Table 1

Variable indicator matrix for primary, secondary and other outcomes

VariablesIndicatorMethod
Primary outcomes
 Nutritional statusBMI for age z-score weightAnthropometric measurement (analysed with WHO AnthroPlus)
 COVID-19 antibody responseIgG titre concentration against SARS-CoV-2Blood sampling electrochemiluminescence immunoassay (ECLIA)
Secondary outcomes
 COVID-19 antibody responsesIgASaliva sampling
Competitive ELISA
 Immunity affinity (Baseline and endline)Antibody affinity (monoclonal antibody affinity against SARS-CoV-2 spike protein)Blood sampling
Surface plasmon resonance (SPR) determined antibody binding or antibody affinity to prefusion SARS-CoV-2 spike protein
 Gut microbiota profiling (baseline and endline subsample)α and β-gut microbiota diversityFaecal sampling 16S rRNA, NGS
α-diversity: (1) Chao1, (2) phylogenetic diversity and (3) the Shannon index
β-diversity: as the variability in community composition (the identity of taxa observed) among samples
 Dietary intake (baseline, monitoring and endline)Nutrient intake, dietary quality: Healthy Eating Index24 hours recall and Food Frequency Questionnaire
Other outcomes
 SARS-CoV-2 infectionProportion of symptomatic COVID-19 and positive PCRReported swab PCR (secondary data from healthcare centres)
 History of COVID-19 vaccinationTime of first and second dose of COVID-19 vaccine
Time of COVID-19 vaccine booster
Type of vaccine booster
Interview with questionnaire (proven by vaccine certificate)
Interview with questionnaire
Interview with questionnaire
 Nutritional statusHeight for age z-score, waist circumference, MUAC, WHR, WHtRAnthropometric measurement (analysed with WHO AnthroPlus)
Body compositionWeight, body fat, muscle mass, visceral fat level (analysed by BIA)
 COVID-19 antibody responseIgM
Total neutralising antibody titre
Blood sampling, ECLIA
Blood sampling, surrogate virus Neutralisation test using commercial kit
Total neutralising antibody titreAntibody agglutination
 Gut integrityLevel of zonulinBlood sampling ELISA
 Gut microbiota profilingType of gut microbiota, firmicutes to bacteroides ratioFaecal sampling, NGS
 Short-chain fatty acids (SCFAs)The concentrations of SCFAs in human faecesHuman stool samples will be analysed to determine SCFA concentration using gas chromatography mass spectrometry and metabolomic approach (combining bioscience, analytical chemistry and bioinformatics)61
 Gastrointestinal tract inflammationFaecal calprotectin concentration43 44Faecal samples, ELISA
 Gastrointestinal tract permeabilityFaecal zonulin level62–64Faecal samples, ELISA
Faecal occludin level65Faecal samples, ELISA
 SociodemographicEthnicity, urban/rural, family determinants (parents’ education, occupation, income, family structure), gender39Interview with questionnaire
 Physical activityInternational Physical Activity Questionnaire for AdolescentInterview with questionnaire
 Puberty stageSelf-reported according to the five stages described by Tanner, based on the assessment of two components: pubic hair growth for boys and girls, plus breast development in girls and genital development in boys. A 5-point maturity rating will be used where stage 1 corresponds to the prepubertal state and stage 5 to mature state.Interview with questionnaire
 Parenting supportParental support questionnaire40Interview with questionnaire
 Peer supportPeer support questionnaire40Interview with questionnaire
 Behaviour/mental disorder and self-esteemBody image (BSQ-34), peer pressure, substance use, depression (PHQ-A), self-esteem (Rosenberg Self-Esteem scale)Interview with questionnaire
 Quality of lifeYouth Quality of Life for adolescents-Research versionInterview with questionnaire
 Morbidity and mortalityHistory of illness, including COVID-19, gastrointestinal symptoms, medication historyInterview with questionnaire
 InflammationPotential markers for gut and systemic inflammation (hs-CRP)Blood and faecal sample
 Cognitive functionRaven’s test, arithmetic test, brain-derived neurotrophic factorInterview with questionnaire
Blood sample
 Routine blood measurementHaemoglobin, erythrocyte, leucocyte and thrombocyte count, blood sedimentation rateBlood sample
  • BIA, bioelectrical impedance analysis; BMI, body mass index; MUAC, mid-upper arm circumference; NGS, next-generation sequencing; WHR, waist-hip ratio; WHtR, waist-to-height ratio.