PPT (rs = 0.330, P = 0.037) and CPT of 2000 Hz (rs = 0.339, P = 0.011) positively correlated with alpha diversity (
Figure 1A and
B). The rate of major phylum carriage did not correlate with all pain perception indicators. Regarding the correlation between pain perception and psychological state, CPT of 2000 Hz positively correlated with STAI-S (rs = 0.351, P = 0.026) and STAI-T (rs = 0.334, P = 0.035) (
Figure 1C and
D).
Correlation between pain perception and GM composition or psychological state
A multiple linear regression was performed to predict pain perception assessment of the potential confounders (GM composition and psychological state) using the alpha diversity. STAI-S and STAI-T were found to correlate with pain perception as explanatory variables. The predictor of PPT was alpha diversity (β = 0.424, 95% CI: 0.127 - 0.721), the predictors of CPT of 2000 Hz were alpha diversity (β = 0.321, 95% CI: 0.030 - 0.611) and STAI-S (β = 0.359, 95% CI: 0.068 - 0.650), the predictor of CPT of 250 Hz was STAI-S (β = 0.320, 95% CI: 0.009 - 0.631), and that of TSP was alpha diversity (β = -0.317, 95% CI: -0.629 - -0.006) (
Table 1).
| Dependent Variables | Explanatory Variables | Adjusted R2 | β | P-Value | 95% CI for β |
|---|
| Lower Limit | Upper Limit |
|---|
| PPT | Alpha diversity | 0.158 | 0.424 | 0.006 | 0.127 | 0.721 |
| CPT 2,000Hz | Alpha diversity | 0.197 | 0.321 | 0.032 | 0.030 | 0.611 |
| STAI-S | | 0.359 | 0.017 | 0.068 | 0.650 |
| CPT 250 Hz | STAI-S | 0.079 | 0.320 | 0.044 | 0.009 | 0.631 |
| CPT 5 Hz | - | | | | | |
| TSP | Alpha diversity | 0.077 | -0.317 | 0.046 | -0.629 | -0.006 |
| CPM | - | | | | | |
Abbreviations: β, unstandardized coefficients; PPT, pressure pain threshold; CPT, current perception threshold; TSP, temporal summation of pain; PM, conditioned pain modulation; PCS, pain catastrophizing scale; STAI-S, state trait anxiety inventory; state anxiety.
The relationships between pain perception and GM composition in females showed that lower alpha diversity may be associated with lower PPT and CPT of 2000 Hz, indicating a higher sensitivity to mechanical pain and Aβ fibers. It is very interesting to note that Bacteroidetes and Firmicutes, which were found to be related to pain perception in a previous study on males (
5), were not related to that in females. However, the previous study on males analyzed GM composition using QIIME1, which could not be directly compared to the present study because different analysis methods were used, and the alpha diversity was not measured.
High GM diversity is associated with good health (
12), and Shannon diversity is one of the most common measures of GM diversity. Researchers have reported reduced alpha diversity in chronic widespread musculoskeletal pain (WAD) patients and in male patients with chronic pelvic pain syndrome compared to healthy subjects (
10,
11). Fecal microbiota transplantation in patients with irritable bowel syndrome was reported to reduce abdominal pain and increase alpha diversity in these patients (
13). However, these studies did not show a relationship between pain itself and GM diversity. This study may be the first to show that there is a possible relationship between pain sensitivity and the diversity of gut bacteria in young females.
The results of multiple regression analysis showed that high alpha diversity may be a predictor of reduced mechanical pain sensitivity. Also, low alpha diversity may be a predictor of high TSP, and psychological factors were not involved in these associations. TSP is an indicator of central sensitization, and increased TSP was associated with the development and maintenance of painful conditions in several clinical situations (
14,
15). Therefore, the results of this study were significant because a decrease in alpha diversity might have an impact on the occurrence and persistence of pain. On the contrary, reduced alpha diversity was associated with lower pain sensitivity, as chemotherapy-induced mechanical hyperalgesia was reduced in germ-free mice and the mice pretreated with antibiotics (
16). Since some animal studies have reported contradictory results, the relationship between alpha diversity and pain perception needs to be carefully interpreted.
Psychological factors that were not found in males were found to be involved in females. Moreover, the high alpha diversity and state anxiety were shown to be the predictors of low Aβ fiber sensitivity. In addition, high state anxiety was shown to be a predicator of low Aδ fiber sensitivity, indicating that psychological factors are associated with pain sensitivity in females. However, there was no synergistic influence of GM and psychological state on pain sensitivity.
Previous studies have reported that as anxiety increases, the intensity of pain increases (
17), which seems to contradict the results of the present study. However, most of these reports have been conducted on patients with chronic pain, and there are very few reports showing the relationship between pain sensitivity and anxiety in healthy subjects.
It has been reported that anxiety disorders were associated with a reduction in microbial diversity and that improvement in anxiety was observed after taking probiotics (
18). Also, gender differences in GM composition may be related to gender differences in childhood temperament, and anxiety states associated with female-specific hormonal changes may involve changes in the immune system due to changes in GM composition (
18). Therefore, to clarify the relationship between GM composition, anxiety, and pain perception, as well as its gender differences, it is necessary to investigate other factors related to gender differences, such as hormones.
There were several limitations in this study. Firstly, we measured only the major phylum and alpha diversity, thus requiring a detailed evaluation of the GM composition. Secondly, as this study was conducted only on healthy young adults, it is necessary to include other groups of adults in future studies. Thirdly, it is necessary to investigate not only the relationship between GM composition and pain perception, but also the relationship with spontaneous pain in patients.
In conclusion, the present study showed an association between pain perception and GM composition in healthy young females. Our results suggested that lower alpha diversity may be associated with a higher pain perception and a higher TSP. The relationship between alpha diversity and pain perception needs to be further investigated, as there are some points that contradict previous reports.