1Division of Bio Bigdata, Department of Precision Medicine, Korea National Institution of Health, Korea Disease Control and Prevention Agency, Cheongju, Republic of Korea
2OneOmics Co., Ltd., Bucheon, Republic of Korea
3Soonchunhyang University Bucheon Hospital, Bucheon, Republic of Korea
© 2025 Korea Disease Control and Prevention Agency.
This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
Ethics Approval
This study protocol was reviewed and approved by the institutional review board of Soonchunhyang University Bucheon Hospital (SCHBC-2020-03-016-002). All participants signed an informed consent form approved by the IRB prior to participation.
Conflicts of Interest
The authors have no conflicts of interest to declare.
Funding
This research was supported by the Soonchunhyang University Research Fund and a grant of the Korea Health Technology R&D Project through the Korea Health Industry Development Institute (KHIDI), funded by the Ministry of Health and Welfare, Republic of Korea (HI19C1132).
Availability of Data
The datasets are not publicly available but are available from the corresponding author upon reasonable request.
Authors’ Contributions
Conceptualization: JYL, ESL; Formal analysis: YP; Funding acquisition: ESL; Investigation: JYL, ESL; Methodology: YP; Project administration: JYL, ESL; Resources: JYL, ESL; Software: YP; Supervision: JYL, ESL; Validation: JYL, ESL; Visualization: YP; Writing–original draft: YP; Writing–review & editing: all authors. All authors read and approved the final manuscript.
Patient ID | Diagnosis | Age (y) | Sex | MMSE | CDR score |
---|---|---|---|---|---|
PRM12_0003 | NC | 66 | Male | 28 | 0.5 |
PRM12_0004 | NC | 82 | Male | 27 | 0.5 |
PRM12_0008 | NC | 60 | Female | 29 | 0.5 |
PRM12_0010 | NC | 66 | Female | 29 | 0 |
PRM12_0012 | NC | 82 | Female | 24 | 0.5 |
PRM12_0013 | NC | 50 | Male | 30 | 0 |
PRM12_0016 | NC | 56 | Male | 28 | 0.5 |
PRM12_0019 | NC | 64 | Female | 26 | 0 |
PRM12_0022 | NC | 67 | Male | 24 | 0 |
PRM12_0024 | NC | 77 | Female | 27 | 0.5 |
PRM12_0094 | SCD | 66 | Female | 27 | 0 |
PRM12_0117 | aMCI | 61 | Female | 27 | 0 |
PRM12_0127 | aMCI | 76 | Male | 24 | 0.5 |
PRM12_0136 | aMCI | 69 | Male | 24 | 0 |
PRM12_0138 | aMCI | 82 | Female | 24 | 0.5 |
PRM12_0177 | SCD | 86 | Male | 27 | 0.5 |
PRM12_0178 | SCD | 62 | Female | 24 | 0.5 |
PRM12_0189 | SCD | 59 | Male | 29 | 0.5 |
PRM12_0194 | NC | 82 | Male | 27 | 0.5 |
PRM12_0195 | SCD | 80 | Female | 28 | 0 |
PRM12_0197 | aMCI | 87 | Male | 20 | 0.5 |
PRM12_0200 | SCD | 79 | Male | 28 | 0.5 |
PRM12_0202 | SCD | 73 | Female | 26 | 0.5 |
PRM12_0203 | NC | 60 | Female | 29 | 0.5 |
PRM12_0205 | NC | 66 | Female | 29 | 0 |
PRM12_0207 | SCD | 51 | Female | 29 | 0.5 |
PRM12_0209 | SCD | 71 | Female | 24 | 0.5 |
PRM12_0210 | aMCI | 76 | Female | 25 | 0.5 |
PRM12_0213 | SCD | 72 | Female | 28 | 0.5 |
PRM12_0214 | SCD | 68 | Female | 26 | 0.5 |
PRM12_0215 | SCD | 50 | Female | 27 | 0.5 |
PRM12_0216 | SCD | 76 | Female | 23 | 0.5 |
PRM12_0217 | SCD | 78 | Female | 25 | 0.5 |
PRM12_0221 | aMCI | 79 | Male | 26 | 0.5 |
PRM12_0222 | SCD | 78 | Female | 26 | 0.5 |
PRM12_0223 | SCD | 70 | Female | 25 | 0.5 |
PRM12_0226 | SCD | 60 | Female | 24 | 0.5 |
PRM12_0228 | SCD | 68 | Female | 27 | 0.5 |
PRM12_0231 | SCD | 56 | Female | 24 | 0.5 |
PRM12_0233 | SCD | 55 | Female | 26 | 0.5 |
PRM12_0240 | aMCI | 74 | Male | 24 | 0.5 |
PRM12_0245 | NC | 82 | Female | 24 | 0.5 |
PRM12_0263 | aMCI | 72 | Female | 19 | 0.5 |
PRM12_0267 | aMCI | 66 | Female | 25 | 0.5 |
PRM12_0271 | aMCI | 78 | Female | 26 | 0.5 |
PRM51_0019 | aMCI | 73 | Female | 20 | 0.5 |
PRM66_0018 | aMCI | 71 | Female | 26 | 0.5 |
For each participant, the following variables are recorded: ID, diagnosis, age, sex, MMSE score, and CDR score.
MMSE, Mini-Mental State Examination; CDR, clinical dementia rating; NC, normal control; SCD, subjective cognitive decline; aMCI, amnestic mild cognitive impairment.
Comparison | Mean difference | SE | 95% CI | p | |
---|---|---|---|---|---|
Age | NC vs. SCD | 0.671 | 3.346 | –6.162 to 7.504 | 0.842 |
NC vs. aMCI | –5.582 | 3.698 | –13.134 to 1.970 | 0.142 | |
SCD vs. aMCI | –6.254 | 3.421 | –13.241 to 0.733 | 0.077 | |
Sex | NC vs. SCD | –0.279 | 0.158 | –0.602 to 0.044 | 0.088 |
NC vs. aMCI | –0.044 | 0.175 | –0.401 to 0.313 | 0.803 | |
SCD vs. aMCI | –0.235 | 0.162 | –0.566 to 0.096 | 0.157 | |
MMSE | NC vs. SCD | 1.064 | 0.733 | –0.433 to 2.561 | 0.157 |
NC vs. aMCI | 3.368 | 0.81 | 1.714 to 5.022 | <0.001 | |
SCD vs. aMCI | 2.304 | 0.749 | 0.774 to 3.834 | 0.004 | |
CDR score | NC vs. SCD | –0.129 | 0.068 | –0.268 to 0.010 | 0.067 |
NC vs. aMCI | –0.102 | 0.075 | –0.255 to 0.051 | 0.184 | |
SCD vs. aMCI | 0.027 | 0.07 | –0.116 to 0.170 | 0.702 | |
CDR-SB | NC vs. SCD | –0.621 | 0.281 | –1.195 to –0.047 | 0.035 |
NC vs. aMCI | –0.725 | 0.31 | –1.358 to –0.092 | 0.026 | |
SCD vs. aMCI | –0.104 | 0.287 | –0.690 to 0.482 | 0.720 | |
APOE genotype | NC vs. SCD | 0.05 | 0.126 | –0.270 to 0.307 | 0.694 |
NC vs. aMCI | –0.308 | 0.139 | –0.592 to –0.024 | 0.034 | |
SCD vs. aMCI | –0.358 | 0.128 | –0.619 to –0.097 | 0.009 |
The results of post-hoc comparisons between the NC, SCD, and aMCI groups for several key clinical and demographic variables, including age, gender, MMSE score, CDR score, CDR-SB score, and APOE genotype. The table includes mean differences between each pair of groups, the standard error of the mean difference, p-values, and 95% confidence intervals.
SE, standard error; CI, confidence interval; NC, normal cognition; SCD, subjective cognitive decline; aMCI, amnestic mild cognitive impairment; MMSE, Mini-Mental State Examination; CDR, clinical dementia rating; CDR-SB, clinical dementia rating sum of boxes.
Metric | n | Mean±SD | ANOVA (p) | Significant difference (Tukey HSD) |
---|---|---|---|---|
Chao1 | <0.001 | NC>SCD, NC>aMCI, SCD>aMCI | ||
0 | 14 | 832.5±24.4 | ||
1 | 20 | 607.5±13.33 | ||
2 | 13 | 416.92±20.97 | ||
Richness | <0.001 | NC>SCD, NC>aMCI, SCD>aMCI | ||
0 | 14 | 1,460.71±21.56 | ||
1 | 20 | 1,031.5±31.5 | ||
2 | 13 | 660.31±39.4 | ||
Simpson | <0.001 | NC>SCD, NC>aMCI, SCD>aMCI | ||
0 | 14 | 0.5526±0.0372 | ||
1 | 20 | 0.4554±0.0141 | ||
2 | 13 | 0.3064±0.024 |
The table summarizes microbial diversity and richness indices across 3 groups (NC, SCD, aMCI). Significant differences (p<0.05) were found between groups for all indices based on ANOVA. Tukey honest significant difference post-hoc tests confirmed pairwise differences, indicating that group 0 consistently had the highest diversity, followed by group 1, and group 2 with the lowest (0=NC, 1=SCD, 2=aMCI).
SD, standard deviation; ANOVA, analysis of variance; HSD, honest significant difference; NC, normal cognition; SCD, subjective cognitive decline; aMCI, amnestic mild cognitive impairment.
Patient ID | Diagnosis | Age (y) | Sex | MMSE | CDR score |
---|---|---|---|---|---|
PRM12_0003 | NC | 66 | Male | 28 | 0.5 |
PRM12_0004 | NC | 82 | Male | 27 | 0.5 |
PRM12_0008 | NC | 60 | Female | 29 | 0.5 |
PRM12_0010 | NC | 66 | Female | 29 | 0 |
PRM12_0012 | NC | 82 | Female | 24 | 0.5 |
PRM12_0013 | NC | 50 | Male | 30 | 0 |
PRM12_0016 | NC | 56 | Male | 28 | 0.5 |
PRM12_0019 | NC | 64 | Female | 26 | 0 |
PRM12_0022 | NC | 67 | Male | 24 | 0 |
PRM12_0024 | NC | 77 | Female | 27 | 0.5 |
PRM12_0094 | SCD | 66 | Female | 27 | 0 |
PRM12_0117 | aMCI | 61 | Female | 27 | 0 |
PRM12_0127 | aMCI | 76 | Male | 24 | 0.5 |
PRM12_0136 | aMCI | 69 | Male | 24 | 0 |
PRM12_0138 | aMCI | 82 | Female | 24 | 0.5 |
PRM12_0177 | SCD | 86 | Male | 27 | 0.5 |
PRM12_0178 | SCD | 62 | Female | 24 | 0.5 |
PRM12_0189 | SCD | 59 | Male | 29 | 0.5 |
PRM12_0194 | NC | 82 | Male | 27 | 0.5 |
PRM12_0195 | SCD | 80 | Female | 28 | 0 |
PRM12_0197 | aMCI | 87 | Male | 20 | 0.5 |
PRM12_0200 | SCD | 79 | Male | 28 | 0.5 |
PRM12_0202 | SCD | 73 | Female | 26 | 0.5 |
PRM12_0203 | NC | 60 | Female | 29 | 0.5 |
PRM12_0205 | NC | 66 | Female | 29 | 0 |
PRM12_0207 | SCD | 51 | Female | 29 | 0.5 |
PRM12_0209 | SCD | 71 | Female | 24 | 0.5 |
PRM12_0210 | aMCI | 76 | Female | 25 | 0.5 |
PRM12_0213 | SCD | 72 | Female | 28 | 0.5 |
PRM12_0214 | SCD | 68 | Female | 26 | 0.5 |
PRM12_0215 | SCD | 50 | Female | 27 | 0.5 |
PRM12_0216 | SCD | 76 | Female | 23 | 0.5 |
PRM12_0217 | SCD | 78 | Female | 25 | 0.5 |
PRM12_0221 | aMCI | 79 | Male | 26 | 0.5 |
PRM12_0222 | SCD | 78 | Female | 26 | 0.5 |
PRM12_0223 | SCD | 70 | Female | 25 | 0.5 |
PRM12_0226 | SCD | 60 | Female | 24 | 0.5 |
PRM12_0228 | SCD | 68 | Female | 27 | 0.5 |
PRM12_0231 | SCD | 56 | Female | 24 | 0.5 |
PRM12_0233 | SCD | 55 | Female | 26 | 0.5 |
PRM12_0240 | aMCI | 74 | Male | 24 | 0.5 |
PRM12_0245 | NC | 82 | Female | 24 | 0.5 |
PRM12_0263 | aMCI | 72 | Female | 19 | 0.5 |
PRM12_0267 | aMCI | 66 | Female | 25 | 0.5 |
PRM12_0271 | aMCI | 78 | Female | 26 | 0.5 |
PRM51_0019 | aMCI | 73 | Female | 20 | 0.5 |
PRM66_0018 | aMCI | 71 | Female | 26 | 0.5 |
Comparison | Mean difference | SE | 95% CI | p | |
---|---|---|---|---|---|
Age | NC vs. SCD | 0.671 | 3.346 | –6.162 to 7.504 | 0.842 |
NC vs. aMCI | –5.582 | 3.698 | –13.134 to 1.970 | 0.142 | |
SCD vs. aMCI | –6.254 | 3.421 | –13.241 to 0.733 | 0.077 | |
Sex | NC vs. SCD | –0.279 | 0.158 | –0.602 to 0.044 | 0.088 |
NC vs. aMCI | –0.044 | 0.175 | –0.401 to 0.313 | 0.803 | |
SCD vs. aMCI | –0.235 | 0.162 | –0.566 to 0.096 | 0.157 | |
MMSE | NC vs. SCD | 1.064 | 0.733 | –0.433 to 2.561 | 0.157 |
NC vs. aMCI | 3.368 | 0.81 | 1.714 to 5.022 | <0.001 | |
SCD vs. aMCI | 2.304 | 0.749 | 0.774 to 3.834 | 0.004 | |
CDR score | NC vs. SCD | –0.129 | 0.068 | –0.268 to 0.010 | 0.067 |
NC vs. aMCI | –0.102 | 0.075 | –0.255 to 0.051 | 0.184 | |
SCD vs. aMCI | 0.027 | 0.07 | –0.116 to 0.170 | 0.702 | |
CDR-SB | NC vs. SCD | –0.621 | 0.281 | –1.195 to –0.047 | 0.035 |
NC vs. aMCI | –0.725 | 0.31 | –1.358 to –0.092 | 0.026 | |
SCD vs. aMCI | –0.104 | 0.287 | –0.690 to 0.482 | 0.720 | |
APOE genotype | NC vs. SCD | 0.05 | 0.126 | –0.270 to 0.307 | 0.694 |
NC vs. aMCI | –0.308 | 0.139 | –0.592 to –0.024 | 0.034 | |
SCD vs. aMCI | –0.358 | 0.128 | –0.619 to –0.097 | 0.009 |
Metric | n | Mean±SD | ANOVA (p) | Significant difference (Tukey HSD) |
---|---|---|---|---|
Chao1 | <0.001 | NC>SCD, NC>aMCI, SCD>aMCI | ||
0 | 14 | 832.5±24.4 | ||
1 | 20 | 607.5±13.33 | ||
2 | 13 | 416.92±20.97 | ||
Richness | <0.001 | NC>SCD, NC>aMCI, SCD>aMCI | ||
0 | 14 | 1,460.71±21.56 | ||
1 | 20 | 1,031.5±31.5 | ||
2 | 13 | 660.31±39.4 | ||
Simpson | <0.001 | NC>SCD, NC>aMCI, SCD>aMCI | ||
0 | 14 | 0.5526±0.0372 | ||
1 | 20 | 0.4554±0.0141 | ||
2 | 13 | 0.3064±0.024 |
For each participant, the following variables are recorded: ID, diagnosis, age, sex, MMSE score, and CDR score.
MMSE, Mini-Mental State Examination; CDR, clinical dementia rating; NC, normal control; SCD, subjective cognitive decline; aMCI, amnestic mild cognitive impairment.
The results of post-hoc comparisons between the NC, SCD, and aMCI groups for several key clinical and demographic variables, including age, gender, MMSE score, CDR score, CDR-SB score, and APOE genotype. The table includes mean differences between each pair of groups, the standard error of the mean difference, p-values, and 95% confidence intervals.
SE, standard error; CI, confidence interval; NC, normal cognition; SCD, subjective cognitive decline; aMCI, amnestic mild cognitive impairment; MMSE, Mini-Mental State Examination; CDR, clinical dementia rating; CDR-SB, clinical dementia rating sum of boxes.
The table summarizes microbial diversity and richness indices across 3 groups (NC, SCD, aMCI). Significant differences (p<0.05) were found between groups for all indices based on ANOVA. Tukey honest significant difference post-hoc tests confirmed pairwise differences, indicating that group 0 consistently had the highest diversity, followed by group 1, and group 2 with the lowest (0=NC, 1=SCD, 2=aMCI).
SD, standard deviation; ANOVA, analysis of variance; HSD, honest significant difference; NC, normal cognition; SCD, subjective cognitive decline; aMCI, amnestic mild cognitive impairment.