Characteristics of the study participants
Table 1 shows the characteristics of the case and control participants stratified by location. Of the 220 children recruited for the study (Fig. 1), 185 (111 Umtata and 74 Cape Town) were considered for analysis. The average ages of children from Umtata and Cape Town were 21.27 months old (SD ± 7.51) and 24.19 months old (SD ± 7.37), respectively. Also, the proportions of cases and controls were similar in Umtata, however, there were more cases than controls in Cape Town. Among participants from Umtata, food allergy was more common in cases compared to controls (17% [10/58] vs. 2% [1/53], p = 0.009) but was only reported in cases (21% [9/43]) in children from Cape Town. In contrast, animal exposure of the child, a history of breastfeeding and maternal animal exposure were more common among controls compared to cases in Umtata (100% [53/53] vs. 67% [39/58], p = 0.000; 47% [25/53] vs. 17% [10/58], p = 0.001; and 98% [52/53] vs. 76% [44/58], p = 0.001, respectively). Animal exposure was only detected in 5% (2/43) of cases in Cape Town participants. Concerning sources of household heating and cooking, living in an electrified house that also uses gas (97% [56/58] vs. 25% [13/53], p = 0.000) and in a house that uses kerosene and paraffin (76% [44/58] vs. 38% [20/53], p = 0.000) were more common among cases, while living in a house that uses paraffin (60% [32/53] vs. 10% [6/58], p = 0.000), an outdoor fire (70% [37/53] vs. 21% [12/58], p = 0.000), and wood and coal (51% [27/53] vs. 7% [4/58], p = 0.000) were more common among controls in Umtata. In contrast, there was an overall low prevalence of children living in houses that used electricity-independent sources for heating and cooking in Cape Town.
Table 1
Participant characteristics of atopic dermatitis cases and healthy controls. Bold text indicates statistical significance. AD, atopic dermatitis; CI, confidence interval; IQR, interquartile range; 1 Large family is arbitrarily defined as 7 or more members living within one household.
Explanatory variable | Umtata | Cape Town |
Total, n (%) | Case, n (%) | Control, n (%) | p-value | Total, n (%) | Case, n (%) | Control, n (%) | p-value |
Total | 111 (100) | 58 (52) | 53 (48) | 0.502a | 74 (100) | 43 (58) | 31 (42) | 0.049a |
Age (months) |
Mean [standard deviation] | 21.27 [7.15] | 21.03 [7.41] | 21.53 [6.90] | 0.718 | 24.19 [7.37] | 23.98 [7.44] | 24.48 [7.38] | 0.773 |
Sex |
Female | 42 (39) | 24 (43) | 18 (34) | 0.431 | 36 (49) | 19 (44) | 17 (55) | 0.480 |
Male | 67 (61) | 32 (57) | 35 (66) | 38 (51) | 24 (56) | 14 (45) |
AD severity | | | | | | | | |
Moderate | 23 (40) | 23 (40) | — | | 21 (49) | 21 (49) | — | |
Severe | 35 (60) | 35 (60) | — | | 22 (51) | 22 (51) | — | |
Atopic disease |
Food allergy | 11 (10) | 10 (17) | 1 (2) | 0.009 | 9 (12) | 9 (21) | 0 (0) | 0.008 |
Asthma | 0 (0) | 0 (0) | 0 (0) | | 1 (1) | 1 (3) | 0 (0) | 1.000 |
Allergic rhinitis | 7 (8) | 1 (2) | 6 (11) | 0.242 | 1 (1) | 1 (3) | 0 (0) | 1.000 |
Mode of birth |
Caesarean section | 25 (23) | 14 (24) | 11 (21) | 0.821 | 33 (46) | 20 (49) | 13 (42) | 0.637 |
Vaginal | 86 (77) | 44 (76) | 42 (79) | 39 (54) | 21 (51) | 18 (58) |
Breastfeeding | 35 (32) | 10 (17) | 25 (47) | 0.001 | 9 (12) | 7 (16) | 2 (6) | 0.288 |
Antibiotic exposure | 92 (82) | 49 (83) | 43 (81) | 0.810 | 54 (72) | 30 (70) | 24 (77) | 0.598 |
Immunisation status |
Complete | 107 (96) | 56 (95) | 52 (98) | 0.620 | 64 (86) | 33 (77) | 31 (100) | 0.004 |
Incomplete | 4 (4) | 3 (5) | 1 (2) | 10 (14) | 10 (23) | 0 (0) |
Large family 1 | 62 (55) | 30 (52) | 32 (60) | 0.445 | 24 (32) | 14 (33) | 10 (32) | 1.000 |
Animal exposure | 93 (84) | 39 (67) | 53 (100) | 0.000 | 2 (3) | 2 (6) | 0 (0) | 0.495 |
Parental education |
Primary | 8 (7) | 2 (3) | 6 (11) | 0.000 | 1 (1) | 1 (2) | 0 (0) | 0.025 |
Secondary | 70 (63) | 31 (53) | 39 (74) | 33 (45) | 14 (33) | 19 (61) |
Tertiary | 31 (28) | 25 (43) | 6 (11) | 40 (54) | 28 (65) | 12 (39) |
Other | 2 (2) | 0 (0) | 2 (4) | 0 (0) | 0 (0) | 0 (0) |
Maternal factors |
Animal exposure | 96 (86) | 44 (76) | 52 (98) | 0.001 | 4 (60) | 4 (11) | 0 (0) | 0.120 |
Pregnant smoking | 1 (1) | 0 (0) | 1 (2) | 0.482 | 3 (45) | 0 (0) | 3 (10) | 0.094 |
Smoking | 1 (1) | 0 (0) | 1 (2) | 0.477 | 4 (6) | 1 (3) | 3 (10) | 0.324 |
Asthma | 2 (2) | 2 (3) | 0 (0) | 0.496 | 6 (8) | 4 (10) | 2 (6) | 1.000 |
Allergic rhinitis | 4 (4) | 4 (7) | 0 (0) | 0.120 | 5 (68) | 4 (10) | 1 (3) | 0.387 |
Atopic dermatitis | 2 (2) | 2 (3) | 0 (0) | 0.496 | 3 (4) | 2 (5) | 1 (3) | 1.000 |
Food allergy | 3 (3) | 2 (3) | 1 (2) | 1.000 | 1 (1) | 1 (2) | 0 (0) | 1.000 |
Paternal factors |
Smoking | 15 (14) | 9 (16) | 6 (12) | 0.589 | 20 (31) | 11 (31) | 9 (31) | 1.000 |
Asthma | 3 (3) | 3 (5) | 0 (0) | 0.245 | 0 (0) | 0 (0) | 0 (0) | |
Allergic rhinitis | 3 (3) | 3 (5) | 0 (0) | 0.245 | 7 (10) | 7 (17) | 0 (0) | 0.018 |
Atopic dermatitis | 1 (1) | 1 (2) | 0 (0) | 1.000 | 2 (3) | 2 (5) | 0 (0) | 0.505 |
Food allergy | 1 (1) | 1 (2) | 0 (0) | 1.000 | 1 (1) | 1 (2) | 0 (0) | 1.000 |
Household factors |
Electricity + gas | 69 (62) | 56 (97) | 13 (25) | 0.000 | 66 (99) | 35 (97) | 31 (100) | 1.000 |
Kerosene + paraffin | 64 (58) | 44 (76) | 20 (38) | 0.000 | 43 (64) | 21 (58) | 22 (71) | 0.317 |
Paraffin | 38 (34) | 6 (10) | 32 (60) | 0.000 | 0 (0) | 0 (0) | 0 (0) | |
Indoor fire | 4 (4) | 2 (3) | 2 (4) | 1.000 | 0 (0) | 0 (0) | 0 (0) | |
Outdoor fire | 49 (44) | 12 (21) | 37 (70) | 0.000 | 0 (0) | 0 (0) | 0 (0) | |
Wood + fire | 31 (28) | 4 (7) | 27 (51) | 0.000 | 0 (0) | 0 (0) | 0 (0) | |
Distribution of skin and nasal S. aureus colonisation
A total of 185 (84 controls and 101 cases) children were assessed for S. aureus colonisation. Of these, 79 (43%) were colonised with S. aureus in at least one of the sampled body sites. Amongst all the study children, S. aureus was recovered more frequently from cases compared to controls (60% [61/101] vs. 21% [18/84], p = 0.000). Participants from urban settings were frequently colonised compared to rural participants (55% [41/74] vs. 34% [38/111], p = 0.006). Stratification by location revealed that in both rural and urban settings, S. aureus was more commonly detected from cases compared to controls (54% [31/58] vs. 13% [7/53], p = 0.000 and 70% [30/43] vs. 35% [11/31], p = 0.005), respectively. Data on the prevalence of colonisation by sampled body site in cases and controls from both locations are summarised in Table 2. Among all children and rural children, cases were more frequently colonised on non-lesional skin compared to controls (33% [32/97] vs. 12% [10/83], p = 0.001, and 29% [16/55] vs. 10% [5/52], p = 0.015, respectively), but there was no significant difference between urban cases and controls (Table 2). Further, the anterior nares were commonly colonised in cases compared to controls among all children (28% [28/99] vs. 15% [12/82], p = 0.031), but not when stratified by location. Comparative analysis of the prevalence of colonisation on sampled site by disease phenotype revealed that there was a higher rate of detecting S. aureus on lesional skin compared to the anterior nares among all cases (p = 0.003) and rural cases (p = 0.02), but not in urban cases (p = 0.212). Colonisation of lesional skin was more common than on non-lesional skin in all cases (p = 0.002) and urban cases (p = 0.029), but not rural cases (p = 0.06). Further, we noted significant difference in the colonisation of non-lesional skin and the anterior nares across all controls (p = 0.037) and rural controls (p = 0.005), but not among urban controls (p = 1.000).
Table 2
Participant colonisation among all, rural and urban cases and controls.
| Total | Umtata | Cape Town |
Case, n (%) | Control, n (%) | p-value | Case, n (%) | Control, n (%) | p-value | Case, n (%) | Control, n (%) | p-value |
Lesional skin | 42 (42) | | | 22 (39) | | | 20 (48) | | |
Non-lesional skin | 32 (33) | 10 (12) | 0.001 | 16 (29) | 5 (10) | 0.015 | 16 (38) | 5 (16) | 0.066 |
Anterior nares | 28 (28) | 12 (15) | 0.031 | 9 (16) | 5 (10) | 0.396 | 19 (44) | 7 (23) | 0.085 |
S. aureus colonisation and AD severity
Overall, cases with severe disease were more commonly colonised compared to cases with moderate disease (72% [41/57] vs. 47% [20/43], p = 0.013). Stratification for location revealed that only urban cases with severe disease were frequently colonised compared to moderate AD cases (86% [19/22] vs. 52% [11/21], p = 0.022). More specifically, colonisation on lesional skin, non-lesional skin and the anterior nares was not significantly associated with disease severity among all cases as well as when stratified by location (Table 3).
Table 3
Colonisation in cases stratified by disease severity among all, rural and urban cases.
| Total | Umtata | Cape Town |
Moderate, n (%) | Severe, n (%) | p-value | Moderate, n (%) | Severe, n (%) | p-value | Moderate, n (%) | Severe, n (%) | p-value |
Lesional skin | 13 (32) | 29 (51) | 0.066 | 5 (24) | 17 (49) | 0.092 | 8 (40) | 12 (55) | 0.374 |
Non-lesional skin | 13 (30) | 19 (36) | 0.665 | 6 (27) | 10 (31) | 1.000 | 7 (33) | 9 (43) | 0.751 |
Anterior nares | 11 (26) | 17 (31) | 0.655 | 3 (14) | 6 (18) | 0.727 | 8 (38) | 11(50) | 0.543 |
Risk factors associated with S. aureus colonisation across the locations
Geographic location influenced microbial colonisation on the skin and nasal cavity. Namely, the effect of various risk factors on being colonised with S. aureus in children from both locations using logistic regression are shown in Tables 4a and 4b, for rural and urban children, respectively. The univariate analysis models showed that having AD was associated with colonisation in both rural (OR 7.54, 95% CI 22.92–19.47) and urban (OR 4.2, 95% CI 1.57–11.2) children. Also, living in an electrified house that also uses gas (OR 4.08, 95% CI 1.59–10.44) and in a house that makes use of kerosene and paraffin (OR 2.88, 95% CI 1.22–6.77) for heating and cooking were associated with an increased risk of S. aureus among the rural children. Surprisingly, exposure to animals (OR 0.3, 95% CI 0.11–0.83) as well living in a house that uses wood and coal (OR 0.14, 95% CI 0.04–0.49) and an outdoor fire (OR 0.31, 95% CI 0.13–0.73) were associated with lower odds of colonisation. Nonetheless, in the multivariate model of rural children, having AD (aOR 8.02, 95% CI 1.28–50.37) was retained as a risk factor for S. aureus colonisation, while living in a house that uses wood and coal for cooking and heating (aOR 0.02, 95% CI 0.02–0.99) remained protective against S. aureus colonisation. No regression analysis was performed for urban children because only AD showed an association with S. aureus.
Table 4
a. Unconditional logistic regression analysis of child, parental, domestic and environmental characteristics associated with S. aureus colonisation in Umtata participants.
Explanatory variable | Colonised a, n (%) | Not colonised, n (%) | OR [95% CI] | p-value | aOR [95% CI] | p-value |
AD: case | 31 (28) | 27 (24) | 7.54 [2.92–19.47] | 0.000 | 8.02 [1.28–50.37] | 0.026 |
Sex: male | 21 (19) | 46 (42) | 0.74 [0.33–1.67] | 0.469 | 0.83 [0.32–2.16] | 0.696 |
Child characteristics |
Breastfeeding | 10 (9) | 25 (23) | 0.69 [0.29–1.63] | 0.395 | 1.46 [0.48–4.47] | 0.503 |
Allergic rhinitis | 1 (1) | 6 (7) | 0.43 [0.05–3.79] | 0.449 | Excluded | |
Asthma § | 0 (0) | 0 (0) | Omitted d | | Excluded | |
Food allergy | 5 (5) | 6 (5) | 1.69 [0.48–5.95] | 0.413 | Excluded | |
Mode of delivery: vaginal | 29 (26) | 57 (51) | 0.9 [0.36–2.29] | 0.833 | Excluded | |
Incomplete immunisation status | 2 (2) | 2 (2) | 1.97 [0.27–14.58] | 0.506 | Excluded | |
Antibiotic exposure | 33 (30) | 58 (52) | 1.71 [0.57–5.12] | 0.34 | 1.54 [0.39–6] | 0.536 |
Large family size b | 15 (14) | 35 (32) | 0.71 [0.32–1.57] | 0.395 | 0.94 [0.36–2.44] | 0.903 |
Animal exposure c | 27 (24) | 65 (59) | 0.3 [0.11–0.83] | 0.021 | 0.53 [0.11–2.54] | 0.429 |
Fossil fuel exposure |
Electricity + gas | 31 (28) | 38 (34) | 4.08 [1.59–10.44] | 0.003 | 0.35 [0.05–2.47] | 0.295 |
Kerosene + paraffin | 28 (25) | 36 (32) | 2.88 [1.22–6.77] | 0.015 | 0.69 [0.19–2.49] | 0.571 |
Indoor fire | 1 (1) | 3 (3) | 0.63 [0.06–6.27] | 0.694 | Excluded | |
Outdoor fire | 10 (9) | 39 (35) | 0.31 [0.13–0.73] | 0.008 | 0.54 [0.17–1.67] | 0.283 |
Wood + coal | 3 (3) | 28 (25) | 0.14 [0.04–0.49] | 0.002 | 0.14 [0.02–0.99] | 0.048 |
Maternal factors |
Allergic rhinitis | 0 (0) | 4 (4) | Omitted d | | Excluded | |
Asthma | 1 (1) | 1 (1) | 1.95 [0.12–32] | 0.641 | Excluded | |
Atopic dermatitis | 1 (1) | 1 (1) | 1.95 [0.12–32] | 0.641 | Excluded | |
Food allergy | 1 (1) | 2 (2) | 0.96 [0.08–10.93] | 0.973 | Excluded | |
Smoking | 0 (0) | 1 (1) | Omitted | | Excluded | |
Pregnant smoker | 0 (0) | 1 (1) | Omitted | | Excluded | |
Animal exposure c | 31 (28) | 65 (59) | 0.55 [0.18–1.64] | 0.28 | 1.93 [0.37–10.16] | 0.438 |
Paternal factors |
Allergic rhinitis § | 0 (0) | 3 (3) | Omitted | | Excluded | |
Asthma § | 1 (1) | 2 (2) | 0.96 [0.08–10.93] | 0.973 | Excluded | |
Atopic dermatitis § | 0 (0) | 1 (1) | Omitted | | Excluded | |
Food allergy § | 0 (0) | 1 (1) | Omitted | | Excluded | |
Smoking | 5 (5) | 10 (9) | 0.94 [0.3–2.98] | 0.267 | Excluded | |
AD, atopic dermatitis; OR, odds ratio; aOR, adjusted odds ratio; CI, confidence interval; § No within group variance; a Colonisation with Staphylococcus aureus; b Large family size is arbitrarily defined as 7 or more members within a household; c Animal exposure refers to cat and/or dog exposure (exposure to a domestic animal); d Independent variables omitted due to dependency in the regression model |
Table 4
b. Unconditional logistic regression analysis of child, parental, domestic and environmental characteristics associated with S. aureus colonisation in Cape Town participants.
Explanatory variable | Colonised a, n (%) | Not colonised, n (%) | OR [95% CI] | p-value |
AD: case | 30 (41) | 13 (18) | 4.2 [1.57–11.2] | 0.004 |
Sex: male | 19 (26) | 19 (25) | 0.74 [0.33–1.67] | 0.469 |
Child characteristics |
Breastfeeding | 6 (8) | 3 (4) | 1.71 [0.39–7.45] | 0.472 |
Atopic dermatitis |
Allergic rhinitis | 1 (1) | 0 (0) | Omitted d | |
Asthma § | 1 (1) | 0 (0) | Omitted d | |
Food allergy | 6 (8) | 3 (4) | 1.71 [0.39–7.45] | 0.472 |
Mode of delivery: vaginal | 22 (31) | 17 (24) | 0.95 [0.37–2.43] | 0.921 |
Incomplete immunisation status | 8 (11) | 2 (3) | 3.76 [0.74–19.09] | 0.11 |
Antibiotic exposure | 31 (42) | 23 (31) | 1.35 [0.48–3.77] | 0.57 |
Large family size b | 9 (12) | 8 (11) | 0.88 [0.3–2.61] | 0.816 |
Animal exposure c | 1 (1) | 1 (1) | 0.86 [0.05–14.3] | 0.915 |
Fossil fuel exposure |
Electricity + gas | 36 (54) | 30 (45) | Omitted d | |
Kerosene + paraffin | 20 (30) | 23 (34) | 0.43 [0.15–1.23] | 0.116 |
Indoor fire | 0 (0) | 0 (0) | Omitted d | |
Outdoor fire | 0 (0) | 0 (0) | Omitted d | |
Wood + coal | 0 (0) | 0 (0) | Omitted d | |
Maternal factors |
Allergic rhinitis | 0 (0) | 5 (7) | Omitted d | |
Asthma | 3 (4) | 3 (4) | 0.76 [0.14–4.06] | 0.751 |
Atopic dermatitis | 1 (1) | 2 (3) | 0.38 [0.03–4.33] | 0.432 |
Food allergy | 1/73 | 0 (0) | Omitted d | |
Smoking | 3 (4) | 1 (1) | 2.65 [0.26–26.82] | 0.41 |
Pregnant smoker | 2 (3) | 1 (1) | 1.76 [0.15–20.45] | 0.65 |
Animal exposure c | 3 (5) | 1 (2) | 2.64 [0.26–26.76] | 0.412 |
Paternal factors |
Allergic rhinitis § | 5 (7) | 2 (3) | 2.08 [0.38–11.52] | 0.4 |
Asthma § | 0 (0) | 0 (0) | Omitted d | |
Atopic dermatitis § | 2 (3) | 0 (0) | Omitted d | |
Food allergy § | 1 (1) | 0 (0) | Omitted d | |
Smoking | 13 (20) | 7 (11) | 1.86 [0.62–5.54] | 0.267 |
AD, atopic dermatitis; OR, odds ratio; CI, confidence interval; § No within group variance; a Colonisation with Staphylococcus aureus. b Large family size is arbitrarily defined by more than 6 members within a household; c Animal exposure refers to cat and/or dog exposure (exposure to a domestic animal); d Independent variables omitted due to dependency in the regression model. |
Clonal lineages of recovered S. aureus isolates
A total of 125 skin and nasal S. aureus isolates were recovered from cases and controls, however, only 108 isolates were characterised by spa typing (Fig. 1). Seventeen isolates were excluded from molecular analysis due to their failure to amplify the spa gene using the described primers or poor sequence quality for spa type assignment despite repeated sequencing. BURP analysis grouped 19 spa types into 6 spa-clonal complexes (spa-CCs) and 15 spa types were singletons. Among participants with spa typed isolates, 25% (19/76) were colonised with one spa type on all three or two of the sampled sites which were positive for S. aureus, while 7% (5/76) were colonised with different spa types. One rural case participant was colonised with spa type t062 on lesional skin and anterior nares, and with spa type t1399 on non-lesional skin which belongs to the same spa-CC. The most frequent spa types were spa-CC002/t002 (spa-CC/spa type; 8%), spa cluster 4/t272 (9%), spa cluster 6/t174 (14%) and spa cluster 5/t1476 (18%). Further, we identified five previously unassigned spa types (i.e., txAC, txAE, t18354, t15783 and t18750).
Distribution of S. aureus spa clonal lineages across locations by AD disease and severity
Rural and urban children were colonised by different S. aureus spa clonal lineages, with spa cluster 4 spa types frequently identified among rural participants (18% [9/51] vs. 4% [2/57], p = 0.015) and spa cluster 6 spa types in urban participants (23% [13/57] vs. 6% [3/51], p = 0.013) compared to their respective counterparts based on all sampled sites (Table 5). The diversity of spa types among cases was higher compared to controls in both locations (Fig. 2). Moreover, comparative analysis revealed that there was an overall significant difference in the distribution of spa clonal lineages between urban cases and controls (p = 0.009), with spa cluster 5/t1476 and spa cluster 6/t174 being predominant among cases. There was no overall difference between rural cases and controls (p = 0.224), albeit, spa cluster 4/t272 and spa cluster 5/t1476 were the dominant spa clonal lineages among cases with no single most dominant spa clonal lineage among controls (Fig. 2). We also noted a significant difference in the distribution of spa clonal lineages among urban cases based on AD severity (p = 0.001). In these cases, spa-CC002 (t002 and t442) isolates were only identified in severe AD, and spa cluster 6/t174 was more frequent in moderate AD while spa cluster 5/t1476 in severe AD. Further, although no significant difference was found between AD severity and the identified spa types in rural cases (p = 0.126), spa cluster 3 (t062 and t1399) isolates were only detected in moderate cases while spa cluster 5 (t1476 and t1257) isolates predominated in severe cases (Fig. 3).
Table 5
Distribution of clonal lineages of S. aureus isolates among Umtata and Cape Town participants.
spa-CC | Umtata | Cape Town |
No. of isolates (%) | No. of spa types (%) | spa types (no. of isolates) | No. of isolates (%) | No. of spa types (%) | spa types (no. of isolates) |
spa-CC002 | 9 | 3 (14) | t002 (4); t045 (2); t071 (3) | 10 | 4 (19) | t002 (5); t1215 (2); t18748 (1); t442 (2) |
spa-CC084 | 3 | 2 (10) | t084 (2); t491 (1) | 5 | 2 (10) | t084 (3); t346 (2) |
spa cluster 3 | 3 | 2 (10) | t062 (2); t1399 (1) | 3 | 2 (10) | t062 (1); t2049 (2) |
spa cluster 4 | 9 | 2 (10) | t159 (1); t272 (8) | 2 | 1 (5) | t272 (2) |
spa cluster 5 | 12 | 2 (10) | t1476 (10); t1257 (2) | 10 | 2 (10) | t1476 (9); t18750 (1) |
spa cluster 6 | 3 | 1 (5) | t174 (3) | 13 | 2 (10) | t174 (12); t5471 (1) |
Singletons | 10 | 7 (33) | t015 (2); t148 (1); t2763 (1); t317 (3); t355 (1); t786 (1); t843 (1) | 13 | 7 (33) | t015 (2); t18354 (1); t1597 (1); t2078 (4); t335 (2); t881 (1); t891 (2) |
Excluded/spa types with unknown repeat succession | 2 | 2 (10) | txAC (1); txAE (1) | 1 | 1 (5) | t15783 (1) |
Total | 51 | 21 | | 57 | 21 | |
Bold text indicates spa types that were identified in only one location. |
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