Predictors of quality of life in patients with relapsing-remitting multiple sclerosis: A 2-year longitudinal study

Predictors of six-month change in health-related quality of life in people with multiple sclerosis: A secondary data analysis of a randomized controlled trial

BACKGROUND

Symptomatic treatment in people with multiple sclerosis (pwMS) requires multidisciplinary rehabilitation to alleviate disease progression and increasing health-related quality of life (HRQoL). However, the participant- and disease-specific factors that predict sustained improvement in HRQoL in pwMS undergoing inpatient rehabilitation remain unclear. Identifying these factors can help individually tailor inpatient rehabilitation programmes. Therefore, the aim of this study was to identify factors of pwMS at clinic entry for a three-week multidisciplinary inpatient rehabilitation that predict the change in physical and mental HRQoL over six months.

METHODS

This is a secondary data analysis of a randomized controlled trial (NCT04356248) conducted at the Valens Rehabilitation Centre, Switzerland. HRQoL was assessed with the Medical Outcome Study 36-item Short Form Health Survey (SF-36) at clinic entry (T0; baseline) and six months after (T3; six-month follow-up). Data for 99 pwMS (mean age in years: 49.60 ± 10.17 SD, mean Expanded Disability Status Scale (EDSS) score: 4.62 ± 1.33 SD, 68.7 % female) were analysed using multiple linear regression. Outcome variables were six-month change in SF-36 Physical (ΔPCS) and Mental Component Scale (ΔMCS) scores. Predictor variables included baseline scores of PCS or MCS, fatigue, anxiety, depressive mood, cardiorespiratory fitness (V̇O2peak/kg), self-efficacy, smoking status, education level, age, EDSS, sex, time since diagnosis and MS phenotype.

RESULTS

The regression model with ΔPCS as outcome variable explained 18.6 % of the variance of the ΔPCS score (p = .003). Lower PCS score (p < .001) and lower depressive mood (p = .032) at baseline predicted higher ΔPCS score. The regression model with ΔMCS as outcome variable explained 26.8 % of the variance of the ΔMCS score (p < .001). Lower MCS score (p < .001) and longer time since diagnosis (p = .048) at baseline predicted higher ΔMCS score.

CONCLUSION

PwMS with lower physical HRQoL and better mood at clinic entry improved most in physical HRQoL over six months. PwMS with lower mental HRQoL and longer time since diagnosis at clinic entry improved most in mental HRQoL over six months. The results of this study contribute to the development of individualized rehabilitation programmes with the aim of maintaining and/or improving HRQoL of pwMS beyond the inpatient rehabilitation stay.

Moderators of Improvements in Fatigue Impact After a Self-management Intervention in Multiple Sclerosis: A Secondary Analysis of a Randomized Controlled Trial

ABSTRACT

Fatigue is one of the most common and disabling symptoms of multiple sclerosis. A recent randomized controlled trial comparing a fatigue self-management program and a general multiple sclerosis education program found that both programs improved fatigue in participants with multiple sclerosis. Participants were randomized to a self-management program (fatigue: take control, n = 109) or a multiple sclerosis education program (multiple sclerosis: take control, n = 109). This secondary analysis of that trial used multilevel moderation analysis to examine moderators of treatment-related effects on fatigue (Modified Fatigue Impact Scale) from baseline through the 6-mo follow-up. The following potential treatment moderators were examined: age, sex, cohabitation/marital status, and baseline levels of self-efficacy, depression symptoms, and sleep quality. Cohabitation status (living with or without a spouse/partner) interacted with intervention group and time to predict fatigue impact (P = 0.04). Fatigue: take control participants who lived with a spouse/partner showed a marginal effect in greater rate of improvement in fatigue compared with those who lived alone (P = 0.08). However, rates of improvement in fatigue in multiple sclerosis: take control participants were similar in those living with or without a spouse/partner. These findings suggest that living with a spouse or partner may facilitate benefit from self-management interventions for multiple sclerosis-related fatigue. Future research should investigate the contribution of supportive others in self-management of fatigue in multiple sclerosis.

Neural Processes of Psychological Stress and Relaxation Predict the Future Evolution of Quality of Life in Multiple Sclerosis

Health-related quality of life (HRQoL) is an essential complementary parameter in the assessment of disease burden and treatment outcome in multiple sclerosis (MS) and can be affected by neuropsychiatric symptoms, which in turn are sensitive to psychological stress. However, until now, the impact of neurobiological stress and relaxation on HRQoL in MS has not been investigated. We thus evaluated whether the activity of neural networks triggered by mild psychological stress (elicited in an fMRI task comprising mental arithmetic with feedback) or by stress termination (i.e., relaxation) at baseline (T0) predicts HRQoL variations occurring between T0 and a follow-up visit (T1) in 28 patients using a robust regression and permutation testing. The median delay between T0 and T1 was 902 (range: 363–1,169) days. We assessed HRQoL based on the Hamburg Quality of Life Questionnaire in MS (HAQUAMS) and accounted for the impact of established HRQoL predictors and the cognitive performance of the participants. Relaxation-triggered activity of a widespread neural network predicted future variations in overall HRQoL (t = 3.68, p_{family−wise error [FWE]}-corrected = 0.008). Complementary analyses showed that relaxation-triggered activity of the same network at baseline was associated with variations in the HAQUAMS mood subscale on an α_FWE = 0.1 level (t = 3.37, p_FWE = 0.087). Finally, stress-induced activity of a prefronto-limbic network predicted future variations in the HAQUAMS lower limb mobility subscale (t = −3.62, p_FWE = 0.020). Functional neural network measures of psychological stress and relaxation contain prognostic information for future HRQoL evolution in MS independent of clinical predictors.

[Supporting the adaptation to the announcement of a diagnosis of multiple sclerosis (2/2)]

The emotional reactions that arise when a diagnosis of multiple sclerosis is made are repeated at each stage of the pathology. They confront the person with a reality they thought they had mastered. Fighting with the disease means continuing to live one's personal, family, love and professional life. It is a matter of positive thinking by becoming aware of one's limits and finding the right balance between one's desires and one's capacities. The relationship of trust developed with the various professionals who will accompany the patient throughout his or her treatment is essential.

Evobrutinib, a covalent Bruton's tyrosine kinase inhibitor: Mass balance, elimination route, and metabolism in healthy participants

The highly selective, covalent Bruton's tyrosine kinase inhibitor evobrutinib is under investigation for treatment of patients with multiple sclerosis (MS). Early clinical studies in healthy participants and patients with relapsing MS indicated that evobrutinib is well-tolerated and effective. We undertook a mass balance study in six men who received a single 75-mg oral dose of evobrutinib containing ~ 3.6 MBq (100 μCi) 14 C-evobrutinib, to determine the absorption, metabolic pathways, and routes of excretion of evobrutinib. The primary objectives of this phase I study (NCT03725072) were to (1) determine the rates and routes of total radioactivity excretion, including the mass balance of total drug-related radioactivity in urine and feces, (2) assess the pharmacokinetics (PKs) of total radioactivity in blood and plasma, and (3) characterize the plasma PKs of evobrutinib. Exploratory end points included identifying and quantifying evobrutinib and its metabolites in plasma and excreta (urine and feces) and exploring key biotransformation pathways and clearance mechanisms. Evobrutinib was primarily eliminated in feces (arithmetic mean percentage, SD, 71.0, 2.1) and, to a lesser extent, in urine (20.6, 2.0), with most of the total radioactivity (85.3%) excreted in the first 72 h after administration. No unchanged evobrutinib was detected in excreta. Evobrutinib was rapidly absorbed and substantially metabolized upon absorption. Only one major metabolite M463-2 (MSC2430422) was identified in plasma above the 10% of total drug exposure threshold, which classifies M463-2 (MSC2430422) as a major metabolite according to the US Food and Drug Administration (FDA; metabolites in safety testing [MIST]) and the European Medicines Agency (EMA; International Conference on Harmonization [ICH] M3). These results support further development of evobrutinib and may help inform subsequent investigations.

Long-term quality of life in treatment-resistant depression after electroconvulsive therapy

BACKGROUND

Electroconvulsive therapy (ECT) is highly effective for treatment-resistant depression (TRD), and previous studies have demonstrated short-term improvements in quality of life (QoL) after ECT.  However, long-term QoL after ECT has not been studied, and the baseline patient characteristics that predict long-term QoL remain unknown.

METHODS

Seventy-nine subjects with unipolar or bipolar TRD were enrolled in this prospective longitudinal observational study. Physical, psychological, social, and environmental QoL domains were measured with the abbreviated World Health Organization Quality of Life scale (WHOQOL-BREF) at baseline and every 6 months for up to 2 years after ECT.  Baseline sociodemographic and clinical features were tested for association with long-term QoL.

RESULTS

Long-term follow-up data were available from 49 participants.  Relative to baseline, average psychological and physical QoL improved during the follow-up period (Hedges' effect size: 0.27-0.83).  About 40-50% of individuals experienced clinically meaningful improvement.  Subjects with better initial antidepressant response with ECT reported better QoL over the subsequent two years.  Long-term QoL improved most among individuals who were married, those without disability status, and those with psychotic features or shorter depressive episodes at baseline.

LIMITATIONS

Participants were from a single US academic center and mainly of European ancestry, so findings may not generalize to other settings or ethnicities.  The observational design does not allow causal inferences.

CONCLUSIONS

Long-term psychological and physical QoL outcomes vary widely after ECT. Individuals with the best outcomes are those who respond well to ECT initially, married people, and those with a less chronic course of illness.

Predicting improvement of quality of life and mental health over 18-months in multiple sclerosis patients

BACKGROUND

Multiple sclerosis (MS) is a chronic neurodegenerative disease that can negatively affect functioning across a wide spectrum of domains. This study aims to investigate the development of mental health and quality of life in MS patients over 18-months and to identify predictive factors.

METHOD

314 MS outpatients of Virgen Macarena University Hospital in Sevilla/Spain (mean age 45 years, 67.8% women, on average 12.1 years since diagnosis) participated in the study. Health-related quality of life (HRQOL) and mental health were assessed by the 12-Item Short Form Health Survey (SF-12) and the General Health Questionnaire-28 (GHQ-28) twice over an 18-months follow up period.

RESULTS

HRQOL and mental health significantly improved in almost all domains, except for a worsening of vitality. Mental and physical HRQOL improved by a large effect size. Binomial logistic regression models showed that disability status (Expanded Disability Status Scale) predicted both components of HRQOL and age the physical component of HRQOL. Sex, educational level, and disease duration predicted mental health.

CONCLUSIONS

Our findings confirm the possibility of a significant large-sized improvement of HRQOL in the course of 18-months even 12 years after MS diagnosis on average. The study showed the importance of sociodemographic as well as clinical variables to predict HRQOL and mental health. Further longitudinal research is needed to better understand their impact on patients' outcomes.

Quality of life in adults with multiple sclerosis: a systematic review

OBJECTIVE

In recent years, quality of life (QoL) in multiple sclerosis (MS) has been gaining considerable importance in clinical research and practice. Against this backdrop, this systematic review aimed to provide a broad overview of clinical, sociodemographic and psychosocial risk and protective factors for QoL in adults with MS and analyse psychological interventions for improving QoL.

METHOD

The literature search was conducted in the Scopus, Web of Science and ProQuest electronic databases. Document type was limited to articles written in English, published from January 1, 2014, to January 31, 2019. Information from the selected articles was extracted using a coding sheet and then qualitatively synthesised.

RESULTS

The search identified 4886 records. After duplicate removal and screening, 106 articles met the inclusion and exclusion criteria for qualitative synthesis and were assessed for study quality. Disability, fatigue, depression, cognitive impairment and unemployment were consistently identified as QoL risk factors, whereas higher self-esteem, self-efficacy, resilience and social support proved to be protective. The review analysed a wide spectrum of approaches for QoL psychological intervention, such as mindfulness, cognitive behavioural therapy, self-help groups and self-management. The majority of interventions were successful in improving various aspects of QoL.

CONCLUSION

Adequate biopsychosocial assessment is of vital importance to treat risk and promote protective factors to improve QoL in patients with MS in general care practice.

Matching-adjusted comparisons demonstrate better clinical outcomes in patients with relapsing multiple sclerosis treated with peginterferon beta-1a than with teriflunomide

BACKGROUND

Peginterferon beta-1a and teriflunomide are both first-line disease-modifying therapies (DMTs) approved for the treatment of relapsing multiple sclerosis (RMS); however, no head-to-head trials have directly compared their clinical efficacy. We performed a matching-adjusted comparison of individual patient data from the peginterferon beta-1a pivotal phase 3 study, ADVANCE, and its extension study, ATTAIN, with pooled aggregated data from the teriflunomide pivotal phase 3 studies, TEMSO and TOWER.

METHODS

A total of 512 patients randomized to subcutaneous (SC) peginterferon beta-1a 125 mcg every 2 weeks in ADVANCE and 731 patients randomized to teriflunomide 14 mg daily (359 from TEMSO and 372 from TOWER) were matched on key baseline characteristics. After matching, weighted annualized relapse rate (ARR) and 24-week confirmed disability worsening (CDW) were calculated and compared for peginterferon beta-1a- and teriflunomide-treated patients. A subset analysis comparing weighted ARR in patients who were newly diagnosed with RMS (diagnosis ≤1 year before study enrollment and disease-modifying therapy naïve) was also performed.

RESULTS

After matching, the peginterferon beta-1a and teriflunomide treatment groups were identically matched across baseline characteristics. The proportion of patients in the overall study populations with 24-week CDW at 108 weeks was significantly lower in the peginterferon beta-1a group than the teriflunomide group both before matching (8.5% vs 12.6%; P = 0.0249) and after matching (8.4% vs 12.6%; P = 0.0323). ARR at 108 weeks was numerically lower with peginterferon beta-1a than with teriflunomide both before matching (0.278 vs 0.354; P = 0.1326) and after matching (0.257 vs 0.354; P = 0.0510). Newly diagnosed patients treated with peginterferon beta-1a had numerically lower ARR than patients treated with teriflunomide both at 108 weeks (before matching: 0.225 vs 0.270; P = 0.587; after matching: 0.201 vs 0.270; P = 0.384) and at 5 years (before matching: 0.150 vs 0.196; after matching: 0.142 vs 0.196).

CONCLUSIONS

In this matching-adjusted comparison of patients with RMS from three phase 3 trials, a significantly lower proportion of patients treated with SC peginterferon beta-1a 125 mcg every 2 weeks than with oral teriflunomide 14 mg once daily had 24-week CDW at 108 weeks. In addition, in both the overall population and newly diagnosed patient subgroups, ARR at 108 weeks was numerically lower with peginterferon beta-1a than with teriflunomide. The numerically lower ARR in newly diagnosed patients treated with peginterferon beta-1a compared with those treated with teriflunomide was sustained through up to 5 years of treatment.

Unmet needs influence health-related quality of life in people with multiple sclerosis

BACKGROUND

People with MS are a heterogeneous population with varying difficulties and needs that are influenced by the individual experience of the disease, symptoms and disease course. The aim of the present study was to identify factors that influence health-related quality of life in a sample of subjects with MS, specifically health and social care-related needs and demographic and disease characteristics.

METHODS

Individuals with a definite diagnosis of MS were identified through MS out-patient clinics and local branches of the Italian MS Society. The EQ-5D-3L utility index was used to describe health profiles and as an overall measure of perceived HRQoL. The number of unmet health and social care-related needs was used to describe the impact of unmet needs on HRQoL. Multiple regression analyses were performed using a hierarchical approach.

RESULTS

Data was analyzed from 1013 subjects. Overall, 83% of subjects reported at least one health or social care-related need as being unmet and subjects with a higher number of unmet needs had lower HRQoL (p < 0.001). The number of unmet needs was entered at the first step with a statistically significant effect (Cox-Snell R² 0.15, BIC 870.9, AIC 851.2). Clinical variables, included in the second step, contributed significantly to explaining the variability between models (Cox-Snell R² 0.43, BIC 481.0, AIC 446.6), and the addition of socio-demographic factors further accounted for variability (Cox-Snell R², 0.46, BIC 461.0, AIC 402.0).

CONCLUSIONS

The study demonstrated that a higher number of both health and social care-related unmet needs predicted lower HRQoL. The health profile of the sample identified all domains of the EQ-5D-3L as being important in determining HRQoL. Data confirms that unmet needs alone are significantly related to reduced HRQoL, although the multifactorial and complex nature of MS makes it a challenge to identify the combination of aspects that fully predict variability in quality of life.

Avaliação da qualidade de vida em portadores de esclerose múltipla: impacto da fadiga, ansiedade e depressão

RESUMO O objetivo do estudo foi avaliar a percepção da qualidade de vida em pacientes com esclerose múltipla (EM) e verificar se há associação com fadiga, ansiedade e depressão. Trata-se de um estudo transversal com amostra composta por 100 indivíduos com diagnóstico de EM cadastrados no Centro de Referência para Atenção ao Paciente Portador de Doença Desmielinizante do Hospital da Restauração. Foram aplicadas: a escala de determinação funcional da qualidade de vida na EM (Defu), a escala modificada do impacto da fadiga (MFIS-BR) e a escala hospitalar de ansiedade (HAD-a) e depressão (HAD-d). Os pacientes com a forma clínica primariamente progressiva apresentaram pior percepção da qualidade de vida (66,90±3,47) quando comparados às formas secundariamente progressivas (71,65±5,92) e remitente-recorrente (79,00±6,62), com diferença estatística significativa (p<0,001). Houve forte correlação positiva entre os escores da Defu e da MFIS-BR (r=0,84), e forte correlação negativa entre Defu e HAD-a (r=−0,85) e Defu e HAD-d (r=−0,82). A diminuição da percepção da qualidade de vida em pacientes com EM é mais crítica nas formas progressivas da doença e tem associação com a presença de fadiga, depressão e ansiedade.

Evolution of Patient-Reported Outcomes and Their Role in Multiple Sclerosis Clinical Trials

Patient-reported outcomes (PROs) are playing an increasing role in multiple sclerosis (MS) research and practice, and are essential for understanding the effects that MS and MS treatments have on patients' lives. PROs are captured directly from patients and include symptoms, function, health status, and health-related quality of life. In this article, we review different categories (e.g., generic, targeted, preference-based) of PRO measures and considerations in selecting a measure. The PROs included in MS clinical research have evolved over time, as have the measures used to assess them. We describe findings from recent MS clinical trials that included PROs when evaluating Food and Drug Administration-approved disease-modifying therapies (e.g., daclizumab, teriflunomide). Variation in the measures used in these trials makes it difficult to draw any conclusions from the data. We therefore suggest a standardized approach to PRO assessment in MS research and describe 2 generic, National Institutes of Health-supported measurement systems [Neuro-QoL and the Patient-Reported Outcomes Measurement Information System (PROMIS)] that would facilitate such an approach. The use of PROs in MS care and research is expanding beyond clinical trials, as is demonstrated by examples from comparative effectiveness and other patient-centered research. The importance of PRO assessment is expected to continue to grow in the future.

The impact of disease characteristics on multiple sclerosis patients' quality of life

OBJECTIVES

The aim of this study was to assess the quality of life (QoL) of patients with multiple sclerosis (MS), and to investigate the effects of characteristics of MS such as disease course, severity, and relapses on patients' QoL.

METHODS

This was a cross-sectional study, in which 171 patients were enrolled. Health-related QoL was assessed using the Persian version of the Multiple Sclerosis Quality of Life-54 questionnaire. To measure patients' disability status, we used the Expanded Disability Status Scale. Other variables included in the study were disease course and relapses of the disease.

RESULTS

The average scores for patients' physical and mental QoL were 60.9±22.3 and 59.5±21.4, respectively. In a bivariate analysis, disease course, severity of the disease, and relapses were significantly associated with the physical and mental health composite scores. In a hierarchal regression analysis, disease course, severity of the disease, and relapses were responsible for 38 and 16% of the variance in physical and mental QoL, respectively. It was also observed that relapses were a strong predictor of both physical and mental QoL.

CONCLUSIONS

Our results showed that disease characteristics significantly affected both dimensions of QoL. It is therefore suggested that health care providers should be aware of these characteristics of MS to more successfully improve MS patients' QoL.

Peginterferon beta-1a reduces disability worsening in relapsing-remitting multiple sclerosis: 2-year results from ADVANCE

BACKGROUND

In the pivotal phase III 2-year ADVANCE study, subcutaneous peginterferon beta-1a 125 mcg every 2 weeks demonstrated significant improvements in clinical outcomes, including disability endpoints, in patients with relapsing-remitting multiple sclerosis (RRMS). Here, we aim to further evaluate disability data from ADVANCE, and explore associations between confirmed disability progression (CDP), functional status, and health-related quality of life (HRQoL).

METHODS

In total, 1512 patients were randomized to placebo or peginterferon beta-1a 125 mcg every 2 or 4 weeks. After 1 year, patients on placebo were re-randomized to peginterferon beta-1a every 2 or 4 weeks. CDP was defined as ⩾1.0 point increase from a baseline Expanded Disability Status Scale (EDSS) score ⩾ 1.0, or ⩾1.5-point increase from baseline 0, confirmed 12 or 24 weeks after onset.

RESULTS

Peginterferon beta-1a every 2 weeks significantly reduced risk of 12- and 24-week CDP at 1 year compared with placebo (12-week CDP: 6.8% versus 10.5%, p = 0.038; 24-week CDP: 4% versus 8.4%, p = 0.0069, peginterferon beta-1a every 2 weeks versus placebo, respectively). Benefits were maintained over 2 years (11.2% and 7.7%, peginterferon beta-1a every 2 weeks in 12- and 24-week CDP, respectively). Approximately 90% of patients with 24-week CDP had simultaneous worsening by ⩾1 point in at least one functional system score, most commonly pyramidal. Displaying a 24-week CDP was associated with worse scores on the Multiple Sclerosis Functional Composite (MSFC) scale and several HRQoL instruments; the impact of CDP was attenuated by treatment with peginterferon beta-1a every 2 weeks.

CONCLUSIONS

Peginterferon beta-1a has the potential to prevent/delay worsening of disability in patients with relapsing-remitting multiple sclerosis. Furthermore, improved benefits in disability status with peginterferon beta-1a were also associated with improved functional status and HRQoL [ClinicalTrials.gov identifier: NCT00906399].

Neural substrate of quality of life in patients with schizophrenia: a magnetisation transfer imaging study

The aim of this study was to investigate the neural substrate underlying quality of life (QoL) and to demonstrate the microstructural abnormalities associated with impaired QoL in a large sample of patients with schizophrenia, using magnetisation transfer imaging. A total of 81 right-handed men with a diagnosis of schizophrenia and 25 age- and sex-similar healthy controls were included and underwent a 3T MRI with magnetization transfer ratio (MTR) to detect microstructural abnormalities. Compared with healthy controls, patients with schizophrenia had grey matter (GM) decreased MTR values in the temporal lobe (BA21, BA37 and BA38), the bilateral insula, the occipital lobe (BA17, BA18 and BA19) and the cerebellum. Patients with impaired QoL had lower GM MTR values relative to patients with preserved QoL in the bilateral temporal pole (BA38), the bilateral insula, the secondary visual cortex (BA18), the vermis and the cerebellum. Significant correlations between MTR values and QoL scores (p < 0.005) were observed in the GM of patients in the right temporal pole (BA38), the bilateral insula, the vermis and the right cerebellum. Our study shows that QoL impairment in patients with schizophrenia is related to the microstructural changes in an extensive network, suggesting that QoL is a bio-psychosocial marker.

An update on the use of natalizumab in the treatment of multiple sclerosis: appropriate patient selection and special considerations

In the context of an increasing repertoire of multiple sclerosis (MS) therapeutics, choosing the appropriate treatment for an individual patient is becoming increasingly challenging. Natalizumab, a humanized monoclonal antibody directed against alpha4beta1 integrin, has proven short-term and long-term efficacies in terms of relapse rate reduction, prevention of disability progression, and reduction of magnetic resonance imaging-detectable activity. It is well tolerated and has further been shown to improve patients' quality of life. Its use is limited by the risk of progressive multifocal leukoencephalopathy (PML), which occurs at an overall incidence of 3.78 cases per 1,000 patients. Three major risk factors for the occurrence of natalizumab-associated PML have been identified: John Cunningham virus (JCV) seropositivity, prior use of immunosuppressants, and treatment duration ≥2 years. Therefore, in patients considered for natalizumab therapy, as well as in patients receiving natalizumab, effective control of MS activity has to be balanced against the risk of an opportunistic central nervous system infection associated with a high risk of significant morbidity or death. Discontinuation of natalizumab is an issue in daily clinical practice, since it is an option to reduce the PML risk. However, after cessation of natalizumab therapy, currently, there is no approved strategy for avoiding postnatalizumab disease reactivation available. In this paper, short-term and long-term safety and efficacy data are reviewed. Issues in daily clinical practice, such as selection of patients, monitoring of patients, and natalizumab discontinuation, are discussed.