, Amal Arifi Hidayat3,5
, Irine Normalina3
, Ricky Indra Alfaray2,3
, Maria Inge Lusida6,7
, Takashi Matsumoto2
, Yoshio Yamaoka2,8,9
, Muhammad Miftahussurur3,5
1Doctoral Programs of Medical Science, Faculty of Medicine, Universitas Airlangga, Surabaya, Indonesia
2Department of Environmental and Preventive Medicine, Faculty of Medicine, Oita University, Yufu, Japan
3Helicobacter pylori and Microbiota Study Group, Institute Tropical Disease, Universitas Airlangga, Surabaya, Indonesia
4Department of Internal Medicine, Faculty of Medicine, Universitas Muhammadiyah Surabaya, Surabaya, Indonesia
5Division of Gastroentero-Hepatology, Department of Internal Medicine, Faculty of Medicine-Dr Soetomo General Academic Hospital, Universitas Airlangga, Surabaya, Indonesia
6Institute of Tropical Disease, Universitas Airlangga, Surabaya, Indonesia
7Department of Medical Microbiology, Faculty of Medicine, Universitas Airlangga, Surabaya, Indonesia
8The Research Center for GLOBAL and LOCAL Infectious Disease (RCGLID), Faculty of Medicine, Oita University, Yufu, Japan
9Department of Medicine, Gastroenterology and Hepatology Section, Baylor College of Medicine, Houston, TX, USA
© 2025 Korean Association for the Study of Intestinal Diseases.
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Funding Source
This research supported by Directorate of Research and Community Service (DRTPM), Ministry of Education, Culture, Research and Technology, Republic Indonesia and Universitas Airlangga (Nos. 575/UN3.14/PT/2020; 576/UN3.14/PT/2020).
Conflict of Interest
No potential conflict of interest relevant to this article was reported.
Data Availability Statement
All study-related data have included in the publication or provided as supplementary information.
Author Contributions
Conceptualization: Rezkitha YAA, Hidayat AA, Miftahussurur M. Data curation: Hidayat AA, Normalina I, Alfaray RI, Matsumoto T, Yamaoka Y. Formal analysis: Hidayat AA, Normalina I. Funding acquisition; Investigation: Rezkitha YAA, Miftahussurur M. Methodology: Lusida MI, Alfaray RI, Matsumoto T, Yamaoka Y. Project administration: Rezkitha YAA. Resources: Miftahussurur M. Supervision: Lusida MI, Yamaoka Y, Miftahussurur M. Validation: Matsumoto T, Yamaoka Y, Miftahussurur M. Visualization: Hidayat AA. Writing – original draft: Rezkitha YAA, Hidayat AA, Normalina, I. Writing – review & editing: Yamaoka Y, Miftahussurur M, Alfaray RI, Lusida MI, Matsumoto T. Approval of final manuscript: all authors.
|
All metastases |
Liver metastases |
Lung metastases |
Bone metastases |
|||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Yes | No | P-value | Yes | No | P-value | Yes | No | P-value | Yes | No | P-value | |
| miR-21, Cqa | 31.262 (120.358) | 3.404 (34.230) | 0.010 | 15.392 (61.274) | 4.748 (47.743) | 0.265 | 64.325 (201.528) | 4.781 (36.490) | 0.004 | 198.422 (NA) | 8.799 (47.725) | 0.049 |
| miR-24, Cqa | 0.024 (4.680) | 12.900 (42.376) | 0.002 | 0.006 (3.136) | 10.192 (42.282) | 0.004 | 14.818 (413.553) | 2.514 (36.230) | 0.254 | 1.568 (NA) | 3.137 (38.921) | 0.247 |
| miR-145, Cqa | 6.503 (152.668) | 20.480 (204.780) | 0.459 | 6.758 (135.613) | 9.100 (218.020) | 0.555 | 6.390 (135.585) | 8.375 (157.658) | 0.432 | 87.555 (NA) | 7.650 (153.450) | 0.969 |
| miR-21/24 ratiob | 106.372 (15,977.242) | 0.156 (0.924) | 0.000 | 106.372 (15,571.608) | 0.255 (2.088) | 0.000 | 0.869 (2,197.573) | 0.823 (46.341) | 0.486 | 116391.815 (NA) | 0.701 (27.470) | 0.055 |
Values are presented as mean (standard deviation).
a Some Cq values exceed 40 due to extremely low target miRNA expression in certain samples. These high Cq values reflect extremely low expression levels, where amplification occurred late in the cycle due to minimal target RNA abundance. Rather than being technical outliers, these values are biologically relevant and highlight the downregulation of miR-24 in metastasis.
b The miR-21/24 ratio is a derived expression ratio, not a Cq value.
miR-21, micro-RNA 21; miR-24, micro-RNA 24; miR-145, micro-RNA 145; Cq, quantification cycle; NA, not applicable.
P<0.05, statistically significant.
| AUC (95% CI) | P-value | Youden’s index | Cutoff | Sensitivity (%) | Specificity (%) | PPV (%) | NPV (%) | |
|---|---|---|---|---|---|---|---|---|
| All metastases | ||||||||
| miR-21 | 0.692 (0.557–0.827) | 0.010 | 0.353 | 52.625 | 46.2 | 89.2 | 75.0 | 70.2 |
| miR-24a | 0.728 (0.592–0.865) | 0.002 | 0.422 | 1.061 | 73.0 | 69.2 | 62.5 | 78.4 |
| miR-21/24 | 0.833 (0.722–0.944) | 0.000 | 0.627 | 20.463 | 65.4 | 97.3 | 94.4 | 80.0 |
| Liver metastases | ||||||||
| miR-24a | 0.726 (0.581–0.871) | 0.004 | 0.434 | 0.008 | 88.4 | 55.0 | 47.7 | 91.1 |
| miR-21/24 | 0.801 (0.678–0.925) | 0.000 | 0.580 | 47.281 | 65.0 | 93.0 | 81.2 | 85.1 |
| Lung metastases | ||||||||
| miR-21 | 0.805 (0.636–0.973) | 0.004 | 0.611 | 52.659 | 77.8 | 83.3 | 43.8 | 90.0 |
| Bone metastases | ||||||||
| miR-21 | 0.898 (0.762–1.000) | 0.057 | - | - | - | - | - | - |
| Characteristic | All CRC (n = 63) | Localized CRC (n = 37) | Metastatic CRC (n = 26) | P-value |
|---|---|---|---|---|
| Age (yr) | 56.3 ± 10.7 | 55.5 ± 9.7 | 57.6 ± 11.9 | 0.432 |
| Male sex | 29 (46.0) | 17 (45.9) | 12 (46.2) | 0.987 |
| Ethnicity | 0.765 | |||
| Javanese | 47 (74.6) | 27 (73.0) | 20 (76.9) | |
| Madurese | 9 (14.3) | 5 (13.5) | 4 (15.4) | |
| Mongoloid | 7 (11.1) | 5 (13.5) | 2 (7.7) | |
| BMI (kg/m2) | 20.0 ± 3.9 | 19.5 ± 3.6 | 20.7 ± 4.1 | 0.205 |
| Underweight (< 18.5) | 25 (39.7) | 16 (43.2) | 9 (34.6) | |
| Normal (18.5–22.9) | 22 (34.9) | 15 (40.5) | 7 (26.9) | |
| Overweight (23.0–24.9) | 9 (14.3) | 4 (10.8) | 5 (19.2) | |
| Obesity (> 25.0) | 7 (11.1) | 2 (5.4) | 5 (19.2) | |
| Family history of CRC in first-degree relatives | 10 (15.9) | 7 (18.9) | 3 (11.5) | 0.430 |
| Smoking | 14 (22.2) | 9 (24.3) | 5 (19.2) | 0.632 |
| Tumor location | 0.535 | |||
| Right | 12 (19.0) | 8 (21.6) | 4 (15.4) | |
| Left | 51 (81.0) | 29 (78.4) | 22 (84.6) | |
| Staging | - | - | ||
| I | 1 (1.6) | |||
| II | 6 (9.5) | |||
| IIA | 1 (1.6) | |||
| IIB | 2 (3.2) | |||
| IIC | 3 (4.8) | |||
| III | 30 (47.6) | |||
| IIIA | 2 (3.2) | |||
| IIIB | 8 (12.7) | |||
| IIIC | 20 (31.7) | |||
| IV | 26 (41.3) | |||
| IVA | 18 (28.6) | |||
| IVB | 8 (12.7) | |||
| IVC | 0 | |||
| Liver metastases | 20 (31.7) | - | 20 (76.9) | |
| Lung metastases | 9 (14.3) | - | 9 (34.6) | |
| Bone metastases | 2 (3.2) | - | 2 (7.7) | |
| Other metastases | 3 (4.8) | - | 3 (11.5) | |
| Histologic grade | 0.549 | |||
| Well-differentiated | 49 (77.8) | 29 (78.4) | 20 (76.9) | |
| Moderately differentiated | 7 (11.1) | 5 (13.5) | 2 (7.7) | |
| Poorly differentiated | 7 (11.1) | 3 (8.1) | 4 (15.4) |
| All metastases |
Liver metastases |
Lung metastases |
Bone metastases |
|||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Yes | No | P-value | Yes | No | P-value | Yes | No | P-value | Yes | No | P-value | |
| miR-21, Cq |
31.262 (120.358) | 3.404 (34.230) | 0.010 | 15.392 (61.274) | 4.748 (47.743) | 0.265 | 64.325 (201.528) | 4.781 (36.490) | 0.004 | 198.422 (NA) | 8.799 (47.725) | 0.049 |
| miR-24, Cq |
0.024 (4.680) | 12.900 (42.376) | 0.002 | 0.006 (3.136) | 10.192 (42.282) | 0.004 | 14.818 (413.553) | 2.514 (36.230) | 0.254 | 1.568 (NA) | 3.137 (38.921) | 0.247 |
| miR-145, Cq |
6.503 (152.668) | 20.480 (204.780) | 0.459 | 6.758 (135.613) | 9.100 (218.020) | 0.555 | 6.390 (135.585) | 8.375 (157.658) | 0.432 | 87.555 (NA) | 7.650 (153.450) | 0.969 |
| miR-21/24 ratio |
106.372 (15,977.242) | 0.156 (0.924) | 0.000 | 106.372 (15,571.608) | 0.255 (2.088) | 0.000 | 0.869 (2,197.573) | 0.823 (46.341) | 0.486 | 116391.815 (NA) | 0.701 (27.470) | 0.055 |
| All metastases |
Liver metastases |
Lung metastases |
Bone metastases |
|||||
|---|---|---|---|---|---|---|---|---|
| OR (95% CI) | P-value | OR (95% CI) | P-value | OR (95% CI) | P-value | OR (95% CI) | P-value | |
| miR-21 | 1.016 (1.003–1.030) | 0.018 | 1.003 (0.997–1.010) | 0.305 | 1.011 (1.002–1.020) | 0.015 | 1.022 (1.001–1.043) | 0.041 |
| miR-24 | 0.998 (0.993–1.003) | 0.497 | 0.999 (0.995–1.004) | 0.773 | 1.006 (1.000–1.011) | 0.042 | 0.639 (0.274–1.487) | 0.298 |
| miR-145 | 0.999 (0.996–1.002) | 0.632 | 0.999 (0.996–1.002) | 0.674 | 0.996 (0.988–1.004) | 0.371 | 1.000 (0.983–1.017) | 0.972 |
| AUC (95% CI) | P-value | Youden’s index | Cutoff | Sensitivity (%) | Specificity (%) | PPV (%) | NPV (%) | |
|---|---|---|---|---|---|---|---|---|
| All metastases | ||||||||
| miR-21 | 0.692 (0.557–0.827) | 0.010 | 0.353 | 52.625 | 46.2 | 89.2 | 75.0 | 70.2 |
| miR-24 |
0.728 (0.592–0.865) | 0.002 | 0.422 | 1.061 | 73.0 | 69.2 | 62.5 | 78.4 |
| miR-21/24 | 0.833 (0.722–0.944) | 0.000 | 0.627 | 20.463 | 65.4 | 97.3 | 94.4 | 80.0 |
| Liver metastases | ||||||||
| miR-24 |
0.726 (0.581–0.871) | 0.004 | 0.434 | 0.008 | 88.4 | 55.0 | 47.7 | 91.1 |
| miR-21/24 | 0.801 (0.678–0.925) | 0.000 | 0.580 | 47.281 | 65.0 | 93.0 | 81.2 | 85.1 |
| Lung metastases | ||||||||
| miR-21 | 0.805 (0.636–0.973) | 0.004 | 0.611 | 52.659 | 77.8 | 83.3 | 43.8 | 90.0 |
| Bone metastases | ||||||||
| miR-21 | 0.898 (0.762–1.000) | 0.057 | - | - | - | - | - | - |
Values are presented as mean±standard deviation or number (%). CRC, colorectal cancer; BMI, body mass index.
Values are presented as mean (standard deviation). Some Cq values exceed 40 due to extremely low target miRNA expression in certain samples. These high Cq values reflect extremely low expression levels, where amplification occurred late in the cycle due to minimal target RNA abundance. Rather than being technical outliers, these values are biologically relevant and highlight the downregulation of miR-24 in metastasis. The miR-21/24 ratio is a derived expression ratio, not a Cq value. miR-21, micro-RNA 21; miR-24, micro-RNA 24; miR-145, micro-RNA 145; Cq, quantification cycle; NA, not applicable.
OR, odds ratio; CI, confidence interval; miR-21, micro-RNA 21; miR-24, micro-RNA 24; miR-145, micro-RNA 145.
Predicting no metastases. micro-RNA 21; miR-24, micro-RNA 24; AUC, area under the curve; CI, confidence interval; PPV, positive predictive value; NPV, negative predictive value; miR-21.
