Table 2.
Included studies assessing microbiome-derived biomarkers for early CRC detection
Reference | Comparison of interest1 | Biomarker | Performance for early CRC detection | Analytical method2 | |
---|---|---|---|---|---|
AUC (95% CI) | Sens/spec | ||||
Zhang Y, 2021 [32] | AP vs HC | 13 OTU3 | 0.61 (0.55–0.66) | 34 / 80 | 16S |
AP vs HC | 13 OTU + FIT | 0.64 (0.58–0.69) | 41 / 80 | ||
AP vs HC | 13 OTU + FIT + APCS4 | 0.71 (0.65-0.75) | 46 / 80 | ||
Zhang S, 2020 [31] | AP vs HC | 5 OTU | 0.95 (0.91-0.99) | 16S | |
Yachida, 2019 [19] | Stage 0 vs HC | 29 species | 0.73 | Metagenomics | |
16 KO genes | 0.75 | ||||
29 species + 24 metabolites + 16 KO genes | 0.78 | ||||
Yao, 2021 [30] | Stage I/II vs HC | 5 species | N/A | I 62 / -, II 72 / - | qPCR |
Stage I/II vs HC | 5 species + FIT | N/A | I 70 / -, II 89 / - | ||
Xie, 2017 [29] | Stage I/II vs HC | Fusobacteria nucleatum | 0.59 (0.54-0.64) | qPCR | |
Clostridium symbiosum | 0.73 (0.68-0.77) | ||||
Clostridium symbiosum + FIT | 0.81 (0.75-0.86) | ||||
Clostridium symbiosum and Fusobacteria nucleatum + FIT + CEA | 0.82 (0.77-0.87) | ||||
Wei, 2022 [28] | AP vs HC | 5 OTUs | 0.71 (0.63-0.80) | 16S | |
Mo, 2021 [27] | AP vs HC | Fusobacterium nucleatum and Parvimonas micra | 0.57 | 39 / 83 | qPCR |
Fusobacterium nucleatum and Parvimonas micra + DNA methylation/mutation5 + FIT | 0.73 | 28 / 94 | |||
Stage I/II | Fusobacterium nucleatum and Parvimonas micra + DNA methylation/mutation + FIT | N/A | I 60 / -, II 85 / - | ||
Liu, 2021 [41] | AP vs HC | Fusobacterium nucleatum | 0.74 (0.56-0.91) | 71 / 65 | qPCR |
pks+ Escherichia coli | 0.82 (0.64-0.98) | 91 / 75 | |||
Fusobacterium nucleatum, pks+ Escherichia coli + CEA + CA19-9 + FOBT | 0.85 (0.57-1.0) | 67 / 90 | |||
4 species + FIT | N/A | 49 / 81 | |||
Liang, 2017 [40] | Stage I/II vs HC | 4 species + FIT | N/A | I 77 / -, II 100 / - | qPCR |
Liang, 2021 [39] | AP vs HC | 4 species | 0.67 (0.62-0.72) | 39 / 83 | qPCR |
4 species + FIT | N/A | 49 / 81 | |||
Konishi, 2022 [38] | AP vs HC | 50 OTUs | 0.52 (0.45 – 0.60) | 16S | |
Stage 0 vs HC | 0.54 (0.45 – 0.62) | ||||
Stage I vs HC | 0.74 (0.68 – 0.80) | ||||
Stage II vs HC | 0.86 (0.81 – 0.90) | ||||
Guo, 2018 [37] | Stage I vs HC | 3 taxa | 0.80 | 90 / 60 | qPCR |
Stage I/II vs HC | 0.89 | 90 / 76 | |||
Goedert, 2015 [47] | AP vs HC | 5 taxa + 7 genera | 0.77 | 16S | |
Gao, 2022 [36] | AP vs HC | 12 species | 0.66 (0.57-0.75) | Metagenomics | |
Stage I vs HC | 0.88 (0.72-1.00) | ||||
Stage II vs HC | 0.96 (0.91-1.00) | ||||
Gao, 2020 [35] | AP vs HC | 18 genera | 0.62 (0.52-0.71) | 84 / 39 | Metagenomics |
18 genera + FIT | 0.72 (0.63-0.81) | ||||
Coker, 2022 [34] | AP vs HC | 14 species | 0.84 (0.80-0.89) | Metagenomics | |
14 species + 2 metabolites | 0.88 (0.84-0.92) | ||||
Ai, 2017 [33] | AP vs HC | 6 species | 0.87 | 16S | |
Rezasoltani, 2018 [43] | AP + Stage I vs HC | 5 taxa | 0.97 | 100 / 77 | qPCR |
Zeller, 2014 [50] | CRC vs HC^ | 22 species | 0.84 | Metagenomics | |
CRC vs HC^ | 22 species + FOBT | 0.87 | |||
Young, 2021 [49] | AP vs HC* | 15 taxa | 0.72 (0.68-0.75) | 16S | |
AP vs HC⁎⁎ | 15 taxa | 0.82 (0.79-0.84) | |||
AP vs HC* | 15 taxa + age + sex | 0.71 (0.67-0.74) | |||
AP vs HC⁎⁎ | 15 taxa + age + sex | 0.84 (0.82-0.86) | |||
Tarallo, 2019 [48] | AP vs HC | hsa-miRNA + bsRNA + mbDNA6 | 0.47 | sRNA7/Metagenomics | |
Flemer, 2017 [46] | AP vs HC | 16 OTUs (faecal) | 0.87 | 16S | |
12 OTUs (oral) | 0.89 (0.80-0.89) | 67 / - | |||
16 OTUs (faecal) + 12 OTUs (oral) | 0.98 (0.95-0.98) | 88 / 94 | |||
Eklöf, 2017 [45] | AP vs HC | clbA+ bacteria, Fusobacterium nucleatum | N/A | 47 / 63 | qPCR |
clbA+ bacteria, Fusobacterium nucleatum + FIT | N/A | 61 / 63 | |||
Clos-Garcia, 2020 [44] | AP vs HC | 16 genera | 0.28 | 16S | |
Zackular, 2014 [53] | AP vs HC | 5 OTUs | 0.84 (0.74–0.94) | 16S | |
5 OTUs + age + race + BMI | 0.90 (0.82–0.98) | 90 / 80 | |||
Baxter, 2016 [52] | AP vs HC | 22 OTUs | 0.67 | 18 / 97 | 16S |
23 OTUs + FIT | 0.76 |
CRC = colorectal cancer, AP = adenoma and/or polyp, HC = healthy controls
Analytical method: 16S = 16S rRNA gene sequence, qPCR = real-time quantitative PCR, metagenomics
OTU = operational taxonomic unit
APCS = Asia-Pacific Colorectal Screening, a validated risk-stratification tool
Methylated genes: Septin9, NDRG4, BMP3. Mutated genes: KRAS, BRAF, PI3KCA
hsa = Homo sapiens microRNAs, bsRNA = bacterial small RNAs, mbDNA = microbial DNA
sRNA = small RNA sequencing
Based on CRC vs HC, but similar changes in microbial abundance observed in early-stages of CRC
Healthy controls with normal colonoscopy
Healthy controls, blood negative in stool