Study population and clinical features.
We enrolled 33 HNC patients treated with radiotherapy at Hospital Sírio-Libanês, São Paulo, Brazil. These patients were divided into a group that developed (RRC+, n = 17) and another group that did not develop RRC (RRC-, n = 16). We also recruited patients with no previous history of cancer and RT and with conventional caries (CC, n = 16). The groups did not differ in sex or tobacco consumption, but patients in the RRC + group were significantly older, with mean age of 68.5 ± 10.5 years, compared to 54.9 ± 11.5 years for the RRC- group, and 56.8 ± 18.4 years for the CC group (p-value = 0.014, one-way ANOVA, Supplementary Table S1).
Most of the HNC patients had squamous cell carcinoma in the oral cavity and were treated with volumetric modulated arc therapy. There were no significant differences in the clinicopathological characteristics and treatment regimens between the two groups of HNC patients (Table 1) (Supplementary Table S2). Noteworthy, there was no difference in the radiation dose on the major salivary glands and in the incidence of xerostomia between patients with or without RRC (Table 1). However, RRC + patients had poorer oral health conditions at the start of the RT treatment, with a lower number of teeth and a higher proportion of rehabilitated teeth compared to RCC- patients, indicating that poor oral health is a major risk factor for RRC development (Table 1).
Table 1
Radiotherapy data and oral condition status of the study population
| Study Population | p-value, test |
RRC- (n = 16) | RRC+ (n = 17) |
Radiotherapy - no. (%) | | | |
V-MAT | 14 (87.5%) | 12 (70.58%) | 0.4823, c |
3D-Conformal | 1 (6.25%) | 3 (17.64%) |
Step-and-shoot | 1 (6.25%) | 2 (11.76%) |
Organs at risk - in cGy (median, Q1 – Q3) | | | |
Ipsilateral Parotid Gland | 2550, 2355–3531 | 2529, 1763–3934 | 0.6833, f |
Contralateral Parotid Gland | 1565, 930–2027 | 2326, 1103, 2529 | 0.2298, g |
Ipsilateral Submandibular Gland | 6321, 4596–6754 | 6088, 5537–6457 | 0.4559, f |
Contralateral Submandibular Gland | 3254, 1594–5101 | 4863, 2621–5833 | 0.3666, f |
Oral cavity | 4526, 3334–4891 | 3745, 1950–5003 | 0.4613, g |
Dental arches | 3074, 2318–4243 | 2759, 1911–3230 | 0.3245, g |
Gross Tumour Volume | 6600, 6000–6996 | 6798, 6450–6996 | 0.2864, f |
Oral Condition - before treatment | | | |
Number of Teeth (average, min - max) | 26.13, 15–32 | 17.24, 1–28 | 0.0009, g |
Number of Implants (average, min - max) | 0.81, 0–5 | 1.41, 0–7 | 0.7937, f |
Rehabilitated teeth* (median in %, Q1 – Q3) | 39, 22.6–59.7 | 64.7, 45,5–80.9 | 0.0272, g |
Residual Root* (median in %, Q1 – Q3) | 0,0–0 | 0,0-2.5 | 0.1026, f |
cGy: centi-gray; *Total number of affected teeth/total number of teeth in the oral cavity; Q1: first quartile; Q3: third quartile; Tests: c: Fisher-Freeman-Halton Test; f: Mann-Whitney Test; g: Unpaired T-test. |
Microbiome diversity and composition of radiation-related caries.
We performed 16S rRNA microbiome profiling of RRC and carious tissue from patients with no previous history of cancer or radiotherapy and with conventional caries (CC). RRC had lower bacterial diversity (Shannon's index) and lower richness of observed amplicon sequence variants (ASVs) compared to CC (Fig. 1a, Mann-Whitney U test – p-value = 0.009 and p-value = 0.033, respectively). The bacterial composition also differed between RRC and CC (Fig. 1b p-value = 0.001, F = 2.012, PERMANOVA), with RRC tissue displaying a more variable composition as observed by principal coordinate analysis (PCoA). The genus-level microbiome relative abundances of the carious tissue of each patient are shown in Fig. 1c. There were no significant differences in the relative abundance of genera related to dental colonisation between CC and RRC, such as Streptococcus, Actinomyces and Veillonella. However, Lactobacillus dominance (relative abundance ≥ 40%) was significantly more prevalent in RRC compared to CC tissue (44% vs 7%, Fisher’s exact test, p-value = 0.037).
Next, we used a semi-parametric rank-based approach to study microbial association networks in RRC and CC. Co-occurrence network analysis revealed potential differences in bacterial interactions in RRC compared to CC (Supplementary Fig. S1b). In CC, the central nodes of the clusters included well-known dental caries genera, such as Prevotella 7, Veillonella, and Leptotrichia (Supplementary Fig. S1a). In RRC, we also observed the positive interaction Prevotella 7- Lachnospiraceae- Howardella. However, a central node with the periodontopathogen Fusobacterium emerged in RRC, indicating this high-binding capacity bacteria may play an essential role in RRC 26,27.
Oral microbiome diversity and composition in HNC patients treated with radiotherapy.
We next examined the diversity and composition of the oral microbiome in HNC patients with and without RRC at three distinct sites: oral mucosa (OM), dental biofilm (DB), and gingival crevicular fluid (GCF). Our findings revealed that RRC + patients displayed lower bacterial diversity, as measured by the Shannon’s index and ASV richness, in the DB (Fig. 2b, Shanonn’s index p-value = 0.017 and ASV richness p-value = 0.006, Mann-Whitney U test), and GCF (Fig. 2c, Shanonn’s index p-value = 0.037 and ASV richness p-value = 0.069, Mann-Whitney U test), but not in the OM (Fig. 2a, Shanonn’s index p-value = 0.160 and ASV richness p-value = 0.130, Mann-Whitney U test).
We also found that bacterial composition in RRC + patients differed significantly from RRC- patients at all oral sites (Fig. 2d-f, OM p-value = 0.002, F = 2.149; DB p-value = 0.002, F = 1.767; GCF p-value = 0.001, F = 1.849, PERMANOVA). Interestingly, the presence of RRC in the oral cavity led to increased similarity in the microbiome among the three oral sites, as evidenced by the decreased average intra-subject distance between oral sites in the RRC + group (Fig. 2g, p-value = 0.049, Mann-Whitney U test).
Genera such as Lactobacillus, Bacteroides, Olsenella, Bifidobacterium, and Propionibacterium were enriched in the OM of RRC + patients (Fig. 2h). The DB showed the most notable differences in bacterial composition between the RRC + and RRC- groups, with enrichment of Lactobacillus, Bifidobacterium, and Propionibacterium in RCC + patients (Fig. 2i). In the GCF, no compositional difference was found related to periodontopathogens. However, similarly to the other sites, Lactobacillus was enriched in RRC + patients (Fig. 2j).
As the RRC incidence was previously associated with the irradiation dose in the parotid salivary gland7, we used microbiome multivariable association with linear models (MaAsLin2) to associate the median or maximum dose irradiated in the parotid gland with the amplicon-based sequencing data from all investigated oral sites, but no significant associations were found (Supplementary Data S1).
Enrichment of acid-producer species in the dental biofilm of HNC patients with RRC.
Overall, our findings suggest that the most prominent microbial shift occurred in DB, which has the biological potential to physically protect the expansion of pathogens, influencing oral health28,29. Therefore, we next performed shotgun metagenomic sequencing on DB samples of RRC- and RRC + patients to further characterise the irradiated DB at the species-level and identify potential metabolic pathways associated with RRC's aggressive clinical behaviour.
Metagenomic data confirmed that the dental biofilm of RRC + patients have lower bacterial diversity compared to RRC- patients. This was indicated by a lower Shannon index (p-value = 0.012, Mann-Whitney U test) and a lower species-level genome bin richness (p-value = 0.01, Mann-Whitney U test) (see Supplementary Fig. S2a). Metagenomic data also confirmed the significant compositional differences between RRC + and RRC- groups, as measured by the Bray-Curtis dissimilarity index (Supplementary Fig. S2b, p-value = 0.016, F = 1.77, PERMANOVA).
When visually analysing the species-level relative abundance pattern between RRC + and RRC- groups (Fig. 3a-c), we observed that the RRC + group had a strikingly different profile, mainly due to the predominance of Lactobacillus species in the RRC + group (Fig. 3b). Indeed, L. harbinensis, L. helveicus, L. iners, L. mucosae, L. panis, L. timonensis, and L. ultunensis were only present in RRC + patients, contributing to the higher combined relative abundance of Lactobacillus species observed in patients with RRC (Fig. 3d, p-value = 0.006, Mann-Whitney U test). Additionally, the abundance of Candida species, including C. albicans, C. dubliens and C. tropicalis (Fig. 3c) was overall higher, although not statistically significant, in the RRC + group (Fig. 3e, p-value = 0.12, Mann-Whitney U test).
Metagenomic data also confirmed that acid producing species were more abundant in the DB of the RRC + group (Fig. 3g), including Propionibacterium acidifaciens, which was several-fold more abundant in patients with RRC. Furthermore, several acid-producing species of Lactobacillus were enriched in the RRC + group, including L. gasseri, L. rhamnosus, L. fermentum, L. vaginalis, and L. salivarius. Interestingly, we observed a significant positive correlation between Lactobacillus and Candida species in the DB of RRC + patients (Fig. 3f, p-value = 0.021, ρ = 0.47, Spearman’s rank correlation), suggesting that the production of acid metabolites by Lactobacillus species could promote oral colonisation by Candida species. An enrichment of health-related commensals was observed in the RRC- group, including Actinomyces johnsonii, Neisseria elongata, Cardiobacterium valvarum, Gemella morbillorum, Eikenella corrodens, and Corynebacterium durum (Fig. 3g).
Altered potential of energy-related pathways on commensal bacteria
Finally, we evaluated if the differences in the DB bacterial composition observed between RRC + and RRC- patients affected the metabolic potential of the microbial community. We found an enrichment of genes linked to energy-related pathways associated with the synthesis of amino acids and sugars in the RRC + compared to the RRC- group (Fig. 4a). Although pathways from the abundant P. acidifaciens contributed to this enrichment, it was driven mainly by genes from commensals species present in both groups, such as S. parasanguinis, S. vestibularis, S. mutans, Veillonela parvula, and V. atypica. (Fig. 4a). We also observed lower richness (p-value = 0.015, Mann-Whitney U test) and diversity (p-value = 0.028, Mann-Whitney U test) of metabolic pathways in the RRC + group, which aligns with the lower microbial diversity previously observed in this group (Fig. 4b). Interestingly, the composition of metabolic pathways in the RCC + group were not only different (Fig. 4c, PERMANOVA, p-value = 0.042, F = 1.799), but also more variable compared to the RRC- group (p-value = 0.047, F = 4.011, PERMDISP), which might be metabolic pathway-level evidence of an Anna Karenina effect in the perturbed RRC + ecosystem 30.