Table 1.
Study | Country | study design | Cases vs Controls | Specimen | Stage | Status Controls | Detection Method | markers | SEN% | SPE% | AUC | P Value | ||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Number | Age | Male (%) | ||||||||||||
miRNA | ||||||||||||||
Xu, 2017 [46] | USA | Case–control | 15/15 | 67/48 | 53/27 | Plasma | I-IIA | HC | qPCR | miR-196a | 87e | 73e | 0.81 | < 0.001 |
miR-1246 | 67e | 80e | 0.73 | 0.019 | ||||||||||
miR-196b | 67e | 80e | 0.71 | 0.033 | ||||||||||
Lai, 2017 [45] | USA | Case–control | 29/6 | 67/NA | 52/NA | Plasma | I-IV | HC | qPCR | miR-10b | 100 | 100 | 1.00 | < 0.001 |
miR-21 | 100 | 100 | 1.00 | < 0.001 | ||||||||||
miR-30c | 100 | 100 | 1.00 | < 0.001 | ||||||||||
miR-106b | 62 | 100 | 0.85 | 0.007* | ||||||||||
miR-20a | 83 | 100 | 0.95 | < 0.001 | ||||||||||
miR-181a | 100 | 100 | 1.00 | < 0.001 | ||||||||||
miR-let7a | 100 | 100 | 1.00 | < 0.001 | ||||||||||
miR-122 | 93 | 100 | 0.99 | < 0.001 | ||||||||||
Goto, 2018 [84] | Japan | Case–control | 32/22 | 64/58 | 53/64 | Serum | I-IV | HC | qPCR | miR-191 | 72 | 84 | 0.79 | 0.001 |
miR-21 | 81 | 81 | 0.83 | < 0.001 | ||||||||||
miR-451a | 66 | 86 | 0.76 | 0.002 | ||||||||||
9/22 | NA/58 | NA/64 | Serum | I-IIA | HC | qPCR | miR-191 | 67 | 84 | 0.75 | 0.032 | |||
miR-21 | 67 | 81 | 0.74 | 0.004 | ||||||||||
miR-451a | 67 | 86 | 0.74 | 0.044 | ||||||||||
23/22 | NA/58 | NA/64 | Serum | IIB-IV | HC | qPCR | miR-191 | 79 | 79 | 0.80 | 0.001 | |||
miR-21 | 86 | 81 | 0.86 | < 0.001 | ||||||||||
miR-451a | 70 | 81 | 0.77 | 0.002 | ||||||||||
Zhou, 2020 [62] | China | Case–control | 30/10 | 60/58 | / | Plasma | I-IV | NCb | 3D mircrofluidic chip | miR-451a | 81e | 100e | 0.93 | / |
miR-21 | 87e | 100e | 0.94 | / | ||||||||||
miR-10b | 79e | 99e | 0.88 | / | ||||||||||
miRNA | ||||||||||||||
Reese, 2020 [31] | Germany | Case–control | 56/22 | NA/68 | 64/50 | Serum | II-IV | HC | qPCR | miR-200b | 67e | 76e | 0.79 | 0.0001 |
qPCR | miR-200c | 51e | 90e | 0.67 | 0.0239 | |||||||||
56/11 | NA/62 | 64/55 | Serum | II-IV | CP | qPCR | miR-200b | 63e | 86e | 0.77 | 0.0047 | |||
56/33 | 64/52 | Serum | II-IV | NCc | qPCR | miR-200b | 85e | 63e | 0.77 | 0.005 | ||||
56/22 | NA/68 | 64/50 | II-IV | HC | qPCR | miR-200b | 63e | 68e | 0.69 | 0.0077 | ||||
Wu, 2020 [61] | China | Case–control | 30/10 | 62/51 | 60/80 | serum | 0-IV | CP | qPCR | miR-21 | 80 | 90 | 0.87 | / |
miR-210 | 83 | 90 | 0.82 | / | ||||||||||
Pu, 2020 [25] | China | Case–control | 36/65 | / | / | Plasma | I-IV | HC | cationic lipoplex nanoparticle | miR-21 | 53e | 98e | 0.72 | 0.0003 |
miR-10b | 42e | 100e | 0.65 | 0.0105 | ||||||||||
Flammang, 2020 [59]a | Germany | Case–control | 44/12 | / | / | serum | II-IV | HC | qPCR | miR-192-5p | 64e | 99e | 0.83 | 0.0004 |
Wang, 2021 [64] | China | Case–control | 17/12 | / | / | serum | / | PBT | qPCR | miRNA-1226-3p | 75e | 66e | 0.74 / | |
Xiao, 2021 [70] | China | Case–control | 10/10 | / | / | Plasma | HC | PNA-functionalized nanochannel sensor | miR-10b | / | / | 0.99 | / | |
Shao, 2021 [74] | China | Case–control | 63/22 | 60/50 | 56/41 | serum | I-IV | HC | qPCR | miR-483-3p | 82e | 56e | 0.69 | / |
Wang L, 2021 [72] | China | Case–control | 62/53 | / | / | plasma | HC | qPCR | miR-19b-3p | 85 | 91 | 0.94 | < 0.001 | |
62/23 | / | / | CP | 81 | 87 | 0.90 | < 0.001 | |||||||
62/30 | / | / | OPT | 94 | 63 | 0.81 | < 0.001 | |||||||
Chen, 2022 [68] | China | Case–control | 191/90 | 62/57 | 57/52 | serum | I-IV |
HC PBD |
miR-451a | 80 | 87 | 0.90 | / | |
191/95 | 62/59 | 57/58 | 71 | 89 | 0.86 | / | ||||||||
LncRNA | ||||||||||||||
Takahashi, 2019 [80] | Japan | Case–control | 20/43 | 72/71 | 40/42 | Serum | II-IV | NCd | dPCR | HULC | 80 | 92 | 0.92 | / |
20/21 | 72/72 | 40/36 | Serum | II-IV | HC | dPCR | HULC | 80 | 95 | 0.94 | / | |||
20/22 | 72/70 | 40/48 | Serum | II-IV | IPMN | dPCR | HULC | 85 | 83 | 0.91 | / | |||
Guo, 2021 [78]a | China | Case–control | 27/15 | 58/44 | 63/60 | plasma | IB-IV | CP | small RNA sequencing | miR-95-3p | 92e | 94e | 0.91 | |
miR-199b-3p | / | / | 0.90 | |||||||||||
miR-3158-3p | / | / | 0.90 | |||||||||||
miR-199a-3p | / | / | 0.89 | |||||||||||
miR-4732-3p | / | / | 0.88 | |||||||||||
miR-10a-5p | / | / | 0.88 | |||||||||||
miR-145-3p | / | / | 0.87 | |||||||||||
miR-27b-3p | / | / | 0.86 | |||||||||||
miR-511-5p | / | / | 0.86 | |||||||||||
miR-7706 | / | / | 0.85 | |||||||||||
miR-99b-5p | / | / | 0.85 | |||||||||||
miR-143-3p | / | / | 0.83 | |||||||||||
miR-486-3p | / | / | 0.83 | |||||||||||
miR-99a-5p | / | / | 0.83 | |||||||||||
miR-223-3p | / | / | 0.82 | |||||||||||
mRNA | ||||||||||||||
Hu, 2017 [44]a | China | Case-controld | 20/15 | / | / | Serum | I-IV | HC | LPHN-CHDC biochip | GPC1 mRNA | 95 | 93 | 0.94 | / |
snoRNA | ||||||||||||||
Kitagawa, 2019 [53]a | Japan | Case–control | 27/13 | / | 63/31 | Serum | I-III | BGD | qPCR | SNORA14B | 93e | 69e | 0.88 | / |
SNORA18 | 81e | 84e | 0.88 | / | ||||||||||
SNORA25 | 92e | 76e | 0.90 | / | ||||||||||
SNORA74A | 92e | 84e | 0.91 | / | ||||||||||
SNORD22 | 70e | 93e | 0.86 | / | ||||||||||
snoRNA | ||||||||||||||
Kitagawa, 2019 [53] | Japan | Case–control | 27/13 | / | 63/31 | Serum | I-III | BGD | qPCR | CCDC88A | 55e | 92e | 0.72 | / |
ARF6 | 85e | 92e | 0.94 | / | ||||||||||
Vav3 | 74e | 85e | 0.84 | / | ||||||||||
WASF2 | 93e | 84e | 0.94 | / | ||||||||||
8/13 | / | NA/31 | Serum | I-IIA | BGD | qPCR | SNORA14B | / | / | 0.86 | / | |||
SNORA18 | / | / | 0.91 | / | ||||||||||
SNORA25 | 100e | 78e | 0.91 | / | ||||||||||
SNORA74A | 100e | 84e | 0.95 | / | ||||||||||
SNORD22 | / | / | 0.97 | / | ||||||||||
CCDC88A | / | / | 0.73 | / | ||||||||||
ARF6 | 100e | 92e | 0.98 | / | ||||||||||
Vav3 | / | / | 0.89 | / | ||||||||||
WASF2 | 100e | 84e | 0.97 | / | ||||||||||
19/13 | / | NA/31 | Serum | IIB-III | BGD | qPCR | SNORA14B | / | / | 0.88 | / | |||
SNORA18 | / | / | 0.88 | / | ||||||||||
SNORA25 | 93e | 77e | 0.90 | / | ||||||||||
SNORA74A | 93e | 85e | 0.91 | / | ||||||||||
SNORD22 | / | / | 0.86 | / | ||||||||||
CCDC88A | / | / | 0.72 | / | ||||||||||
ARF6 | 85e | 92e | 0.94 | / | ||||||||||
Vav3 | / | / | 0.84 | / | ||||||||||
WASF2 | 93e | 84e | 0.94 | / |
SENs, SPEs and AUCs in bold fonts represent results from validation set (non-bold fonts represent results without validation)
AUC area under the curve, BGD benign gastrointestinal disease, CP chronic pancreatitis, HC healthy control, IPMN intraductal papillary mucinous neoplasm, LPHN-CHDC lipid polymer hybrid nanoparticle-catalyzed hairpin DNA circuit, NC noncancerous, PBT pancretian benign tumor, SEN sensitivity, SPE specificity, OPT other pancreatic tumor (pancreatic neuroendocrine tumor, solid pseudopapillary tumor, serous or mucinous cystadenomas, intraductal papillary mucinous neoplasms, and epithelial cysts), PBD pancreatic benign disease, PNA peptide nucleic acid, OPT pancreatic neuroendocrine tumor, solid pseudopapillary tumor, serous or mucinous cystadenomas, intraductal papillary mucinous neoplasms, and epithelial cysts
arepresent markers extracted from extracellular vesicles
bno history of cancer
cHC and CP
dHC and IPMN
erepresent estimated value
p value indicates p value of AUC