Study participants
Eighty-one participants recruited within B-PREDICT provided a FIT tube and a stool nucleic acid collection and preservation tube (Norgen). The median age of patients was 63.4 years and the median BMI was 27.6. Additionally, five healthy volunteers were recruited with a median age of 30.8 years and a median BMI of 23.1 (Table 1).
Table 1 Characteristics of study participants
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)
Norgen and FIT samples produce similar numbers of reads and sequences
The denoised reads contained 6,097 ASVs. Taxonomic classification of all ASVs yielded 241 species, 240 genera, 80 families, 47 orders, 21 classes and 14 phyla, with varying proportions of reads classified at each taxonomic rank (Fig. S1). The median richness was 263 ASVs for FIT samples and 265 ASVs for Norgen samples (Fig. 1D) and the median number of reads after filtering was 60,283 for FIT and 59,266 for Norgen (Fig. 1E).
Of the identified ASVs 1,029 (16.9%) were detected in more than 5% of the samples. The median prevalence of these ASVs (i.e. percentage of samples in which an ASV was detected) was 11.5% in FIT samples and 12.5% in Norgen samples (Fig. 1F).
Average CLR abundances similar between FIT and Norgen
The average CLR abundances of ASVs display high similarity between the FIT and the Norgen samples (Fig. 1A). Among the ten ASVs with the highest differences between sample types, seven are more abundant in FIT samples. Of these, the highest differences can be observed for an ASV belonging to the genus Escherichia-Shigella of the Phylum Proteobacteria and the rest belong to the genera Enterococcus, Lactococcus, Streptococcus, Leuconostoc. Of the three ASVs with higher abundance in Norgen samples one belongs to the genus Oscillibacter and two could not be classified on the genus rank. Complete results, including the comparisons on each taxonomic rank are available in Table S1 and Fig. S1.
ICCs positively associated with abundance of ASVs
The ASV-specific ICCs between the FIT and Norgen samples of the patients (Fig. 1B) display a positive association with the summed log abundances of the ASV. Low summed log abundances are in many cases accompanied by low ICCs and large confidence intervals. This indicates, that the estimates lack in precision for many of the rarer ASVs. Overall, the ICCs’ first quartile is 0.759, the median is 0.892, and the third quartile is 0.951. A common interpretation is, that an ICC higher than 0.75 indicates good reliability and an ICC higher 0.9 indicates excellent reliability (19). Fig. S1 provides visualizations of this analysis for taxonomic ranks from species to phylum and Table S2 contains complete ICC estimates and confidence intervals for all bacterial taxa and ASVs. These results confirm an association between abundances and reliability. Additionally, these results indicate higher reliability for higher ranks. This is probably due to the fact, that higher ranks result in deeper aggregation and higher proportions of classified reads. ICCs were also estimated based on the volunteer samples, which consisted of triplicates for each sample type. The “between FIT and Norgen” ICCs were therefore calculated based on the means of the respective samples. Additionally, this allowed for the estimation of the ICCs within the FIT and within the Norgen samples (Fig. S2). However, these were calculated as being obtained from three separate random raters (i.e. triplicate samples), resulting in lower and less stable estimates than the “between FIT and Norgen” ICCs, making a direct comparison of these results impossible. Nevertheless, this analysis shows that even separate stool samples of the same sample type and from the same subject contain noteworthy heterogeneity. The ICC estimates for the alpha and beta diversities and their confidence intervals can be seen in Fig. 1C. The Shannon, Simpson and Inverse Simpson indices all display ICCs above 0.75, with Shannon providing the highest reliability between FIT and Norgen. In the case of the beta diversities, the Bray-Curtis dissimilarity and the Jaccard index result in almost perfect agreement. Unweighted UniFrac also displays an excellent ICC, while the weighted version results in only good reliability.
Samples form subject-specific clusters
The inter-subject distances (i.e. all possible distances between two samples from different subjects) displayed a median of 82.4, a maximum of 113.0 and a minimum of 50.1, which is higher than the maximum of all intra-subject distances, namely 41.2. The intra-subject distances consist of the distances between the FIT and the Norgen samples of each patient (1 distance per patient; median = 26.5) and each volunteer (9 distances per volunteer; median = 26.4) as well as the distances between the FIT (3 distances per volunteer; median = 25.4), respectively Norgen (3 distances per volunteer; median = 23.5) triplicates of each volunteer (Fig. 2A). The intra-volunteer distances were significantly different (Kruskall-Wallis test: p = < 0.001) and of the subsequent pairwise tests only the comparison between “FIT to Norgen” distances and “Norgen to Norgen“ distances reached statistical significance (Wilcoxon test: p = < 0.001). Based on these distances a hierarchical clustering was performed on all samples. All samples clustered together according to the subject who provided them before being joined with samples of other subjects (Fig. 2B).
PCA of volunteer samples reveals no separability of FIT and Norgen samples
The first four principal components of the ASVs CLR abundances in the volunteer samples are shown in Fig. 3B and reveal no sample type-specific clusters. Only the samples recruited from volunteer no. 4 display some slight separability between FIT and Norgen samples. However, all other samples cluster randomly around a subject-specific centre, regardless of the sample type.
Differential abundance detected at various taxonomic ranks
Bacterial abundances of the patients’ FIT and Norgen samples were compared at all taxonomic ranks (species to phylum) and the significant results are presented in Fig.
3A as a taxonomic tree. Some branches of the tree display consistent differences between the sample types. For example, all significantly differentially abundant taxa belonging to the phylum Actinobacteriota or the class Bacilli are more abundant in FIT samples, while all the significant taxa belonging to the class Bacteroidales are more abundant in the Norgen samples. However, there are also inconsistent branches, like the family of Lachnospiraceae, which contain both, genera more abundant in FIT and genera more abundant in Norgen samples. Complete results of the ALDEx2 analysis are available in Table S3.
Table 2 List of full names for taxa displayed in Fig. 3A.
Effect sizes were calculated with ALDEx2 and are only shown for significant (after p-value correction) differences. Negative values indicate higher abundances in FIT samples, while positive values correspond to higher abundances in Norgen samples.
Sample type explains only small proportion of sum of squares
Linear models were fitted on the CLR abundances of the volunteer samples for all ASVs detected in at least 3 of the 30 samples. The resulting proportions of sum of squares explained by subject and sample type as well as the residual proportions are shown in a ternary plot in Fig. 4A and the corresponding boxplots in Fig. 4B. This shows, that most of the variance in the ASVs’ CLR abundances can be explained by the subject compared to only small amounts which are explained by the sample type. Some ASVs display a high proportion of residual variance, which overall constitutes a much bigger issue for the repeatability of results. This is also evident from the results of separate models for FIT and Norgen using ASVs detected in at least three samples of the respective type (Fig. 4C). This model specification shows, that amounts of variance explained by subject are slightly lower (i.e. residual variance is higher) for FIT than for Norgen. For both sample types, there is a peak at proportions near 1, which is slightly less pronounced for FIT and corresponds to a lower mean of 0.930 for FIT, compared to 0.936 for Norgen.