Sugnet Gardner-Lubbe’s research while affiliated with Stellenbosch University and other places

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Publications (76)


Figure 1. Study flow diagram A C C E P T E D M A N U S C R I P T
Characteristics of study population included in the lower respiratory tract infection case control analysis
Nasopharyngeal Microbiota in South African Infants With Lower Respiratory Tract Infection: A Nested Case-Control Study of the Drakenstein Child Health Study
  • Article
  • Full-text available

April 2025

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23 Reads

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2 Citations

Clinical Infectious Diseases

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Yao Xia

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Luke Hannan

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Mark P Nicol

Background Lower respiratory tract infections (LRTIs) in infants are caused by viral and bacterial infections. We investigated associations between LRTI and nasopharyngeal (NP) viruses and bacteria in South African infants. Methods In a birth cohort, LRTI cases were identified prospectively and age-matched with controls. NP swabs were tested using polymerase chain reaction and 16S RNA gene sequencing. We calculated adjusted conditional odds ratios (aORs) and used mixed-effects models to identify differentially abundant taxa and explore viral–bacterial interactions. Results A total of 888 case-control samples were tested. Respiratory syncytial virus (RSV) (aOR, 5.69 [95% confidence interval, 3.03–10.69]), human rhinovirus (HRV) (1.47 [1.03–2.09]), parainfluenza virus (3.46 [1.64–7.26]), adenovirus (1.99 [1.08–3.68]), enterovirus (2.32 [1.20–4.46]), Haemophilus influenzae (1.72 [1.25–2.37]), Klebsiella pneumoniae (2.66 [1.59–4.46]), and high-density Streptococcus pneumoniae (1.53 [1.01–2.32]) were associated with LRTI. LRTI was associated with decreased relative abundance of Dolosigranulum (q = .001), Corynebacterium (q = .091), and Neisseria (q = .004). In samples positive for RSV, Staphylococcus and Alloprevotella relative abundance was higher in controls compared to cases. In samples positive for parainfluenza virus or HRV, Haemophilus relative abundance was higher in cases. Detection of cytomegalovirus (CMV) in controls was associated with reduced Corynebacterium, Dolosigranulum, and Staphylococcus. Conclusions The associations between bacteria, viruses and LRTIs are similar to those from high-income countries. Haemophilus is a major bacterial driver of LRTIs, acting synergistically with viruses. Dolosigranulum and Corynebacterium may reduce LRTI risk, while Staphylococcus may reduce the risk of RSV-related LRTIs. CMV is associated with dysbiotic nasopharyngeal microbiota.

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FIGURE 1
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TABLE 2 Continued
Participant characteristics of willing vaginal sample donors, N = 91.
Knowledge and perceptions of blood donors of the Western Cape Blood Services, South Africa, toward vaginal sample donation for biobanking

November 2024

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8 Reads

Frontiers in Reproductive Health

Introduction: Depletion of Lactobacillus species and an overgrowth of anaerobes in the vaginal tract bacterial vaginosis (BV)], is associated with non-optimal reproductive health outcomes, and increased susceptibility to sexually transmitted infections (STIs). BV is currently treated with antibiotics, although these provide suboptimal cure levels and high recurrence rates. Vaginal microbiota transplantation (VMT), the transfer of vaginal fluid from healthy donors with an optimal vaginal microbiota to a recipient with BV, has been proposed as an alternative treatment strategy. Methods: Here, we investigated knowledge and perceptions of blood donors to the concept of an optimal vaginal microbiome and VMT via the Western Cape Blood Service (WCBS) clinics in Cape Town, South Africa, by a self-administered questionnaire. Results & discussion: Analysis of responses from 106 eligible women showed that 86% (91/106) would consider donating samples. Responses significantly associated with willingness to donate vaginal samples included: (1) belief that helping others outweighs the inconvenience of donating vaginal sample (p = 1.093e-05) and (2) prior knowledge of the concept of a healthy vaginal microbiome (p = 0.001). Most potential donors (59/91; 65%) were willing to receive a VMT themselves if needed. Participants who were unwilling to donate vaginal samples (15/106; 14%) indicated that vaginal sample collection would be unpleasant and/or embarrassing. The benefits of a collaboration with WCBS for this project include the naturally altruistic nature of blood donors, the constant in-flow of donors to WCBS clinics, and the infrastructure and logistical aspects in place. Data from this observational study highlight factors affecting the willingness of blood donors to become vaginal sample donors.



Covariates investigated as contributing factors to the willingness to donate stool.
Variables used to characterise the willing donors.
Knowledge and perceptions of South African blood donors towards biobanking and stool donation

October 2024

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19 Reads

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1 Citation

Southern African Journal of Infectious Diseases

Background The complexity of contexts and varied purposes for which biome donation are requested are unknown in South Africa. Objectives The aim of this study was to provide strategic data towards actualisation of whether a stool donor bank may be established as a collaborative between Western Cape Blood Services (WCBS) and the University of Cape Town (UCT). Method We designed a cross-sectional, questionnaire-based survey to determine willingness of WCBS blood donors to donate stool specimens for microbiome biobanking. The study was conducted between 01 June 2022 and 01 July 2022 at three WCBS donation centres in Cape Town, South Africa. Anonymous blood donors who met the inclusion criteria were enrolled. Anonymised demographic and interview data were analysed statistically. Results Analysis of responses from 209/231 blood donors demonstrated in a logistic regression model that compensation (p < 0.001) and ‘societal benefit outweighs inconvenience’ beliefs (p = 7.751e-05) were covariates significantly associated with willingness to donate stool. Age was borderline significant at a 5% level (p = 0.0556). Most willing stool donors indicated that donating stool samples would not affect blood donations (140/157, 90%). Factors decreasing willingness to donate were stool collection being unpleasant or embarrassing. Conclusion The survey provides strategic data for the establishment of a stool bank and provided an understanding of the underlying determinants regarding becoming potential donors. Contribution This is the first report on the perspectives of potential participants in donating samples towards a stool microbiome biobank in South Africa, a necessity for faecal microbiota transplantation (FMT).


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The nasopharyngeal microbiome in South African children with lower respiratory tract infection: a nested case-control study of the Drakenstein Child Health Study

June 2024

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59 Reads

Background Lower respiratory tract infection (LRTI) is a leading cause of infant morbidity and mortality globally. LRTI may be caused by viral or bacterial infections, individually or in combination. We investigated associations between LRTI and infant nasopharyngeal (NP) viruses and bacteria in a South African birth cohort. Methods In a case-control study of infants enrolled in the Drakenstein Child Health Study (DCHS), LRTI cases were identified prospectively and age-matched with controls from the cohort. NP swabs were tested using quantitative real-time polymerase chain reaction (qPCR) and 16S rRNA gene amplicon sequencing. We calculated adjusted Conditional Odds Ratios (aORs) for qPCR targets and used mixed effects models to identify differentially abundant taxa between LRTI cases and controls and explore viral-bacterial interactions. Results Respiratory Syncytial Virus (RSV) [aOR: 5.69, 95% CI: 3.03–10.69], human rhinovirus (HRV) [1.47, 1.03–2.09], parainfluenza virus [3.46, 1.64–7.26], adenovirus [1.99, 1.08–3.68], enterovirus [2.32, 1.20–4.46], Haemophilus influenzae [1.72, 1.25–2.37], Klebsiella pneumoniae [2.66, 1.59–4.46], or high-density (> 6.9 log10 copies/mL) Streptococcus pneumoniae [1.53, 1.01–2.32] were associated with LRTI. Using 16S sequencing, LRTI was associated with increased relative abundance of Haemophilus (q = 0.0003) and decreased relative abundance of Dolosigranulum (q = 0.001), Corynebacterium (q = 0.091) and Neisseria (q = 0.004). In samples positive for RSV, Staphylococcus and Alloprevotella were present at lower relative abundance in cases than controls. In samples positive for parainfluenza virus or HRV, Haemophilus was present at higher relative abundance in cases. Conclusions The associations between bacterial taxa and LRTI are strikingly similar to those identified in high-income countries, suggesting a conserved phenotype. RSV was the major virus associated with LRTI. H. influenzae appears to be the major bacterial driver of LRTI, acting synergistically with viruses. The Gram-positive bacteria Dolosigranulum and Corynebacteria may protect against LRTI, while Staphylococcus was associated with reduced risk of RSV-related LRTI. Funding National Institutes of Health of the USA, Bill and Melinda Gates Foundation, National Research Foundation South Africa, South African Medical Research Council, L’Oréal-UNESCO For Women in Science South Africa, Australian National Health and Medical Research Council.


Fig. 1 1D biplot of the two-group Vertebral Column data. V1 = Pelvic incidence, V2 = Pelvic tilt, V3 = Lumbar lordosis angle, V4 = Sacral slope, V5 = Pelvic radius, V6 = Degree spondylolisthesis. The one-dimensional biplot is enhanced by superimposing density estimates for the interpolated sample points in the two groups
Fig. 3 Optimal 2D CVA biplot of the two-group Vertebral Column data excluding outlier sample 116. V1 = Pelvic incidence, V2 = Pelvic tilt, V3 = Lumbar lordosis angle, V4 = Sacral slope, V5 = Pelvic radius, V6 = Degree spondylolisthesis. The optimal two-dimensional biplot is enhanced by superimposing bags containing the innermost 95% samples of the two groups respectively
A two-group canonical variate analysis biplot for an optimal display of both means and cases

May 2024

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48 Reads

Advances in Data Analysis and Classification

Canonical variate analysis (CVA) entails a two-sided eigenvalue decomposition. When the number of groups, J , is less than the number of variables, p , at most J1J-1 J - 1 eigenvalues are not exactly zero. A CVA biplot is the simultaneous display of the two entities: group means as points and variables as calibrated biplot axes. It follows that with two groups the group means can be exactly represented in a one-dimensional biplot but the individual samples are approximated. We define a criterion to measure the quality of representing the individual samples in a CVA biplot. Then, for the two-group case we propose an additional dimension for constructing an optimal two-dimensional CVA biplot. The proposed novel CVA biplot maintains the exact display of group means and biplot axes, but the individual sample points satisfy the optimality criterion in a unique simultaneous display of group means, calibrated biplot axes for the variables, and within group samples. Although our primary aim is to address two-group CVA, our proposal extends immediately to an optimal three-dimensional biplot when encountering the equally important case of comparing three groups in practice.



FIGURE 7 Canonical variate analysis biplot using seven wavenumbers and with 90 % alpha-bags superimposed on each of the five predecided rot categories (severity % range). The 90 % alpha-bags of Categories 1 (0 -4.9 %) and 5 (> 40 %) had negligible overlap. Apart from this separation the bags overlap markedly. Wavenumbers 1725 cm -1 and 1041 cm -1 contribute strongly to the separation between Categories 1 and 5. Class means are indicated by a solid circle (•). The straight line biplot axes represent the seven wavenumbers (cm -1 ). The axes are calibrated in the original units of measurement, namely absorbance units.
Detection and Quantification of Grapevine Bunch Rot Using Functional Data Analysis and Canonical Variate Analysis Biplots of Infrared Spectral Data

November 2023

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43 Reads

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2 Citations

South African Journal of Enology and Viticulture

Grapevine bunch rot assessment has economic significance to wineries. Industrial working conditions require rapid assessment methods to meet the time constraints typically associated with grape intake at large wineries. Naturally rot-affected and healthy white wine grape bunches were collected over five vintages (2013 to 2016, 2020). Spectral data of 382 grape must samples were acquired using three different, but same-type attenuated total reflection mid-infrared (ATR-MIR) ALPHA spectrometers. The practical industrial problem of wavenumber shifts collected with different spectrometers was overcome by applying functional data analysis (FDA). FDA improved the data quality and boosted data mining efforts in the sample set. Canonical variate analysis (CVA) biplots were employed to visualise the detection and quantification of rot. When adding 90 % alpha-bags to CVA biplots minimal overlap between rot-affected (Yes) and healthy (No) samples was observed. Several bands were observed in the region 1734 cm-1 to 1722 cm-1 which correlated with the separation between rot-affected and healthy grape musts. These bands connect to the C=O stretching of the functional groups of carboxylic acids. In addition, wavenumber 1041 cm-1, presenting the functional group of ethanol, contributed to the separation between categories (severity % range). ATR-MIR could provide a sustainable alternative for rapid and automated rot assessment. However, qualitative severity quantification of rot was limited to only discriminating between healthy and severe rot (> 40 %). This study is novel in applying FDA to correct wavenumber shifts in ATR-MIR spectral data. Furthermore, visualisation of the viticultural data set using CVA biplots is a novel application of this technique.


Flowchart showing the process for evidence-evaluation and consensus-building in this study
Visual summary of the consensus recommendations for TAND. Recommendations include ten core principles (outlined in Table 2), seven sets of cluster-specific recommendations (outlined in Tables 3, 4, 5, 6, 7, 8 and 9), and wraparound psychosocial recommendations (outlined in Table 10)
Overarching recommendation for identification and treatment of TAND
International consensus recommendations for the identification and treatment of tuberous sclerosis complex-associated neuropsychiatric disorders (TAND)

September 2023

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242 Reads

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24 Citations

Journal of Neurodevelopmental Disorders

Background Tuberous sclerosis complex (TSC) is associated with a wide range of physical manifestations for which international clinical recommendations for diagnosis and management have been established. TSC is, however, also associated with a wide range of TSC-Associated Neuropsychiatric Disorders (TAND) that are typically under-identified and under-treated yet associated with a profound burden of disease. The contemporary evidence base for the identification and treatment of TAND is much more limited and, to date, consensus recommendations for the diagnosis and management of TAND have also been limited and non-specific. Methods The TANDem project was launched with an international, interdisciplinary, and participatory consortium of 24 individuals, including TSC family representatives, from all World Health Organization (WHO) regions but one. One of the aims of the TANDem project was to generate consensus recommendations for the identification and treatment of TAND. At the time of this project, no internationally adopted standard methodology and methodological checklists existed for the generation of clinical practice recommendations. We therefore developed our own systematic procedure for evidence review and consensus-building to generate evidence-informed consensus recommendations of relevance to the global TSC community. Results At the heart of the consensus recommendations are ten core principles surrounded by cluster-specific recommendations for each of the seven natural TAND clusters identified in the literature (autism-like, dysregulated behavior, eat/sleep, mood/anxiety, neuropsychological, overactive/impulsive, and scholastic) and a set of wraparound psychosocial cluster recommendations. The overarching recommendation is to “screen” for TAND at least annually, to “act” using appropriate next steps for evaluation and treatment, and to “repeat” the process to ensure early identification and early intervention with the most appropriate biological, psychological, and social evidence-informed approaches to support individuals with TSC and their families. Conclusions The consensus recommendations should provide a systematic framework to approach the identification and treatment of TAND for health, educational, social care teams and families who live with TSC. To ensure global dissemination and implementation of these recommendations, partnerships with the international TSC community will be important. One of these steps will include the generation of a “TAND toolkit” of “what to seek” and “what to do” when difficulties are identified in TAND clusters.


FIGURE 1. Development of the TAND-SQ Checklist.
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Development and feasibility of the self-report quantified TSC-Associated Neuropsychiatric Disorders Checklist (TAND-SQ) (120 characters of 120 max)

July 2023

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118 Reads

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11 Citations

Pediatric Neurology

Background: Tuberous sclerosis complex-associated neuropsychiatric disorders (TAND) are often present but underidentified and undertreated in individuals with tuberous sclerosis complex (TSC). The clinician-completed TAND-Lifetime Checklist (TAND-L) was developed to address this identification and treatment gap. Stakeholder engagement identified the need for a TAND Checklist that can (1) be completed by caregivers or individuals with TSC and (2) quantify TAND difficulties. The aim of this study was to develop a self-report quantified TAND Checklist (TAND-SQ) and conduct feasibility and acceptability testing. Methods: This aim was addressed in three phases: (1) development of the TAND-SQ Checklist, (2) feasibility and acceptability testing of the "near-final" TAND-SQ Checklist, and (3) preparation of the final TAND-SQ Checklist. Participants included 23 technical experts from the TAND consortium in all phases and 58 lived experts (caregivers and individuals with TSC) in phase 2. All participants completed a TAND-SQ Checklist and a checklist feedback form. Results: Phase 1 additions to the TAND-SQ, when compared with the TAND-L, included four new items and a quantification rating. Phase 2 showed high ratings for the "near-final" TAND-SQ Checklist on comprehensiveness, clarity, ease of use, and overall acceptability. In phase 3, questions on strengths, strategies, and a TAND Cluster Profile were added. Conclusion: The TAND-SQ Checklist is presented here for use by individuals with TSC and their caregivers. The next steps as part of the TANDem project include internal and external validation of the checklist and linking of TAND Cluster Profiles generated from the checklist to evidence-informed consensus recommendations within a smartphone application.


Citations (38)


... In this crosssectional study, it was established that the respiratory tract microbes present across the human lifespan and at different ages are among the key drivers of its diversity and composition. Furthermore, RSV has been observed to facilitate greater colonization of Streptococcus and reduce the abundance of Neisseria (Besteman et al., 2024;Claassen-Weitz et al., 2025). This may be a significant contributing factor to the higher incidence of LRTI presentations and more severe disease manifestations in children with SP-RSV co-infection compared to those with SP single infection. ...

Reference:

Lower respiratory tract co-infection of Streptococcus pneumoniae and respiratory syncytial virus shapes microbial landscape and clinical outcomes in children
Nasopharyngeal Microbiota in South African Infants With Lower Respiratory Tract Infection: A Nested Case-Control Study of the Drakenstein Child Health Study

Clinical Infectious Diseases

... On the one hand, a Partial Dependence Plot (PDP) is shown in Figure 9. PDPs display the effect of each input variable on a model's predictions while averaging out the effects of other variables [66,67]. In other words, the PDPs help to understand how the input variables affect the average response of the addressed model [68,69]. ...

Biplots for understanding machine learning predictions in digital soil mapping

Ecological Informatics

... A systematic review by Ullah et al. [28] highlights its use in time series data analysis, particularly in biomedicine. Similarly, the study on grapevine bunch rot detection using FDA [29] demonstrates its efficacy in agricultural product quality assessment. In biomedical applications, FDA has been instrumental in analyzing complex time-series data. ...

Detection and Quantification of Grapevine Bunch Rot Using Functional Data Analysis and Canonical Variate Analysis Biplots of Infrared Spectral Data

South African Journal of Enology and Viticulture

... In common with many other rare diseases, mTOR pathway diseases show variability of expression and therefore all patients require screening for disease manifestations that they may never develop. Secondary diagnoses may not be evident at the time of presentation, for example the development of SEGA or TAND diagnoses [293] in children with TSC, or the growth of gastrointestinal polyps in PJS [93]. Currently, secondary diagnoses rely on serial monitoring and systematic screening, which may be expensive or invasive and challenging to perform in patients that are unable to cooperate with medical procedures. ...

International consensus recommendations for the identification and treatment of tuberous sclerosis complex-associated neuropsychiatric disorders (TAND)

Journal of Neurodevelopmental Disorders

... In addition, the newly developed TAND-SQ, once translated into Chinese, could serve as a valuable self-report tool for quantifying neuropsychiatric difficulties in TSC. Unlike the clinician-completed TAND-L, it allows individuals with TSC and their caregivers to systematically document symptoms and severity [48]. As a structured and quantified tool, TAND-SQ enables a more detailed characterization of symptom burden across different TAND domains, potentially facilitating longitudinal monitoring and individualized management strategies. ...

Development and feasibility of the self-report quantified TSC-Associated Neuropsychiatric Disorders Checklist (TAND-SQ) (120 characters of 120 max)

Pediatric Neurology

... In early life, the presence of dominant microbiota in the nasopharynx undergoes a temporal shift from being predominantly Staphylococcus aureus to dominance of Gram-positive commensal bacteria such as Corynebacterium and Dolosigranulum, and then to a predominance of Moraxella spp. [62,63]. A premature transition from a Staphylococcus into a Moraxella-dominated profile, characterized by diminished and less-prolonged establishment of Corynebacterium and Dolosigranulum spp., is related to more frequent respiratory tract infections [62]. ...

Succession and determinants of the early life nasopharyngeal microbiota in a South African birth cohort

... Baseline bacterial communities mainly consisted of non-traditional bacteria (anaerobes and bacteria typically classified as oral commensals), despite the enrollment criteria of a positive PA culture. Recent microbiome studies in children have reported similar non-traditional bacteria in cohorts that include sputum from children with HIV [21], in an asthma study that collected hypopharyngeal aspirates [22] and other studies from early PA infection in CF [23]. Sputum from adults with CF collected prior to AZ treatment was more typically dominated by traditional CF pathogens, however a few subjects did exhibit less dominated bacterial communities that included anaerobes, similar to what we observed [18]. ...

Sputum bacterial load and bacterial composition correlate with lung function and are altered by long-term azithromycin treatment in children with HIV-associated chronic lung disease

... Examples of this approach include pollution sensing and child asthma inhaler use (Hao et al., 2022), diabetes management and blood glucose levels (Nam et al., 2021) and sleep patterns and suicide ideation (Littlewood et al., 2019). In TSC speci cally, there is a TSC TAND app currently being developed, which will include a TAND self-assessment questionnaire (TAND-SQ) and a self-help toolkit, personalised to the individual's TAND pro le (Heunis et al., 2022). Smart EMA can provide rich data on daily uctuations, which can be combined with stable TAND pro les observed with the TAND-SQ to help inform current symptomology. ...

Empowering Families Through Technology: A Mobile-Health Project to Reduce the TAND Identification and Treatment Gap (TANDem)

... However, routine evaluations for TSC patients remain infrequent, leading to gaps in the understanding and treatment of these patients during follow-up. A comprehensive scoping review of previous TAND studies published in 2022 described the landscape of TAND research, indicating that more than 80 % of these studies were conducted in high-income countries, predominantly in the United States and the United Kingdom [17]. Despite unique socioeconomic, cultural, and contextual factors within Chinese populations, their representation is inadequate, primarily based on international multi-site studies and individual clinical case reports [18]. ...

The research landscape of tuberous sclerosis complex–associated neuropsychiatric disorders (TAND)—a comprehensive scoping review

Journal of Neurodevelopmental Disorders

... Additionally, items and scores within the social communication subfield showed a clear linear correlation to the overall score on the Social Communication Questionnaire (SCQ) [21]. Notably, the subdomain of social communication (items 3 h-3 m) is categorized as an autism-like cluster within the natural TAND cluster [22]. The severity of symptoms in the behavioral domain was quantified by calculating the total number of "Yes" responses across the 19 items, while the social communication subdomain was assessed based on the number of "Yes" responses to 6 items (3 h to 3 m) related to social communication. ...

Multivariate data analysis identifies natural clusters of Tuberous Sclerosis Complex Associated Neuropsychiatric Disorders (TAND)

Orphanet Journal of Rare Diseases