Oral microbial composition showed a distinct clustering in neonates with OFC and control neonates after the first weeks of life
Microbiota analyses of 126 oral samples from two groups (CLP vs. control), two time points, i.e. at first consultation after birth (T0: Ø3d CLP; Ø2d control) and 4–5 weeks later (T1: Ø32d OFC; Ø31d control) and two different oral niches (T, C) revealed four microbial phyla, nine classes, 20 orders, 30 families, and 39 genera derived from 117 operational taxonomic units (OTU). Comparing the distribution of microbial genera for both niches (niche T vs. C) and different combinations of site, group and time point, no distinct clusters were detectable for T or C. Both niches were previously found in young adults with periodontal health to be part of different metaniches with distinct microbial composition (10). However, a dendrogram based on generalized UniFrac distances showed clustering into three branches (Fig. 1). The lower branch represented a cluster mainly formed by samples of the CLP and control group at time point T0 collected from both niches T and C (Fig. 1). Regarding the lowest branch, a trend to a separation into two clusters formed by the CLP and control group can be seen, however, those clusters were not clearly distinguishable (Fig. 1). The middle branch represents a distinct cluster for the CLP group at time point T1 without differences in oral niches (Fig. 1). Control samples from time point T1 including both niches clustered in the upper branch (Fig. 1). Here, also two patients of the CLP group clustered: LKG-002 and LKG-018, both presenting only mild phenotypic manifestations (Table 1). Since LKG-018 was the only neonate affected by CLo and, therefore, the only patient without clefting of intraoral structures (soft/hard palate and alveolous) and a potential mixture of nasal and oral microbiota, it was excluded in further investigations referring to the complete CLP group. LKG-002 was still included in further investigations due to the affection of intraoral structures (soft/hard palate).
Table 1
Characteristics of the control group |
# | Age at T0 (d) | Age at T1 (d) | Gender | Weight T0 (g) | Height T0 (cm) | Type of birth | PROM | Antibiotics | Nutrition1 |
LKGc-001 | 2 | 36 | f | 3350 | 52 | c | 0 | ABM | 0 |
LKGc-002 | 2 | 34 | m | 3800 | 53 | c | 0 | ABM | 0 |
LKGc-003 | 2 | 27 | m | 4120 | 55 | c | 0 | ABM | 0 |
LKGc-004 | 2 | 23 | f | 3150 | 50 | c | 1 | ABM | 0 |
LKGc-005 | 2 | 32 | m | 3340 | 50 | v | 0 | noABM | 0 |
LKGc-008 | 3 | 29 | f | 3180 | 51 | v | 1 | noABM | 0 |
LKGc-009 | 2 | 35 | m | 4030 | 54 | v | 0 | noABM | 0 |
LKGc-010 | 2 | 38 | m | 3640 | 53 | v | 0 | noABM | 0 |
LKGc-011 | 2 | 31 | m | 3050 | 50 | v | 1 | noABM | 0 |
LKGc-012 | 2 | 20 | f | 2930 | 50 | v | 1 | noABM | 0 |
LKGc-013 | 3 | 32 | m | 3670 | 54 | v | 1 | noABM | 0 |
LKGc-015 | 3 | 34 | f | 3200 | 50 | v | 1 | noABM | 0 |
LKGc-016 | 2 | 42 | m | 3940 | 53 | c | 1 | ABM | 0 |
LKGc-018 | 2 | 24 | f | 3570 | 54 | v | 0 | noABM | 0 |
LKGc-020 | 3 | 36 | f | 4200 | 56 | c | 0 | ABM | 0 |
LKGc-021 | 3 | 22 | m | 3480 | 54 | c | 0 | ABM | 0 |
LKGc-022 | 3 | 24 | m | 2950 | 50 | v | 0 | noABM | 0 |
Characteristics of the study group (CLP) |
# | Age at T0 (d) | Age at T1 (d) | Gender | Weight T0 (g) | Height T0 (cm) | Type of birth | PROM | Anti-biotics | Nutrition 1 |
LKG-001 | 7 | 24 | m | 2590 | 48 | v | 0 | noABM | 2 |
LKG-002 | n.d. | 19 | m | 3130 | 44 | c | 0 | ABM | 2,4 |
LKG-003 | 3 | 38 | m | 3040 | 51 | c | 0 | ABM | 2 |
LKG-004 | 5 | n.d. | f | 2980 | 51 | v | 0 | noABM | 0 |
LKG-005 | 2 | 37 | f | 2940 | 51 | v | 0 | noABM | 1 |
LKG-007 | 2 | 29 | m | 3220 | 51 | v | 0 | noABM | 1 |
LKG-009 | 3 | 29 | m | 3240 | 49 | v | 0 | ABM | 3 |
LKG-010 | 3 | 38 | m | 3320 | 51 | c | 0 | ABM | 3,4 |
LKG-011 | 3 | 34 | m | 3350 | 53 | v | 0 | noABM | 1 |
LKG-012 | 3 | 25 | m | 3900 | 51 | v | 0 | noABM | 2,4 |
LKG-014 | 2 | 31 | m | 3120 | 47 | c | 0 | ABM | 2 |
LKG-015 | 1 | 22 | f | 2800 | 51 | v | 0 | noABM | 2 |
LKG-016 | 11 | 39 | f | 3120 | 51 | v | 0 | noABM | 1,4 |
LKG-017 | 14 | 40 | m | 2860 | 50 | v | 0 | noABM | 3 |
LKG-018 | 8 | 34 | f | 3890 | 51 | v | 0 | noABM | 0 |
Special characteristics of the study group: classification, severity, type of treatment |
# | Etio- | BCLP | UCLP* | CPo | CLo | LAHSHAL | LAHSHAL | Severity | pAM |
| logy | | | | | Code 2 | Severity3 | Score4 | |
LKG-001 | ps | 0 | 1 | 0 | 0 | - - - SHAL | 0002222 | 8 | 1 |
LKG-002 | s | 0 | 0 | 1 | 0 | - - hSh - - | 0012100 | 4 | 0 |
LKG-003 | ps | 0 | 1 | 0 | 0 | - - - SHAL | 0002222 | 8 | 1 |
LKG-004 | s | 0 | 0 | 1 | 0 | - - hSh - - | 0012100 | 4 | 0 |
LKG-005 | s | 0 | 0 | 1 | 0 | - - HSH - - | 0022200 | 6 | 1 |
LKG-007 | ps | 0 | 1 | 0 | 0 | - - - SHAl | 0002221 | 7 | 1 |
LKG-009 | ps | 1 | 0 | 0 | 0 | lAHS - - l | 1222001 | 8 | 1 |
LKG-010 | ps | 1 | 0 | 0 | 0 | LAHSHAL | 2222222 | 14 | 1 |
LKG-011 | ps | 0 | 1 | 0 | 0 | LAHS - - - | 2222000 | 8 | 1 |
LKG-012 | ps | 1 | 0 | 0 | 0 | LAHSHAL | 2222222 | 14 | 1 |
LKG-014 | ps | 0 | 1 | 0 | 0 | lAHS - - - | 1222000 | 7 | 1 |
LKG-015 | ps | 1 | 0 | 0 | 0 | laHSHAL | 1122222 | 12 | 1 |
LKG-016 | s | 0 | 0 | 1 | 0 | - - HSH - - | 0022200 | 6 | 1 |
LKG-017 | s | 0 | 0 | 1 | 0 | - - HSH - - | 0022200 | 6 | 1 |
LKG-018 | p | 0 | 0 | 0 | 1 | la - - - - - | 1100000 | 2 | 0 |
0 = no, 1 = yes, s = cleft of the secondary palate, p = cleft of the primary palate, ps = cleft of the primary and secondary palate, d = days, g = grams, cm = centimeter, f = female, m = male, n.d. = not done, c = Caesarian section, v = vaginal, PROM = premature rupture of membranes, noABM = no antibiotic intake of mother intrapartum, ABM = antibiotic intake mother intrapartum, pAM = passive alveolar molding, T0 = time point T0 after birth, T1 = Time point T1 4–5 weeks after birth, BCLP = bilateral cleft lip palate, UCLP = unilateral cleft lip palate, CPo = Cleft Palate only, CLo = Cleft Lip only. |
1 0 = breastfeeding, 1 = bottle feeding breast milk, 2 = bottle feeding partly breast milk, partly artificial formula, 3 = bottle feeding artificial formula, 4 = postnatal tube feeding for < 1 week (= T0); |
2 LAHSHAL Code: minus sign (-) = not affected, small letter = incompletely affected, capital letter = completely affected |
3 LAHSHAL Severity: 0 = not affected, 1 = incompletely affected, 2 = completely affected |
4 Severity Score: sum of the LAHSHAL Severity |
After birth (T0), oral microbial composition in neonates from both groups was dominated by the following genera (CLP; control): Streptococcus (68.03%; 59.18%), Staphylococcus (15.84%; 8.70%), Gemella (4.88%; 12.17%) and Rothia (8.36%; 3.67%). Haemophilus and Neisseria solely presented higher levels in the control group (12.02%; 3.88%) and all other genera, detected in isolated samples, ranged below 1% (Fig. 1). The mean highest abundance of Streptococcus was most impressive in one CLP neonate (LKG_014_T0) presenting a mono colonization with this genus (Fig. 1).
Within the first weeks of life (T1), high abundance of Streptococcus (65.01%; 66.58%), Staphylococcus (4.72%; 4.34%), Gemella (1.97%; 4.84%) and Rothia (4.36%; 2.68%) the subsequent genera were still detected in both groups (CLP; control) (Fig. 1). However, a higher variety of genera was found in both groups. The control group presented elevated levels of Haemophilus (6.21%), Veillonnella (7.18%), Lactobacillus (1.06%), Prevotella 7 (1.93%), Atopobium (1.61%) and Actinomyces (1.54%) (Fig. 1). The CLP group showed increased levels of Bifidobacterium (7.94%), Neisseria (0.03%; 3.88%), Escherichia-Shigella (1.99%), Lactobacillus (1.60%), Limosilactobacillus (2.34%), Enterococcus (2.45%), Bergeyella (1.20%) and Corynebacterium (1.15%) (Fig. 1).
Taken together, the oral microbial composition of CLP and control neonates after birth (T0) was similar and dominated by Streptococcus spp. without distinct clustering according to group or site. Concerning both groups after 4–5 weeks of life (T1), a greater microbial variety and distinct formations of oral microbiota were seen for neonates with orofacial clefts and neonates without CLP based on abundance of microbial genera. Notably, metaniche-characteristics 19 were not seen in both groups after birth and within the first weeks of life.
Alpha diversity was significantly higher in control neonates compared to CLP neonates in the niche tongue at both time points
Together with patient LKG-002, we found patient LKG-018 to cluster with the control group at T1 (Fig. 1). Because of its relatively mild CLP manifestation (LAHSHAL: la - - - - -) and no affection of intraoral structures we excluded patient LKG-018 in the following group comparisons to facilitate the identification of CLP-specific differences. Considering both sampling niches for calculating alpha diversity, we observed a significantly lower alpha diversity of tongue samples in CLP neonates compared to control neonates at both time points (Fig. 2a). Except for cheek samples of the control group, we further observed a significant increase in alpha diversity from T0 to T1 in all groups (Fig. 2b). To evaluate the impact of CLP severity on a more granular, individual base, we transformed the LAHSHAL code in a severity score using numbers (see Methods section). Interestingly, significant differences were seen at T0 with a higher alpha diversity in control neonates compared to CLP neonates with high severity scores (Fig. 2c). CLP neonates with low severity scores also presented a higher alpha diversity compared to CLP neonates with high severity scores at T0 (Fig. 2c). Notably, significant differences between the groups levelled out at T1 (Fig. 2c). Previous data suggested an impact of birth type on the oral microbiome 25. Again, we combined both sampled niches to increase the number of samples per group. The control group presented a significantly higher alpha diversity in neonates born via C-section at T0, while no differences were seen for CLP neonates and at T1 for both groups (Fig. 2d) indicating that differences between the control and CLP group are not due the different birth modes.
Summarizing, we demonstrated a significant (physiological) increase of alpha diversity from T0 to T1 in both groups. The presence of orofacial clefts resulted in lower alpha diversity in the niche tongue at both time points and in both niches combined at T0. High cleft severity inhibited the (physiological) increase in alpha diversity the most.
Ordination analyses using multidimensional scaling reveals significant differences in the development of beta diversity within the first days of life in both groups
In order to investigate beta diversity, ordination using multidimensional scaling (MDS) based on generalized UniFrac distances of log-transformed genus counts were performed visualizing 44% (Fig. 3a and c) and 50.7% (Fig. 3b) of whole data variability. Applying permutational multivariate analysis of variance (PERMANOVA) via the adonis2 test (vegan package for R), no significant differences were seen with a combination of sample niche (T vs. C), patient group and time point (Fig. 3a) variables. However, using the same test significant differences (p = 0.001) were obtained with the combination of group and time point variable only. Consequently, ignoring sampling niche for grouping, we observed only minor differences in beta diversity for both groups at T0 (pairwise adonis2 p adj. = 0.018) with both clusters largely overlaying each other (Fig. 3c). However, we could show more significant differences between the CLP and the control group at T1 (pairwise adonis2 p adj. = 0.006) with noticeable separation of both clusters (Fig. 3c). To demonstrate this more clearly, we performed constrained correspondence analysis (CCA) of the same data with constriction to group and time point (Fig. 3d). Representing 16.8% of whole data variability, a clear separation of the CLP group from the control was evident at T1 (Fig. 3d). In contrast, the clusters of CLP and control group at T0 were in close proximity to each other and exhibited intersecting areas with the cluster of control group samples at T1 (Fig. 3d). A permutation test (anova.cca, vegan package for R) proofed significant (p = 0.001) for both depicted constrained axes. For investigation of cleft types, the CLo patient (LKG-018) was included. Notably, the clusters of the UCLP and BCLP group presented almost absolute overlapping at T0, while the CPo group was slightly differentiated from all other categorical groups (Fig. 3b). At T1, the CPo group showed cluster separation with only some overlap with the UCLP and BCLP group (Fig. 3b). Interestingly, the UCLP and BCLP group showed crisscrossing areas at T0 and formed a distinct group with almost completely superimposed ellipses at T1 (Fig. 3b). At T0, the CLo patient presented similar beta diversity than all other categorical groups, however, separated clearly from the UCLP/BCLP cluster and slightly from the CPo cluster at T1 (Fig. 3b).
To summarize, we detected significant differences in beta diversity between T0 and T1 in both groups. Interestingly, cluster segregation was seen for the CLP group at T1. Moreover, beta diversity detected in UCLP and BCLP was similar at T1, however, the CPo group presented distinct differences at T1 and the CLo patient separated from all categorical groups at T1. Similar to alpha diversity, no differences depending on sampling niche were observed with regard to beta diversity.
High level phenotype analyses present higher levels of gram-positive and lower levels of gram-negative species in CLP neonates compared to controls
For investigation of different high-level phenotypes, the identified microbial communities were subjected to BugBase 26 analysis, which is based on PICRUSt 27. Analyses were done with sample grouping according to group (CLP vs. control) and time point (T0 vs. T1) (Fig. 4) and regarding different cleft phenotypes (CTRL vs. CLo vs. CPo vs. UCLP vs. BCLP) and severities (CTRL vs. CLP low severity vs. CLP high severity) (Fig. 5).
Considering longitudinal changes, a significant (p < 0.001) increase of anaerobic species was seen from T0 to T1 in both groups (Fig. 4a) and regardless of cleft phenotype and severity (Fig. 5a, f). Regarding neonates with orofacial clefts, gram-negative species decreased significantly (p < 0.05), while in contrast gram-positive species increased significantly (p < 0.05) from T0 to T1 in CLP neonates (Fig. 4d, e) regardless of cleft phenotype and severity (Fig. 5d, e, i, j). Controls presented similar but not significant proportional adaptations. Further, a significant (p < 0.001) increase of biofilm forming species was only seen in CLP neonates from T0 to T1, while stress-tolerant species solely increased in control neonates (p < 0.05) (Fig. 4e, f).
Differences between both groups were seen at T0 with higher levels of facultative anaerobic (p < 0.001) and gram-negative species (p < 0.01) in controls and higher levels of gram-positive species (p < 0.05) in CLP neonates (Fig. 4b, c, d) regardless of cleft phenotype and severity (Fig. 5c, d, e, i, j).
Considering different cleft phenotypes and severities, significantly higher levels of anaerobic species were seen in controls compared to CLP neonates with low cleft severity (p < 0.05) (CLo/CPo: p < 0.001/ p < 0.05), while CLo/CPo neonates showed higher levels compared to UCLP/BCLP (p < 0.01/ p < 0.05) neonates at T0 (Fig. 5b, g). Moreover, significant differences were seen regarding facultative anaerobic species with significantly higher levels in controls compared to UCLP (p < 0.001) and compared to CLP neonates with high cleft severity at T0 (p < 0.01) (Fig. 5c, h). Notably, also CLo/CPo neonates presented higher levels of facultative anaerobic species compared to UCLP neonates at T0 (p < 0.01/ p < 0.05) (Fig. 5c). Interestingly, there was a significant (p < 0.01/ p < 0.05) increase of facultative anaerobic species in UCLP and CLP neonates with high and low cleft severity from T0 to T1 resulting in significantly (p < 0.001) higher levels of facultative anaerobic species in CLP neonates with low cleft severity (CPo: p < 0.01) compared to controls at T1 (Fig. 5c). No differences were seen between different cleft phenotypes regarding gram-negative and gram-positive species, however, neonates with high cleft severity presented significantly lower levels of gram-negative and significantly higher levels of gram-positive species at T0 compared to controls (p < 0.05) (Fig. 5d, e, I, j).
Differential analyses on genus level presented significantly higher levels of Enterobacteriaceae (Citrobacter, Enterobacter, Escherichia-Shigella, Klebsiella), Enterococcus, Bifidobacterium, Corynebacterium, Lactocaseibacillus, Staphylococcus, Acinetobacter and Lawsonella in neonates with CLP after the first weeks of life
Consistent with the genus composition seen in the dendrogram (Fig. 1), differential analysis on genus level revealed no significant (> 2-fold, adj. p (q) < 0.05) differences between both groups at T0 except for higher levels of Neisseria and Haemophilus in the control group and higher levels of Pseudomonas in the CLP group (Fig. 6a). After the first 4–5 weeks of life significant differences were detectable between the groups: the CLP group presented significantly higher abundance of Enterobacteriaceae (Citrobacter, Enterobacter, Escherichia-Shigella, Klebsiella), Enterococcus, Bifidobacterium, Corynebacterium, Lactocaseibacillus, Staphylococcus, Acinetobacter and Lawsonella compared to controls (Fig. 6b), while controls showed higher levels of Veillonella, Bergeyella, Actinomyces, Haemophilus, Atopobium, Prevotella, Porphyromonas, Gemella, Alloprevotella and Scardovia (Fig. 6b). Considering changes from T0 to T1, a significant increase of Veillonella, Bergeyella, Actinomyces, Atopobium and Pseudomonas was seen in controls (Fig. 6c) and a significant elevation of Bifidobacterium, Enterococcus, Citrobacter, Klebsiella, Corynebacterium and Lacticaseibacillus was seen in the CLP group (Fig. 6d).
Differential analyses on OTU level revealed similarities between neonates with UCLP and BCLP and significant differences in neonates with CPo compared to UCLP/BCLP
Differential analyses on OTU level presented differences with regard to CLP type (CPo, UCLP, BCLP) considering both time points (T0, T1). At both time points, almost no significant differences were detectable between BCLP and UCLP neonates except for elevated levels of Streptococcus oralis (OTU 317) in the BCLP group at T0 (Fig. 7a) and higher proportions of Lactobacillus gasseri (OTU 12) at T1 (Fig. 7b). However, differences were more evident between CPo and UCLP/BCLP neonates.
Neonates with CPo presented significantly higher levels of Streptococcus sp. (OTU 1005; OTU 1834; OTU 1335; OUT 91) compared to UCLP and BCLP neonates at T0 (Fig. 7c, e) as well as elevated numbers of Staphylococcus hominis (OTU 2), Staphylococcus aureus (OTU 6), Streptococcus oralis (OTU 317), Granulicatella adiacens (OTU 48) and Veillonella sp. (OTU 26) compared to UCLP neonates at T0 (Fig. 7e). At T1, neonates with CPo showed significantly increased abundance of Klebsiella pneumoniae (OTU_19), Prevotella histicola (OTU_21), Streptococcus lactarius (OTU_593), Streptococcus sp. (OTU_1309, OTU_1005, OTU_378), Haemophilus parainfluenzae (OTU_10), Streptococcus parasanguinis (OTU_13), Chryseobacterium sp. (OTU_43), Corynebacterium kroppenstedtii (OTU_28), Streptococcus oralis (OTU_317) and Neisseria sicca (OTU_75) compared to BCLP (Fig. 7d) and significantly higher numbers of Campylobacter concisus (OTU_65), Staphylococcus aureus (OTU_6), Prevotella histicola (OTU_21), Pseudomonas panacis (OTU_33) and Veillonella atypica (OTU_25) compared to UCLP (Fig. 7f). Neonates with BCLP showed significantly higher abundance of Lactobacillus gasseri (OTU_12) and Bifidobacterium longum (OTU_36) and neonates with UCLP displayed higher numbers of Citrobacter freundii (OTU_29) (Fig. 7d, f) compared to CPo at T1.