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  ["project_date_type"]=>
  string(91) "Individual Participant-Level Data, which includes Full CSR and all supporting documentation"
  ["property_scientific_abstract"]=>
  string(1863) "Background: Antipsychotics are more effective than placebo in reducing symptoms in schizophrenia. However, response to treatment appears to vary, and as such it has been proposed that different subtypes of schizophrenia exist, defined by treatment-response. This has not been formally examined using meta-analysis. If subtypes exist one would expect greater variability of response to active treatment compared to placebo.

Objective: We intend to investigate the variability of response to antipsychotics and placebo across all reported clinical trials. In a subset of trials where individual patient level data is available will investigate variability of response at the level of individual symptoms.

Study Design:  Randomised controlled trials comparing placebo and antipsychotics in acute treatment of schizophrenia listed in PubMed, EMBASE and PsycINFO will be examined. Mean change and variance of change in symptoms will be extracted from each study, alongside publication year, participant age and gender, baseline symptom severity, antipsychotic dose, and use of placebo lead-in.

Participants: Individuals with schizophrenia

Outcomes: Relative variability of symptomatic improvement in antipsychotic-treated compared to placebo-treated individuals will be quantified using coefficient of variation ratio (CVR) and variability ratio(VR).  Correlations between treatment and placebo effects will also be examined.

Statistical analysis: A random effects meta-analysis will be undertaken. Significance of potential moderating factors will be tested via meta-regression and sensitivity analyses. Where individual symptom level data is available analyses will be performed at this level. The correlation between treatment and placebo effects  in combination with the VR will be employed to quantify treatment effect heterogeneity."
  ["project_brief_bg"]=>
  string(2596) "Schizophrenia is a chronic psychotic illness, and a leading cause of global disease burden(1). The main treatments are antipsychotic drugs, which are all dopamine receptor blockers(2, 3). Meta-analyses of double-blind randomised placebo controlled trials (RCT) have found a significantly greater mean improvement in symptoms in patients treated with antipsychotics compared to those treated with placebo, with medium to large standardised mean differences (SMD)(2).

Response to antipsychotic treatment, is however heterogeneous, and whilst some patients show marked improvements, others appear to show little change with first-line antipsychotic treatment(4, 5). Indeed, in around one third of patients, their illness shows a clinically insignificant response to first-line antipsychotic drugs(6, 7), which has been termed treatment resistant schizophrenia(8). This may be explained by the hypothesis that there are at least two biological subtypes of schizophrenia, one characterised by striatal hyperdopaminergia and a good response to antipsychotic drugs, and a second subtype with a different underlying neurobiological basis that does not respond to antipsychotic treatment(9, 10). A key prediction of this hypothesis is that antipsychotics will have significant benefit only in some patients, who will show improvement beyond non-specific effects seen with a placebo, whereas, in the subtype of non-responsive schizophrenia, drug treatment is non-specific and any symptom change will be similar to that seen in the placebo group. This will lead to greater change in symptoms in the antipsychotic treatment group which includes both the specific effects of treatment and non-specific effects, whereas in the placebo group, which assesses non-specific effects alone, symptom change will be more uniform. Thus, in the context of a RCT, the subtype hypothesis predicts greater variability in response in the antipsychotic treatment group compared to the placebo group. 

Determining if there is greater variability in symptom change with active treatment is important as it implies some patients are receiving ineffective treatment, and the need for personalised medicine. The variation in response seen in clinical practice is often taken as support for the subtype hypothesis, however it is important to note that much of this variation can result from within individual variability, in which case the appearance of subtypes may be illusory(11). This is an issue across medicine, but to our knowledge this has not previously been addressed in a systematic synthesis of RCT results."
  ["project_specific_aims"]=>
  string(892) "Advances in meta-analytic techniques mean that in addition to calculating summary SMDs it is now possible to integrate information from multiple studies in order to quantify the magnitude of difference in variability between two treatments(12?14). We intend to apply this approach to test the prediction that there is greater variability in treatment-response in patients receiving antipsychotics compared to those receiving placebo in all suitable RCTS comparing these interventions in schizophrenia. Where data is reported we will look at whether this varies between positive and negative symptom domains. Where individual patient level data is available we will us this to investigate the same questions at an individual symptom level. We will also use individual patient data to calculate treatment effect-placebo effect correlations to allow us to estimate treatment effect heterogeneity"
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      ["value"]=>
      string(114) "New research question to examine treatment effectiveness on secondary endpoints and/or within subgroup populations"
      ["label"]=>
      string(114) "New research question to examine treatment effectiveness on secondary endpoints and/or within subgroup populations"
    }
    [1]=>
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      ["value"]=>
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      ["label"]=>
      string(32) "Summary-level data meta-analysis"
    }
    [2]=>
    array(2) {
      ["value"]=>
      string(69) "Meta-analysis using data from the YODA Project and other data sources"
      ["label"]=>
      string(69) "Meta-analysis using data from the YODA Project and other data sources"
    }
    [3]=>
    array(2) {
      ["value"]=>
      string(36) "Participant-level data meta-analysis"
      ["label"]=>
      string(36) "Participant-level data meta-analysis"
    }
    [4]=>
    array(2) {
      ["value"]=>
      string(69) "Meta-analysis using data from the YODA Project and other data sources"
      ["label"]=>
      string(69) "Meta-analysis using data from the YODA Project and other data sources"
    }
  }
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  string(486) "Inclusion criteria consist of: (1) randomised, double blind, placebo-controlled trials, (2) Monotherapy with antipsychotic medications licensed for the treatment of schizophrenia, (3) adults aged 18-65 with an acute exacerbation of schizophrenia or a related disorder (schizoaffective, schizophreniform and delusional disorders). Exclusion criteria include (1) grey literature (with the exception of clinical study reports), (2) relapse prevention studies with no acute treatment phase."
  ["project_main_outcome_measure"]=>
  string(482) "The main outcome measure will be the coefficient of variation ratio (CVR). This is a measure of variability in the active treatment arm compared to the variability in the placebo arm, that takes into account the difference in mean change between groups. Please see the statistical analysis plan for a more detailed description of this measure.

The correlation between treatment and placebo effect will be used in combination with VR to estimate treatment effect heterogeneity."
  ["project_main_predictor_indep"]=>
  string(71) "The primary independent variable is placebo vs antipsychotic treatment."
  ["project_other_variables_interest"]=>
  string(443) "Other variables of interest include year of study, baseline symptom severity, study duration, antipsychotic, antipsychotic dose in olanzapine equivalents(15, 16), participant age, and participant gender. Also of interest is whether studies used a placebo lead-in period to exclude placebo responders, and whether studies attempted to enrich for responders by excluding patients previously found to be non-responsive to antipsychotic treatment."
  ["project_stat_analysis_plan"]=>
  string(1652) "The relative variability between an antipsychotic treated group and a placebo treated group of patients can be quantified using the log variability ratio (VR) (See equation 1 in attached file).

In biological systems variance often scales with the mean(17). This can be adjusted for using the log coefficient of variation ratio (CVR) which adjusts the VR for mean differences between groups (see equation 2). The use of CVR to quantify group differences in variability is possible only where data have a true zero point(12). This is not the case for raw change scores which can be positive or negative, and we therefore will convert values of mean change to a ratio scale. A CVR above 1 indicates greater variability in the antipsychotic arm, while a value below 1 indicates greater variability in the placebo arm. We will present CVR as our primary analysis, as otherwise any differences in variability may primarily reflect differences in mean, although the VR results will be presented as a secondary analysis.

To estimate treatment effect heterogeneity one must also know the correlation between treatment and placebo effect - we will calculate this using spearman's coefficent.

All statistical analyses will carried out in the statistical programming language R, primarily using the ?metafor? package while custom scripts will be employed for the analysis of individual patient data. For the primary analysis of total symptoms a univariate random effects model will be employed. However, a multivariate meta analytic model will be used to compare CVR individual symptoms because this accounts for the correlation between measures."
  ["project_timeline"]=>
  string(173) "We intend to start analysis as soon as access is granted to data, analysis will be completed within  6 weeks and manuscript submitted for publication 6 weeks following that."
  ["project_dissemination_plan"]=>
  string(162) "The results will be of interest to both clinical and academic psychiatrists.

Potential journals include JAMA Psychiatry, Lancet Psychiatry, World Psychiatry"
  ["project_bibliography"]=>
  string(1124) "
1. 	O. Howes, R. Murray, Lancet. 6736, 1?11 (2014).

2. 	S. Leucht et al., Lancet. 6736, 1?12 (2013).

3. 	O. Howes, A. Egerton, V. Allan, Curr. Pharm. Des. 15, 2550?2559 (2009).

4. 	O. Agid et al., J. Clin. Psychiatry. 72, 1439?1444 (2011).

5. 	T. R. Marques et al., Psychol. Med. 41, 1481?8 (2011).

6. 	J. Lally et al., Psychol. Med., 1?10 (2016).

7. 	A. Demjaha et al., Psychol. Med., 1?9 (2017).

8. 	O. D. Howes et al., Am. J. Psychiatry. 174, 216?229 (2017).

9. 	O. D. Howes, S. Kapur, Br. J. Psychiatry. 205, 1?3 (2014).

10. 	T. J. Crow, Schizophr. Bull. 11, 471?488 (1985).

11. 	S. Senn, Nature. 563, 619?621 (2018).

12. 	S. Nakagawa et al., Methods Ecol. Evol. 6, 143?152 (2015).

13. 	S. P. Brugger, O. D. Howes, JAMA Psychiatry. 74, 1104 (2017).

14. 	T. Pillinger et al., 1?14 (2018).

15. 	S. Leucht, M. Samara, S. Heres, J. M. Davis, Schizophr. Bull. 42, S90?S94 (2016).

16. 	T. Inada, A. Inagaki, Psychiatry Clin. Neurosci. 69, 440?447 (2015).

17. 	Z. Eisler, I. Bartos, J. Kertsz, Adv. Phys. 57, 89?142 (2008).
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    ["filesize"]=>
    int(27805)
    ["url"]=>
    string(95) "https://yoda.yale.edu/wp-content/uploads/2023/08/yoda_project_protocol_2019-3821_-_21-08-11.pdf"
    ["link"]=>
    string(88) "https://yoda.yale.edu/data-request/2019-3821/yoda_project_protocol_2019-3821_-_21-08-11/"
    ["alt"]=>
    string(0) ""
    ["author"]=>
    string(4) "1363"
    ["description"]=>
    string(0) ""
    ["caption"]=>
    string(0) ""
    ["name"]=>
    string(42) "yoda_project_protocol_2019-3821_-_21-08-11"
    ["status"]=>
    string(7) "inherit"
    ["uploaded_to"]=>
    int(6255)
    ["date"]=>
    string(19) "2023-08-09 17:21:07"
    ["modified"]=>
    string(19) "2023-08-09 19:20:16"
    ["menu_order"]=>
    int(0)
    ["mime_type"]=>
    string(15) "application/pdf"
    ["type"]=>
    string(11) "application"
    ["subtype"]=>
    string(3) "pdf"
    ["icon"]=>
    string(62) "https://yoda.yale.edu/wp/wp-includes/images/media/document.png"
  }
  ["project_review_link"]=>
  array(21) {
    ["ID"]=>
    int(10745)
    ["id"]=>
    int(10745)
    ["title"]=>
    string(36) "yoda_project_review_-_2019-3821_site"
    ["filename"]=>
    string(40) "yoda_project_review_-_2019-3821_site.pdf"
    ["filesize"]=>
    int(1321670)
    ["url"]=>
    string(89) "https://yoda.yale.edu/wp-content/uploads/2023/08/yoda_project_review_-_2019-3821_site.pdf"
    ["link"]=>
    string(82) "https://yoda.yale.edu/data-request/2019-3821/yoda_project_review_-_2019-3821_site/"
    ["alt"]=>
    string(0) ""
    ["author"]=>
    string(4) "1363"
    ["description"]=>
    string(0) ""
    ["caption"]=>
    string(0) ""
    ["name"]=>
    string(36) "yoda_project_review_-_2019-3821_site"
    ["status"]=>
    string(7) "inherit"
    ["uploaded_to"]=>
    int(6255)
    ["date"]=>
    string(19) "2023-08-09 17:10:14"
    ["modified"]=>
    string(19) "2023-08-09 19:20:16"
    ["menu_order"]=>
    int(0)
    ["mime_type"]=>
    string(15) "application/pdf"
    ["type"]=>
    string(11) "application"
    ["subtype"]=>
    string(3) "pdf"
    ["icon"]=>
    string(62) "https://yoda.yale.edu/wp/wp-includes/images/media/document.png"
  }
  ["project_highlight_button"]=>
  array(3) {
    ["title"]=>
    string(22) "Publication Available!"
    ["url"]=>
    string(41) "https://pubmed.ncbi.nlm.nih.gov/35524614/"
    ["target"]=>
    string(6) "_blank"
  }
  ["search_order"]=>
  string(5) "-9620"
}
data partner
array(1) {
  [0]=>
  string(15) "johnson-johnson"
}


pi country
array(1) {
  [0]=>
  string(14) "United Kingdom"
}


pi affil
array(1) {
  [0]=>
  string(8) "Academia"
}


products
array(3) {
  [0]=>
  string(6) "invega"
  [1]=>
  string(15) "invega-sustenna"
  [2]=>
  string(9) "risperdal"
}


num of trials
array(1) {
  [0]=>
  string(2) "16"
}


res
array(1) {
  [0]=>
  string(1) "1"
}