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Contemporary Clinical Trials Communications logoLink to Contemporary Clinical Trials Communications
. 2022 Jun 13;28:100951. doi: 10.1016/j.conctc.2022.100951

The effect of date seed (Phoenix dactylifera) supplementation on inflammation, oxidative stress biomarkers, and performance in active people: A blinded randomized controlled trial protocol

Elham Moslemi a, Parvin Dehghan b,, Mostafa Khani c
PMCID: PMC9234073  PMID: 35769196

Abstract

Introduction

High-intensity interval training (HIIT) is an efficient training method to improve vascular function, maximal oxygen consumption, and muscle mitochondrial capacity while maximizing muscular damage. Recently, functional foods have been considered a practical approach to avoiding HIIT damage and improving sports performance. Thus, the present study will evaluate the effectiveness of date seed powder as a functional food on the nutritional, oxidative stress, anti/inflammatory status, mental health, and performance of active people.

Methods

This study is a double-blind, randomized, placebo-controlled trial, which will be conducted among recreational runners at Tabriz stadiums, Iran. Thirty-six recreational runners will be randomly selected into two groups to consume 26 g/d date seed powder or placebo for 14 days. Both groups will do HIIT workouts. Body composition, food intake, total antioxidant capacity (TAC), oxidative stress index (OSI), total oxidant status (TOS), superoxide dismutase (SOD), glutathione peroxidase (GPx), malondialdehyde (MDA), 8-iso-prostaglandin F2α (8-iso-PGF2α), uric acid, protein carbonyl (PC), catalase (CAT), glutathione (GSH), nitric oxide (NO), high-sensitivity C-reactive protein (hs-CRP), tumor necrosis factor-alpha (TNF-α), interleukin-6 (IL-6), interleukin-10 (IL-10), IL-6/IL-10, creatine kinase (CK), lactate dehydrogenase (LDH), myoglobin (MYO), brain-derived neurotrophic factor (BDNF), insulin-like growth factor-1 (IGF-1), irisin, cortisol, muscle pain, aerobic and anaerobic performance will be evaluated at the beginning, end of the intervention and 24 h later.

Ethics and dissemination

This study was approved by the Medical Ethics Committee of TBZMED (No.IR.TBZMED.REC.1399.1011). This research's findings will be published in a peer-reviewed journal and presented at international conferences.

Trial registration

Iranian Registry of Clinical Trials website (www.IRCT.ir/, IRCT20150205020965N9).

Keywords: Date seed, Active people, Oxidative stress, Inflammation, Polyphenol

Highlights

  • Date seed powder may have the potential to improve exercise performance in healthy and active subjects performing HIIT bouts.

  • The date seed is known as an excellent functional food due to its being high in polyphenols, and total dietary fiber.

  • The consumption of date seed powder would improve oxidative stress, inflammation, mental health and performance.

  • The results of this trial can be used to provide evidence-based recommendations for recreational runners, and nutritionists.

Abbreviations:

ACSM

American College of Sports Medicine

BMI

Body mass index

EIOS

Exercise-induced oxidative stress

EIMD

Exercise-induced muscle damage

HIIT

High-intensity interval training

MDA

Malondialdehyde

TAC

Total antioxidant capacity

OSI

Oxidative stress index

TOS

Total oxidant status

SOD

Superoxide dismutase

GPx

Glutathione peroxidase

CAT

Catalase; 8-iso-PGF2α: 8-iso-prostaglandin F2α

PC

Protein carbonyl

hs-CRP

High-sensitivity C-reactive protein

IL-6

Interleukin-6

TNF-α:

Tumor necrosis factor-alpha

IL-10

Interleukin-10

MYO

Myoglobin

CK

Creatine kinase

LDH

Lactate dehydrogenase

IGF-1

Insulin-like growth factor-1

GSH

Glutathione

NO

Nitric oxide

HRR

Heart rate reserve

BDNF

Brain-derived neurotrophic factor

NF-kB

Nuclear factor kappa B

COX

Cyclooxygenase

Nrf2

Nuclear factor erythroid 2-related factor 2

PAR-Q:

Physical Activity Readiness Questionnaire

RCT

Randomized clinical trial

ROS

Reactive oxygen species

SPIRIT

Standard Protocol Items: Recommendations for Clinical Interventional Trials

VAS

Visual analogue scale

1. Introduction

Regular physical activity and exercise are known as effective strategies for preventing and treating various metabolic disorders and chronic diseases, including cardiovascular disease, type 2 diabetes, cancer, metabolic syndrome, depression, and stress [1]. Long-term and intense (VO2max> 60%) exercises such as endurance exercise and high-intensity interval training (HIIT) have been proposed as an efficient method to improve metabolic adaptations [2], vascular function [3], maximum oxygen consumption [4], and muscle mitochondrial capacity [5], as well as to reduce cardiometabolic risk factors [6], hyperglycemia [5,7], and body fat [8]. However, findings indicate that high levels of reactive oxygen species (ROS) or exercise-induced oxidative stress (EIOS) and exercise-induced muscle damage (EIMD) in HIIT can significantly decrease the ability to generate action potentials and calcium uptake by the sarcoplasmic reticulum, both of which contribute to acute performance reductions during exercise (i.e., fatigue and soreness) [9,10]. Thus, it seems that improvement in the antioxidant defense system's capability may reduce skeletal muscle's sensitivity to oxidative stress and inflammation [11]. The capacity and ability of the body's antioxidant defense to neutralize ROS may be modulated by nutritional status, supplement consumption and functional foods [12,13],so it has been hypothesized that certain chemicals can decrease inflammation, oxidative stress, and subsequent skeletal muscle damage due to intense exercise and improve recovery and stimulate optimal adaption [14]. However, isolated bioactive compounds (e.g., vitamin E, vitamin C, resveratrol, and lipoic acid) have been shown to have adverse effects on symptoms and adaptive responses to training after consumption [[15], [16], [17]]. At the same time, there is no evidence that all of these are related to the consumption of antioxidant-rich foods or extracts [18,19]. Thus, natural supplements with multiple properties are probably more beneficial for sports recovery and performance [19].

Date seed is a waste product that is high in polyphenolic (such as hesperidin, quercetin, kaempferol), phenolic acid (allergic, epicatechin, catechol, chlorogenic), carotenoids, total dietary fiber (such as pectin, β-glucan, and arabinoxylan), fat, protein, minerals, and various other nutrients and functional elements [[20], [21], [22], [23]]. Previous human and animal studies investigating the effects of date seeds have reported its positive results on antioxidant defense systems and improvement in oxidative stress parameters [[24], [25], [26]], inflammation [27], hyperglycemia [28], hyperlipidemia [29], memory, and learning impairments [30] as a low-cost supplement. We hypothesized that consuming date seed powder can be beneficial for enhancing nutritional, oxidative stress, anti/inflammatory status, mental health, sports performance, and fatigue during a HIIT protocol in recreational runners. Up to this time, no studies have been conducted regarding the consumption of date seed powder and HIIT exercise in active people. Thus, this research will assess the impact of date seed powder on the nutritional, oxidative stress, anti/inflammatory status, mental health, and sports performance of recreational runners following a high-intensity interval training protocol.

2. Methods

2.1. Trial design and participants

This is a double-blind, placebo-controlled, randomized clinical trial (RCT) evaluating date seed powder supplementation effects on the nutritional, oxidative, inflammatory, anti-inflammatory status, mental health, and sports performance in physically active people, which is planned to begin later this year, 2021. In this trial, 36 active people (recreational runners) will be recruited by advertisements from Tabriz Stadium. The flowchart of the trial is presented in Fig. 1. The study protocol followed the Standard Protocol Items: Recommendations for Clinical Interventional Trials (SPIRIT) guidelines (Additional File 1, SPIRIT Checklist), and Table 1 shows the diagram of the study protocol [31]. The study outcomes will be assessed at baseline (one-week pre-allocation, -t1); allocation (t0), at the beginning of the study (t1); at two weeks (t2); and 24 h after that (t3).

Fig. 1.

Fig. 1

Consolidated Standards of Reporting Trials (CONSORT) diagram.

Table 1.

Standard Protocol Items: Recommendations for Interventional Trials (SPIRIT) chart for study process.


Enrolment
Allocation
Close-out
TIMEPOINT** -t1 t0 t1 t2 t3
ENROLMENT
Eligibility screen X
Informed consent X
General characteristics X
Allocation

X



INTERVENTIONS
Date seed group + HIIT Image 1
Placebo group + HIIT


Image 2


ASSESSMENTS
Dietary recall X X
VO2 max X X X
Body composition X X
VAS X X X
Biochemical assessments X X X
Safety X

Abbreviations: HIIT: high-intensity interval training, VAS: Visual Analogue Scale, -t1: one-week pre-allocation, t0: Allocation, t1: At the beginning of the study, t2: At two weeks, t3: 24 h after that.

The “X” is indicating what is done in the given period.

The initial participant recruitment is ongoing. The sample size was calculated based on changes in the malondialdehyde (MDA) parameter as the primary outcome of the study by Platat et al. [25]. Using Stata software (version 16), the sample size in this study was estimated to be at least 16 subjects for each group, with a power of 90% and 95% confidence levels. Based on a 25% decrease in the level of expected MDA through supplementation and a 10% dropout rate for each group, the sample size in each group increased to 18.

2.2. Inclusion criteria

The inclusion criteria are: having perfect health (confirmed by the Physical Activity Readiness Questionnaire (PAR-Q), under the supervision of a physician); age 18–35 years old; doing running workouts for at least three days a week (240 min per week) during the last two years; body mass index of 18.5–25; having a stable body mass during the previous five months (changes of less than 3 kg); abstaining from any high-intensity interval training during the last three months; and being willing to cooperate in the study.

2.3. Exclusion criteria

The exclusion criteria are as follows: a history of non-communicable diseases such as diabetes, cancer, cardiovascular, thyroid, gastrointestinal, renal or pancreatic disease; infectious diseases; cognitive disorders; smoking; being pregnant or lactating; having anemia (hemoglobin <13 g/dl); having musculoskeletal injury; irregular physical activity; the current consumption of alcohol, antacids; anti-inflammatory; antibiotics; antihypertensive; antidiarrheal or laxative medicines; participants on special diets or dietary restrictions, as well as those who were taking antioxidant supplements, prebiotics, or probiotics before the intervention.

2.4. Randomization and allocation concealment

Eligible volunteers will be randomly assigned to either the intervention group (n = 18) or the placebo group (n = 18) for 14 days. Participants will be randomized into the two groups (1:1) using stratified randomization based on sex and VO2 max and then we will use random allocation software to perform randomized blocks of sizes 2 and 4. A third person will be assigned to divide subjects into groups to ensure concealment of research elements. The statistical consultant and principal investigator will be blind to the groups of subjects until the end of the analysis.

2.5. Intervention

After a run-in period, we will use the PAR-Q, which is a pre-study screening questionnaire to assess a person's medical history and lifestyle in several areas [32]. When the participant answers “yes” to a question on the questionnaire, he or she will be excluded from the study. The intervention group will receive 26 g/d of the date seed powder (date seed, Flavinea Co., Iran) according to a pilot study of date seed powder for two weeks in active people (data not reported). The placebo group will receive a similar volume of bran wheat powder (bran wheat, Nazhvangiah Co., Iran) as a placebo for 14 days. The powder will be divided into two packages of 13 g each to be taken before and after exercise with a cup of water. Both date seed and bran wheat powder are flavorless, odorless, and brown powders will be provided to the participants in identical opaque packages. The powders will be delivered to participants weekly for two weeks. To emphasize maintenance of physical activity, resolve issues with supplement administration, and ensure compliance, all participants will be contacted two times per week. Participants will also be given a checklist to tick off after each powder intake to check for non-compliance.

2.6. Exercise protocol

A high-intensity interval training (HIIT) exercise protocol was designed for each volunteer in both groups based on the American College of Sports Medicine (ACSM)'s physical activity recommendations [33]. The participants will do the HIIT program for two weeks (5 training sessions per week; 10 sessions during the study period). A 15-min warm-up (with various stretches, flexibility, walking, and running) will be included in each training session. The main activity of both groups consists of two sessions with 3–4 repetitions and 30 s of running with an intensity of 90–100% of the heart rate reserve (HRR) in each repetition. After each repetition and after each period, there will be 90–180 s and 2.5–4 min of active rest, respectively [34]. Each session will start with a 15-min warm-up at 50% HRR and finish with a 5-min cool-down at 45% HRR. The study team will monitor participants daily during the trial. There aren't expected to be any specific adverse effects from the test. During high-intensity exercise training, all participants will be guided to make their own cooperative decisions. Adherence to the training program will be assessed by the number of sessions attended. If less than 90% of training sessions are attended each week, the person would be excluded.

2.7. Primary and secondary outcomes

The primary outcomes used in this study will be the total antioxidant capacity (TAC), oxidative stress index (OSI), total oxidant status (TOS), superoxide dismutase (SOD), glutathione peroxidase (GPx), malondialdehyde (MDA), 8-iso-prostaglandin F2α (8-iso-PGF2α), uric acid, protein carbonyl (PC), catalase (CAT), glutathione (GSH), nitric oxide (NO), high-sensitivity C-reactive protein (hs-CRP), tumor necrosis factor-alpha (TNF-α), interleukin-6 (IL-6), interleukin-10 (IL-10), IL-6/IL-10, creatine kinase (CK), lactate dehydrogenase (LDH), myoglobin (MYO), muscle pain, aerobic and anaerobic performance. Furthermore, the secondary outcomes will include nutritional status (energy and macro and micronutrient intake), insulin-like growth factor-1 (IGF-1), brain-derived neurotrophic factor (BDNF), irisin, cortisol, and body composition.

2.8. Assessment of anthropometric measurements

Anthropometric parameters (height, weight, and BMI (body mass index)) will be evaluated at baseline and post-intervention. Height measurement will be done without shoes using a centimeter tape with a precision of 0.1 cm. Weight will be measured barefoot and in minimal clothing to the nearest 0.5 kg using a reliable scale (Seca, Hamburg, Germany). BMI will be computed as weight (kg) divided by the square of height (m). Bioelectrical impedance analysis (Tanita BC-418, Tanita Corp., Tokyo, Japan) will be used to measure the body composition of the participants before and after the training.

2.9. Physical activity, aerobic, anaerobic performance and dietary intake

Dietary intake will be assessed using a 3-day food diary (2 weekdays and one weekend day) before starting supplements and again at the end of the study during the last weeks. Food record data will be evaluated using “Nutritionist 4” software (First Databank Inc., Hearst Corp., San Bruno, CA, USA) [35]. We will determine the physical activity level of active participants using the International Physical Activity Questionnaire (IPAQ—short version) [36].The PAR-Q will be used as a pre-study screening questionnaire [32]. A visual analogue scale (VAS) will be used to determine the recreational runner's muscle pain at baseline and after the training [37]. The Cooper 12-min run test will be used to measure aerobic endurance. Participants will run continuously for 12 min on the 400-m running track [38]. We will also measure anaerobic endurance using the running-based anaerobic sprint test (RAST). The RAST test consists of six parallel 35-m sprints separated by a 10-s rest period [39]. All of the people who are going to do the exercise tests will have a 5-min warm-up session first.

2.10. Clinical assessment

A venous blood sample (10 ml) will be collected from every participant at the beginning and at the end of the last training session on the fourteenth day, as well as 24 h after the last training session. The levels of TAC, TOS, GPx, SOD, and PC will be measured using a colorimetric method using kits. Serum levels of MDA will be evaluated through a reaction with thiobarbituric acid (TBA) as a TBARS using a spectrofluorimeter [40]. Catalase activity, NO, and GSH will be assessed using the methods described by Aebi et al. [41], Griess [42], and Beutler et al. [43], respectively. Uric acid will be measured using the enzymatic method by an autoanalyzer using kits. The serum hs-CRP concentration will be determined using an immunoturbidimetric kit. TNF-α, IL-6, IL-10, MYO, BDNF, IGF-1, irisin, and 8-iso-PGF2, and cortisol concentrations will be quantified by the use of a commercial ELISA kit. The level of inflammation will be shown by the proportion of IL-6 to IL-10. CK and LDH markers will be quantified spectrophotometrically. Also, the OSI will be calculated using TAC and TOS as follows: OSI = 100 × (TOS/TAC) [44].

2.11. Data management

Data includes demographic data, PAR-Q test, physical activity, food intake, anthropometric indices, biochemical parameters, and performance markers that will be obtained in this study. Related questionnaires, including VAS, 3-day food diary, PAR-Q, and IPAQ will be used to collect data. If there are any discrepancies in answers, the respondent will be asked to answer more clearly to reduce bias. Participants who drop out of this study for any reason will be followed, and the data will be examined using the intention-to-treat (ITT) principle. All participants will be followed up for 15 days after being assigned at random.

2.12. Confidentiality

All study-related and participant data will be maintained in password-protected file cabinets with restricted access. To preserve participant confidence, a code identification number will be used to identify data collection and forms. All records, including names and other information that could be used to identify a person, will be kept separate from study data, which will be identified by a code number.

2.13. Statistical analysis

The SPSS program version 24 will be used to examine the study's findings. The Kolmogorov–Smirnov test will be used to determine the data's normality. Qualitative data will be expressed as frequency (percent), whereas quantitative data will be described as mean (standard deviation (SD)). The independent sample student's T-test and analysis of covariance (ANCOVA) will be used to compare quantitative variables between groups at baseline and after the intervention, respectively. The paired sample student's T-test will be used to identify within-group differences. A two-way repeated measure analysis of variance (ANOVA) test will analyze hematological and biochemical parameters. Statistical significance was defined as a value of p < 0.05.

3. Discussion

The interest in dietary supplements to promote sports performance has increased these days among professional and non-professional athletes. Regular consumption of nutritional supplements (including antioxidants E and C) has recently been increased in order to suppress EIOS and EIMD and improve athletic performance [15]. In contrast, there is growing evidence that vitamin C and E supplementation have no significant effect on the physiological performance of athletes [45]. Thus, natural supplements and functional foods have attracted the attention of many researchers and athletes as supplements containing multi-nutrients in patients [46,47] and healthy people [48]. Due to having different ingredients, these multi-nutrient supplements lead to several simultaneous effects, such as modulation of antioxidant capacity, inflammation, muscle fatigue, and subsequently enhancing athletes' performance [48,49]. It has been shown that date seeds as a functional food have a wide range of healthful properties, including antioxidant, anti-inflammatory, antitumor, hepatoprotective and nephroprotective, anti-hyperlipidemic, antiaging, and memory improvement [20,29,50,51]. Also, it is worth mentioning that the chemical constituents' polyphenols, flavan-3-ols, especially catechins and epicatechins, and prebiotics are the critical contributors to the mentioned conventional activities [51,52]. Limited studies have reported the modulating effects of date seed as a rich plant source of antioxidants and prebiotics on oxidative stress, inflammation, immune system, lipid profile, and sports performance [20,27,29,53]. Ali and Abdelaziz reported that aqueous suspension of date seed (1 g/d, four weeks) modulated kidney oxidative damage mediated by carbon tetrachloride (CCl4) in Wistar rats via significant decreased MDA, glutathione S-transferase (GST), and nitric oxide (NO) levels in the kidney and significantly restored SOD and GSH activities [54]. In a study by Saryono et al., date seed daily intake (0.25; 0.5; 0.75; 1 g/kg/day, seven days) in rats significantly increased SOD and GPX in the intervention groups in a dose-dependent manner [55]. In a recent study by Platat et al., administration of date seed powder (0.25 g/kg and 0.5 g/kg bodyweight for an acute dose) significantly changed the levels of GSH, protein carbonyl, and MDA 1 h after ingestion. These changes were maintained up to 8 h after ingestion [25]. In the Saryono al. study conducted on postmenopausal women, it has been indicated that date seed intake (2.5 g/day for two weeks) significantly changed the levels of MDA, SOD, GPX enzyme activities and vitamin E [56]. Likewise, in another study by Atyanti Isworo et al. (2.5 g of date seed, 14 days) showed that the expression of IL-1b, TGF-b, COX-1, and COX-2 in middle-aged women significantly decreased after consuming date seed [27]. Recently, Fahad Jubayer et al. found that taking 600 mg of date seed powder for 90 days resulted in decreased levels of total cholesterol (TC), triglycerides (TG), and low-density lipoprotein (LDL) as well as an increase in high-density lipoprotein (HDL) in the intervention group [29]. Date seed polyphenol supplementation may improve athletic performance and reduce fatigue by scavenging various forms of free radicals, inhibiting lipid peroxidation, metal iron-mediated radical formation, and preventing radical-mediated -carotene and vitamin E depletion [57,58]. Increasing the expression of the nitric oxide synthase (NOS) enzyme involved in nitric oxide (NO) production, inhibiting nuclear factor kappa B (NF-kB), modulating mitogen-activated protein kinases (MAPK), and enhancing nuclear factor erythroid 2 related factors 2 (Nrf2) may be other probable mechanisms that date seed could improve immunological, inflammatory, stress, proliferative, and apoptotic response [[59], [60], [61]].

In addition, it has been shown that date seed supplementation may result in decreased IGF-1 binding protein-3 levels and increased IGF-1 bioactivity that leads to muscle hypertrophy, repair of muscle damage, and eventually improved performance [[62], [63], [64]]. Also, date seed polyphenols and soluble fiber can influence the proliferation of specific bacteria such as Lactobacillus and Bifidobacterium and decrease certain pathogenic Clostridium in the gut microbiota. Previous research suggests that gut microbiota may have a positive impact on sports performance [65,66].

To our knowledge, this is the first study to examine the effects of date seed powder consumption during HIIT sessions on recreational runners' nutritional, oxidative stress, anti/inflammatory status, mental health, and sports performance. It is hypothesized that the consumption of date seed powder would decrease inflammation, oxidative stress, and fatigue and improve sports performance.

4. Trial status

The present protocol is version 1, dated October 25, 2021. The trial has not yet begun, and the process of recruiting participants is ongoing.

5. Conclusion

The consumption of date seed powder would decrease oxidative stress, inflammation, muscle pain, and improve mental health and performance. The results of this trial can be used to provide evidence-based recommendations for active people, recreational runners, and nutritionists.

Ethics and dissemination

Ethical consideration

At the baseline session, all-volunteer participants will sign an informed consent form after obtaining complete information about the study methodology. The study protocol (IR.TBZMED.REC.1399.1011) was approved by the Ethical Committee of the Tabriz University of Medical Sciences. It was then registered on the Iranian Registry of Clinical Trials website (www.IRCt.ir/) with this number (IRCT20150205020965N9).

Safety considerations

The participants and researchers will report any adverse outcomes observed during the intervention or follow-up. If necessary, the main investigator will ensure that the corrective action improves the unfavorable impact. In addition, the ethics committee will be notified of any adverse effects.

Protocol amendments

All authors will review and approve any protocol changes or adjustments. The principal investigator will examine any protocol revisions or additions, and the other study investigators will have to support them. Any changes will be reported at the end.

Dissemination

The results of this study will be written up in a peer-reviewed journal and shared both online and in print.

Contributors

All authors made substantial contributions to the conception and design. P.D, E.M, and M.K conceived and developed the idea for the study and revised the manuscript under the supervision of P.D and M.K. EM is conducting this study as part of her MS.c thesis (66809). All the authors read and approved the final manuscript.

Funding

This work is part of a government-funded project supported by the Tabriz University of Medical Sciences, Iran. Grant number: 66809.

Participants and public involvement

Participants and/or the public were not involved in the design, or conduct, or reporting, or dissemination plans of this research.

Consent for publication

All the authors take public responsibility for the content of the protocol.

Availability of data and materials

All data generated or analyzed during this study will be included in published articles.

Author declaration

  • 1)We wish to confirm that there are no known conflicts of interest associated with this publication and there has been no significant financial support for this work that could have influenced its outcome.

  • 2)We confirm that the manuscript has been read and approved by all named authors and that there are no other persons who satisfied the criteria for authorship but are not listed. We further confirm that the order of authors listed in the manuscript has been approved by all of us.

  • 3)We confirm that neither the entire paper nor any of its content has been submitted, published, or accepted by another journal. The paper will not be submitted elsewhere if accepted for publication in the Journal.

  • 4)We confirm that we have given due consideration to the protection of intellectual property associated with this work and that there are no impediments to publication, including the timing of publication, with respect to intellectual property. In so doing we confirm that we have followed the regulations of our institutions concerning intellectual property.

  • 5)We confirm that any aspect of the work covered in this manuscript that has involved either experimental animals or human patients has been conducted with the ethical approval of all relevant bodies and that such approvals are acknowledged within the manuscript.

  • 6)We understand that the Corresponding Author is the sole contact for the Editorial process (including Editorial Manager and direct communications with the office). He/she is responsible for communicating with the other authors about progress, submissions of revisions and final approval of proofs.

Additional file

Additional file 1: SPIRIT 2013 Checklist: Recommended items to address in a clinical trial protocol and related documents.

Declaration of competing interest

None declared.

Footnotes

Appendix A

Supplementary data to this article can be found online at https://doi.org/10.1016/j.conctc.2022.100951.

Appendix A. Supplementary data

The following is the Supplementary data to this article:

Multimedia component 1
mmc1.pdf (165.1KB, pdf)

Data availability

The data that has been used is confidential.

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