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Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz-Moreno, Ph.D. Lluita contra la SIDA Foundation Germans Trias i Pujol University Hospital Badalona, Barcelona Catalonia, Spain 26-27 May 2017 Barcelona, Catalonia, Spain

Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

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Page 1: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Measuring Cognitive Changes

in HIV Infection:

Size Really Matters

Jose A. Muñoz-Moreno, Ph.D. Lluita contra la SIDA Foundation

Germans Trias i Pujol University Hospital Badalona, Barcelona

Catalonia, Spain

26-27 May 2017 Barcelona, Catalonia, Spain

Page 2: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Happy Birthday!

Muñoz-Moreno / Barcelona / May 2017

Page 3: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Initial Examples

Raw score: 53 T score: 49 Z score: -0.1

Information Processing Speed SDMT (TEA Ediciones, 2002)

Muñoz-Moreno / Barcelona / May 2017

Page 4: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Initial Examples

Raw score: 53 T score: 49 Z score: -0.1

Information Processing Speed SDMT (TEA Ediciones, 2002)

Raw score: 71 T score: 65 Z score: 1.5

Muñoz-Moreno / Barcelona / May 2017

Page 5: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Initial Examples

Executive Functioning TMT-B (Periáñez JA, et al, 2007)

Raw score: 60 T score: 46 Z score: -0.4

Muñoz-Moreno / Barcelona / May 2017

Page 6: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Initial Examples

Executive Functioning TMT-B (Periáñez JA, et al, 2007)

Raw score: 60 T score: 46 Z score: -0.4

Raw score: 86 T score: 32 Z score: -1.8

Muñoz-Moreno / Barcelona / May 2017

Page 7: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Initial Examples

Muñoz-Moreno / Barcelona / May 2017

Verbal Fluency COWAT/PMR (Casals-Coll M, et al, 2013)

Raw score: 19 T score: 60 Z score: 1.0

Page 8: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Initial Examples

Muñoz-Moreno / Barcelona / May 2017

Verbal Fluency COWAT/PMR (Casals-Coll M, et al, 2013)

Raw score: 19 T score: 60 Z score: 1.0

Raw score: 8 T score: 43 Z score: -0.7

Page 9: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Information Processing Speed?

YES

Right Answers

NO

Executive Functioning?

YES NO

Verbal Fluency?

YES NO

Muñoz-Moreno / Barcelona / May 2017

Page 10: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Information Processing Speed

YES

Right Answers

NO

Executive Functioning

YES NO

Verbal Fluency

YES NO

Muñoz-Moreno / Barcelona / May 2017

Source: Clipartpanda.com

Page 11: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Disclosure

Dr. Jose A. Muñoz-Moreno

May 2017

• Dr. Muñoz-Moreno has received research funding from AbbVie and ViiV Healthcare.

• Dr. Muñoz-Moreno has received speaker honoraria from Gilead Sciences, Merck Sharp & Dohme, and ViiV Healthcare.

• Dr. Muñoz-Moreno has received consulting fees

from AlbaJuna Therapeutics, SL.

Page 12: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Learning Objectives

1. To summarize the recommendations made to measure cognition in HIV infection, and to point out the instruments and scores most commonly used. 2. To emphasize the relevance of the definition of change for HIV-related cognitive functioning, and to show the factors most importantly related to that definition.

Muñoz-Moreno / Barcelona / May 2017

Page 13: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Outline

1. Measuring Cognition: A. Non-HIV Populations: Recommendations B. HIV Population: Recommendations C. Measures of Change 2. Defining Change: A. Setting & Design B. Statistical Approach C. Relevance of Time D. Representative Examples

Muñoz-Moreno / Barcelona / May 2017

Page 14: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Outline

1. Measuring Cognition: A. Non-HIV Populations: Recommendations

Muñoz-Moreno / Barcelona / May 2017

Page 15: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Muñoz-Moreno / Barcelona / May 2017

Measuring Cognitive Change in Non-HIV Populations

• Neuropsychologists are uniquely equipped by training and expertise to assess changes in cognitive functioning and to distinguish normal changes from early signs of pathology.

• Neuropsychological evaluation remains the most effective differential

diagnostic method in discriminating dementia from age-related cognitive decline, symptoms that are depression related, and other related disorders.

• Despite of reliable biomarkers discovered, cognitive testing will still be

necessary to determine cognitive changes, the rate of decline, the functional capacities of the individual, and hopefully, response to therapies.

Page 16: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Measuring Cognitive Change in Non-HIV Populations

Muñoz-Moreno / Barcelona / May 2017

Page 17: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Measuring Cognitive Change in Non-HIV Populations

Muñoz-Moreno / Barcelona / May 2017

Page 18: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Measuring Cognitive Change in Non-HIV Populations

Muñoz-Moreno / Barcelona / May 2017

Page 19: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Outline

1. Measuring Cognition: A. Non-HIV Populations: Recommendations B. HIV Population: Recommendations

Muñoz-Moreno / Barcelona / May 2017

Page 20: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Measuring Cognitive Change in HIV Population

Muñoz-Moreno / Barcelona / May 2017

Page 21: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Measuring Cognitive Change in HIV Population

• HIV has measurable consequences for performance on NP tests. The majority of asymptomatic individuals, however, do not manifest significant impairment.

• The diagnosis of HIV-related cognitive impairment based on NP tests has various limitations, based on the comprehensiveness of the batteries, characteristics of the individuals, and settings where the tests are administered, including cultural contexts, and availability of appropriate normative standards.

• The preferred method to assess cognitive changes is using NP tests over time.

Muñoz-Moreno / Barcelona / May 2017

Page 22: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Measuring Cognitive Change in HIV Population

Muñoz-Moreno / Barcelona / May 2017

Page 23: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Measuring Cognitive Change in Non-HIV Population

Muñoz-Moreno / Barcelona / May 2017

Page 24: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Measuring Cognitive Change in HIV Population

Muñoz-Moreno / Barcelona / May 2017

Page 25: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Measuring Cognitive Change in Non-HIV Population

Muñoz-Moreno / Barcelona / May 2017

Page 26: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Measuring Cognitive Change in Non-HIV Population

Muñoz-Moreno / Barcelona / May 2017

Page 27: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Outline

1. Measuring Cognition: A. Non-HIV Populations: Recommendations B. HIV Population: Recommendations C. Measures of Change

Muñoz-Moreno / Barcelona / May 2017

Page 28: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Specific Cognitive Scores vs Global Scores

Multiple comparisons Global representation

RCI vs NPZ vs GDS:

Reliable Change Index NeuroPsychological Z Global Deficit Score

Type of Measures

Muñoz-Moreno / Barcelona / May 2017

Source: Alvinalexander.com

Page 29: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Cognitive Composite Scores

Muñoz-Moreno / Barcelona / May 2017

Definition Formula Recommendation # Studies (longitudinal) PROs CONs

RCI Reliable Change Index

RCI = (Post - Pre) / Sdiff*

*Sdiff = √2(SE)2

5

1. Sensitivity / specificity 2. Integrative / change

1. Calculation

NPZ Neuro

Psychological Z Score

NPZ = (z1 + z2 + ...) / #z >30 1. Integrative

2. Calculation 1. No consensus selection

GDS Global Deficit Score

GDS = x adapted T scores to deficit

scores (0-5) 7 1. Interpretation

2. Calculation

1. Limited range 2. Real benefits unconsidered

Page 30: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Outline

1. Measuring Cognition: A. Non-HIV Populations: Recommendations B. HIV Population: Recommendations C. Measures of Change 2. Defining Change: A. Setting & Design

Muñoz-Moreno / Barcelona / May 2017

Page 31: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Setting & Design Approach

Muñoz-Moreno / Barcelona / May 2017

1. Clinical vs Research: Number of measures considered Range of change 2. Research: Study design (prospective, randomized, controlled, ...) Endpoints established (primary vs secondary) Nº study arms Control group required Appropriate local normative data

Page 32: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Muñoz-Moreno / Barcelona / May 2017

Source: Ourcommunitymedia.com

Source: Wakehealth.edu

Setting & Design Approach

Page 33: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Outline

1. Measuring Cognition: A. Non-HIV Populations: Recommendations B. HIV Population: Recommendations C. Measures of Change 2. Defining Change: A. Setting & Design B. Statistical Approach

Muñoz-Moreno / Barcelona / May 2017

Page 34: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Muñoz-Moreno / Barcelona / May 2017

Relevance of Statistics

Source: Pinterest.com/jillthompsong

Page 35: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Muñoz-Moreno / Barcelona / May 2017

Relevance of Statistics

Source: Slideshare.net

Source: finanz.com.mx

Page 36: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Muñoz-Moreno / Barcelona / May 2017

Relevance of Change Size, but also of Effect Size

What is it really significant?

Source: Linkedin.com

Page 37: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Muñoz-Moreno / Barcelona / May 2017

Relevance of Change Size, but also of Effect Size

What is it really significant?

Page 38: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Muñoz-Moreno / Barcelona / May 2017

Relevance of Change Size, but also of Effect Size

What is it really significant?

Page 39: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Muñoz-Moreno / Barcelona / May 2017

Relevance of Change Size, but also of Effect Size

What is it really significant?

Page 40: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Outline

1. Measuring Cognition: A. Non-HIV Populations: Recommendations B. HIV Population: Recommendations C. Measures of Change 2. Defining Change: A. Setting & Design B. Statistical Approach C. Relevance of Time

Muñoz-Moreno / Barcelona / May 2017

Page 41: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Muñoz-Moreno / Barcelona / May 2017

Relevance of Time

BL wk4 wk48

wk12 wk24

Page 42: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Muñoz-Moreno / Barcelona / May 2017

Practice Effect

Page 43: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Muñoz-Moreno / Barcelona / May 2017

Practice Effect

Page 44: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Outline

1. Measuring Cognition: A. Non-HIV Populations: Recommendations B. HIV Population: Recommendations C. Measures of Change 2. Defining Change: A. Setting & Design B. Statistical Approach C. Relevance of Time D. Representative Examples

Muñoz-Moreno / Barcelona / May 2017

Page 45: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Examples of Studies (1)

Muñoz-Moreno / Barcelona / May 2017

Schifitto et al, J Neurovirol, 2009

Characteristics

Autor / Year

Schifitto et al / 2009

Design / Sample

Single-arm/ N = 15

Intervention Lithium

Efficacy Endpoint

NPZ10 / 4 domains

Time 10 weeks

Statistical Approach t test, p values

Results No significant improvement

Page 46: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Examples of Studies (2)

Muñoz-Moreno / Barcelona / May 2017

Sacktor et al, Neurology, 2011

Characteristics

Autor / Year

Sacktor et al / 2011

Design / Sample

Randomized, Double-Blind /

N = 107

Intervention Minocycline / Placebo

Efficacy Endpoint

NPZ8 / 3 domains

Time 24 weeks

Statistical Approach t test, p values

Results No significant improvement

Page 47: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Examples of Studies (3)

Muñoz-Moreno / Barcelona / May 2017

Characteristics

Autor / Year

Simioni et al / 2013

Design / Sample

Cross-over, Pilot/ N = 17

Intervention Rivastigmine

Efficacy Endpoint

Specific scores / 5 domains

Time 20 weeks

Statistical Approach ANOVA, p values

Results No significant improvement

Simioni et al, Neurology, 2013

Page 48: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Examples of Studies (4)

Muñoz-Moreno / Barcelona / May 2017

Characteristics

Autor / Year

Ellis et al / 2014

Design / Sample

Randomized, Controlled /

N = 59

Intervention cART: CNS-T vs Non-CNS-T

Efficacy Endpoint

GDS / 7 domains

Time 16 weeks

Statistical Approach

ANCOVA, p values, effect sizes

Results No significant improvement

Ellis et al, CID, 2014

Page 49: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Examples of Studies (5)

Muñoz-Moreno / Barcelona / May 2017

Winston et al, HIV Medicine, 2012

Characteristics

Autor / Year

Winston et al / 2012

Design / Sample

Randomized, Open-Label /

N = 28

Intervention cART: FTC +

1) EFV, 2) ATV/r, 3) AZT/ABC

Efficacy Endpoint

NPZ9 / 3 domains

Time 24 weeks + 48 weeks

Statistical Approach t test, p values

Results Significant improvements

Page 50: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Examples of Studies (6)

Muñoz-Moreno / Barcelona / May 2017

Winston et al, Plos ONE, 2015

Characteristics

Autor / Year

Winston et al / 2015

Design / Sample

Randomized, Open-Label /

N = 22

Intervention cART: FTC +

1) EFV, 2) ATV/r, 3) AZT/ABC

Efficacy Endpoint

NPZ9 / 3 domains

Time 48 weeks + 144 weeks

Statistical Approach t test, p values

Results Significant worsening

Page 51: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Examples of Studies (7)

Muñoz-Moreno / Barcelona / May 2017

Muñoz-Moreno et al, submitted, 2017

Characteristics

Autor / Year

Muñoz-Moreno et al / submitted

Design / Sample

Randomized, Controlled /

N = 29

Intervention Rivastigmine / Lithium / Control

Efficacy Endpoint

NPZ7 / 7 domains

Time 12 weeks + 48 weeks

Statistical Approach

ANOVA, p values, effect sizes

Results No significant improvement

Page 52: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Conclusions

1. When assessing cognitive change, both the method and specific variables of change, and also the definition of change, are relevant aspects to consider. 2. Neuropsychological testing is the most widely recommended method to assess cognitive changes in HIV infection, and there are different scores that can be selected as measures of change. 3. Several aspects in the definition of change are crucial, in particular the study design, the timepoints, and mainly the statistical tests used. 4. The size of the change is a key point and must be analyzed adequately, preferably including effect sizes. 5. Only few of the multiple studies published in the field incorporate the same scores for change, and effect size tests.

Muñoz-Moreno / Barcelona / May 2017

Page 53: Measuring Cognitive Changes in HIV Infection: Size Really ......Measuring Cognitive Changes in HIV Infection: Size Really Matters Jose A. Muñoz- Moreno, Ph.D. Lluita contra la SIDA

Thanks!

Jose A. Muñoz-Moreno, Ph.D.

www.flsida.org