surname>Mellor</surname> <given-names>JM</given-names></name></person-group>. <article-title>Predicting health behaviors with an experimental measure of risk preference</article-title>. <source>J Health Econ.</source> (<year>2008</year>) <volume>27</volume>:<fpage>1260</fpage>&#x02013;<lpage>74</lpage>. <pub-id pub-id-type="doi">10.1016/j.jhealeco.2008.05.011</pub-id><pub-id pub-id-type="pmid">18621427</pub-id></citation></ref>
<ref id="B22">
<label>22.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Saposnik</surname> <given-names>G</given-names></name> <name><surname>Maurino</surname> <given-names>J</given-names></name> <name><surname>Sempere</surname> <given-names>AP</given-names></name> <name><surname>Terzaghi</surname> <given-names>MA</given-names></name> <name><surname>Ruff</surname> <given-names>CC</given-names></name> <name><surname>Mamdani</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Overcoming therapeutic inertia in multiple sclerosis care: a pilot randomized trial applying the traffic light system in medical education</article-title>. <source>Front Neurol.</source> (<year>2017</year>) <volume>8</volume>:<fpage>430</fpage>. <pub-id pub-id-type="doi">10.3389/fneur.2017.00430</pub-id><pub-id pub-id-type="pmid">28871238</pub-id></citation></ref>
<ref id="B23">
<label>23.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Prosperini</surname> <given-names>L</given-names></name> <name><surname>Mancinelli</surname> <given-names>CR</given-names></name> <name><surname>De</surname> <given-names>Giglio L</given-names></name> <name><surname>De Angelis</surname> <given-names>F</given-names></name> <name><surname>Barletta</surname> <given-names>V</given-names></name> <name><surname>Pozzilli</surname> <given-names>C</given-names></name></person-group>. <article-title>Interferon beta failure predicted by EMA criteria or isolated MRI activity in multiple sclerosis</article-title>. <source>Mult Scler.</source> (<year>2014</year>) <volume>20</volume>:<fpage>566</fpage>&#x02013;<lpage>76</lpage>. <pub-id pub-id-type="doi">10.1177/1352458513502399</pub-id></citation></ref>
<ref id="B24">
<label>24.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bermel</surname> <given-names>RA</given-names></name> <name><surname>You</surname> <given-names>X</given-names></name> <name><surname>Foulds</surname> <given-names>P</given-names></name> <name><surname>Hyde</surname> <given-names>R</given-names></name> <name><surname>Simon</surname> <given-names>JH</given-names></name> <name><surname>Fisher</surname> <given-names>E</given-names></name> <etal/></person-group>. <article-title>Predictors of long-term outcome in multiple sclerosis patients treated with interferon beta</article-title>. <source>Ann Neurol.</source> (<year>2013</year>) <volume>73</volume>:<fpage>95</fpage>&#x02013;<lpage>103</lpage>. <pub-id pub-id-type="doi">10.1002/ana.23758</pub-id><pub-id pub-id-type="pmid">23378325</pub-id></citation></ref>
<ref id="B25">
<label>25.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sormani</surname> <given-names>MP</given-names></name> <name><surname>Gasperini</surname> <given-names>C</given-names></name> <name><surname>Romeo</surname> <given-names>M</given-names></name> <name><surname>Rio</surname> <given-names>J</given-names></name> <name><surname>Calabrese</surname> <given-names>M</given-names></name> <name><surname>Cocco</surname> <given-names>E</given-names></name> <etal/></person-group>. <article-title>Assessing response to interferon-beta in a multicenter dataset of patients with MS</article-title>. <source>Neurology</source> (<year>2016</year>) <volume>87</volume>:<fpage>134</fpage>&#x02013;<lpage>40</lpage>. <pub-id pub-id-type="doi">10.1212/WNL.0000000000002830</pub-id><pub-id pub-id-type="pmid">27306626</pub-id></citation></ref>
<ref id="B26">
<label>26.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sormani</surname> <given-names>MP</given-names></name> <name><surname>De</surname> <given-names>Stefano N</given-names></name></person-group>. <article-title>Defining and scoring response to IFN-beta in multiple sclerosis</article-title>. <source>Nat Rev Neurol.</source> (<year>2013</year>) <volume>9</volume>:<fpage>504</fpage>&#x02013;<lpage>12</lpage>. <pub-id pub-id-type="doi">10.1038/nrneurol.2013.146</pub-id><pub-id pub-id-type="pmid">23897407</pub-id></citation></ref>
<ref id="B27">
<label>27.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tramacere</surname> <given-names>I</given-names></name> <name><surname>Del</surname> <given-names>Giovane C</given-names></name> <name><surname>Salanti</surname> <given-names>G</given-names></name> <name><surname>D&#x00027;Amico</surname> <given-names>R</given-names></name> <name><surname>Filippini</surname> <given-names>G</given-names></name></person-group>. <article-title>Immunomodulators and immunosuppressants for relapsing-remitting multiple sclerosis: a network meta-analysis</article-title>. <source>Cochrane Database Syst Rev.</source> (<year>2015</year>) <volume>2015</volume>:<fpage>CD011381</fpage>. <pub-id pub-id-type="doi">10.1002/14651858.CD011381.pub2</pub-id></citation></ref>
</ref-list>
<fn-group>
<fn fn-type="financial-disclosure"><p><bold>Funding.</bold> The study was sponsored by Division of Neurology at the University of Toronto with the collaboration of the Department of Economics of the University of Zurich, the Consortium of MS Clinics of Canada, Neuro-sens and funded through a research collaboration agreement with Hoffmann-La Roche Limited, Canada. The sponsoring entities were not involved in the design, execution, analysis, and interpretation or reporting of the results. Ocrelizumab (manufactured by Roche) was not included as a therapeutic option in any of the case-scenarios.</p>
</fn>
</fn-group>
</back>
</article>