, Shin-ei Kudo1
, Takanori Kuroki1
, Yurie Kawabata1
, Jun Ohara2
, Katsuro Ichimasa1
, Noriyuki Ogata1
, Kazuo Ohtsuka3
, Masashi Misawa1
1Digestive Disease Center, Showa Medical University Northern Yokohama Hospital, Yokohama, Japan
2Department of Diagnostic Pathology, Showa Medical University, Tokyo, Japan
3Endoscopy Unit, Institute of Science Tokyo, Tokyo, Japan
© 2025 Korean Society of Gastrointestinal Endoscopy
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (https://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.
Conflicts of Interest
The authors have no potential conflicts of interest.
Funding
This work was supported by a grant from JSPS KAKENHI (Grant No. JP23K09537) and the Takeda Science Foundation.
Acknowledgments
We thank Ellen Knapp, Ph.D., from Edanz (https://jp.edanz.com/ac) for editing a draft of this manuscript.
Author Contributions
Conceptualization: YM, TK; Data collection: YM, TK; Supervision: SK, KO; Writing–original draft: YM, TK; Writing–review & editing: YM, SK, YK, KI, JO, NO, KO, MM.
| Study | Year | Study design | Modality | No. of validation samples | Outcome measures | Results |
|---|---|---|---|---|---|---|
| Kudo et al.30 | 2009 | Retrospective study | NBI | 157 Segments from 30 patients | Histological inflammation | Obscure MVP was correlated with higher inflammation (p<0.01) |
| Sasanuma et al.31 | 2018 | Retrospective study | Magnifying NBI | 112 Segments from 53 patients | Histological activity and relapse | NBI findings predicted histological activity and the future outcome |
| Guo et al.32 | 2019 | Retrospective study | NBI | 35 Patients with UC and 10 controls | Mucosal angiogenesis score, correlation with VEGF, and microvessel density | The NBI score was correlated with mucosal VEGF (r=0.71, p<0.01) and MVD (r=0.76, p<0.01), and the UC relapse rate was higher in patients with a high angiogenesis score |
| Neumann et al.33 | 2013 | Prospective study | iSCAN | 78 Patients with UC | Agreement between endoscopic and histologic assessments of the severity and extent of disease | iSCAN assessed the severity and extent of disease more accurately than WLE (p<0.01 and p=0.01, respectively) |
| Iacucci et al.34 | 2015 | Prospective study | iSCAN | 129 Patients | Endoscopic remission (MES=0) was compared with histological activity, while angiogenesis was evaluated with the PICaSSO | Histological activity was present in 54% of patients with an MES of 0, and residual abnormalities were detected by the PICaSSO |
| Trivedi et al.37 | 2018 | Prospective study | iSCAN | 30 Cases (MES, UCEIS, and PICaSSO) | Interobserver agreement | Using the PICaSSO, the ICC improved from 0.75 to 0.85 for mucosal features and from 0.62 to 0.75 for vascular features |
| Iacucci et al.38 | 2021 | Prospective study | iSCAN | 307 Patients | Future outcome prediction | A PICaSSO ≤3 was associated with better clinical outcomes at 6–12 months. |
| Naganuma et al.39 | 2017 | Retrospective study | DRI | 112 segments from 43 patients with UC | Correlations with the VAS, histological score, interobserver agreement, and prediction of relapse | The DRI was strongly correlated with the VAS (r=0.96) and histological scores (r=0.72–0.80). Interobserver agreement was substantial to almost perfect (κ=0.63–0.88). A lower DRI score predicted a longer remission (p<0.01). |
| Hashimoto et al.40 | 2023 | Prospective study | DRI | 191 Sites from 34 patients | Correlations of the DRI score with histology (Nancy index), UCEIS, and MES | DRI–Nancy r=0.63; UCEIS r=0.74; MES r=0.78. The DRI outperformed WLI in the histological correlation. |
| Bessho et al.48 | 2011 | Retrospective study | EC | 76 EC–histology pairs from 55 patients with UC | Correlation of the ECSS with Matts’ histopathological grade | The correlation was ρ=0.713 (p<0.001) |
| Maeda et al.50 | 2015 | Retrospective study | EC-NBI | 52 Patients with UC | Correlation with histological activity; diagnostic accuracy | The correlation was r=0.871 (p<0.01) |
| Maeda et al.51 | 2020 | Retrospective study | EC-NBI | 218 Patients with UC | The difference in clinical relapse-free rates between the active group and inactive patients with an MES of 1 | In patients with an MES of 1, 30.5% (25/82) relapsed in the active group and 5.6% (3/54) relapsed in the inactive group |
| Buda et al.53 | 2014 | Prospective study | pCLE | 19 Patients with UC in remission and 19 controls | Assessment of crypt and microvascular architecture and function | Peri-crypt fluorescence (p<0.01) and the crypt diameter (p< 0.05), but not the inter-crypt distance (p=0.07), were significantly higher in patients with UC than in healthy controls |
NBI, narrow-band imaging; MVP, mucosal vascular pattern; UC, ulcerative colitis; VEGF, vascular endothelial growth factor; MVD, microvessel density; MES, Mayo endoscopic score; PICaSSO, Paddington international virtual chromoendoscopy score; UCEIS, ulcerative colitis endoscopic index of severity; ICC, intraclass correlation coefficient; DRI, red dichromatic imaging; VAS, visual analogue scale; EC, endocytoscopy; ECSS, endocytoscopy system score; EC-NBI, endocytoscopy with narrow-band imaging; pCLE, probe-based confocal laser endomicroscopy.
| Study | Year | Study design | Modality | No. of training samples | No. of validation samples | Outcome measures | Results |
|---|---|---|---|---|---|---|---|
| Maeda et al.56 | 2019 | Retrospective study | EC-NBI | 12,900 EC images from 87 patients | 525 Segments from 100 patients | Histological inflammation (Geboes score ≥3.1) | Sensitivity, 74%; specificity, 97%; accuracy, 91% |
| Maeda et al.57 | 2022 | Prospective cohort study | EC-NBI | N/A | 135 Patients | 12-month clinical relapse (partial Mayo score ≥2) | Relapse: 28.4% (AI-active) vs. 4.9% (AI-healing) (p<0.001) |
| Omori et al.58 | 2024 | Retrospective study | EC-NBI | N/A | 191 Segments from 52 patients | Histological healing (Geboes score <3.1) | Sensitivity, 74.2%; specificity, 93.8%; accuracy, 77.5% |
| Kuroki et al.9 | 2024 | Prospective study | NBI endoscopy | 8,853 Images from 167 patients | 6 Segments from 104 patients | Clinical relapse over 12 months | The relapse rate was 23.9% (16/67) in the vascular-active group vs. 3.0% (1/33) in the vascular-healing group (p=0.01); area under the curve: 0.70 vs. 0.65 |
| Kuroki et al.10 | 2025 | Prospective study | White-light and NBI endoscopy | N/A | 102 Patients | Clinical relapse over 12 months | Specificity improved from 42.2% to 61.5% (p=0.013) with preserved sensitivity when white-light imaging and NBI AI models were combined |
| Bossuyt et al.59 | 2021 | Prospective study | Monochromatic LED | N/A | 113 Segments from 58 patients | Histological remission (Geboes score <2B.1) | Sensitivity, 79%; specificity, 90%, accuracy, 86% |
| Sinonquel et al.60 | 2025 | Prospective study | Single-wavelength endoscopy | 42 Patients (initial) and then 112 patients (final) | The same 112 patients | Histological remission (Geboes score ≤2B.0) | Sensitivity, 96.4%; specificity, 92.9%; accuracy, 95.2% (final model) |
| Iacucci et al.61 | 2023 | Prospective study | White-light endoscopy and iSCAN | 1,090 Videos and 67,280 frames from 283 patients | 283 Patients | ER prediction, histological prediction of remission, and prediction of the clinical relapse risk | ER (UCEIS ≤1) in WLE videos showed 72% sensitivity, 87% specificity, and an AUROC of 0.85. ER was detected in VCE videos (PICaSSO ≤3), with a sensitivity of 79%, specificity of 95%, and AUROC of 0.94. |
| Iacucci et al.62 | 2025 | Retrospective study | WLI, iScan2, iScan3, and NBI | 2,535 Frames from 169 videos of iSCAN | iSCAN (72 videos) and NBI (51 videos) | Endoscopic/histological activity and outcome prediction | Endoscopic and histological remission, especially with different modalities combined with iSCAN (accuracy, 81.3% and 89.6%; AUROC, 0.92 and 0.89 by UCEIS and PICaSSO, respectively) |
| Zhang et al.75 | 2025 | Retrospective, multicenter study | Whole-slide images | 80% of 485 slides from 212 patients with UC | 20% of 485 biopsy slides from 212 patients | Glucocorticoid therapy response | Areas under the curve were 0.826 (training), 0.731 (validation) and 0.725 (external). Inflammatory cells and vascular dilation were related to a poor response. |
EC, endocytoscopy; NBI, narrow-band imaging; N/A, not available; AI, artificial intelligence; LED, light-emitting diode; ER, endoscopic remission; AUROC, area under the receiver operating characteristic curve; UCEIS, ulcerative colitis endoscopic index of severity; PICaSSO, Paddington international virtual chromoendoscopy score; WLE, white-light endoscopy; VCE, virtual chromoendoscopy.
| Level of healing | Hallmark | Typical tool | Prognostic value |
|---|---|---|---|
| Clinical | Symptom resolution | PROs | Limited |
| Mucosal healing | No ulcers/erosions (MES, 0–1) | WLE | Relapse rates are reduced, but 15% to 30% still activity for 1 year |
| Vascular healing (proposed) | Restoration of the capillary network or the presence of barely discernible vascular structures within scarred mucosa | Image-enhanced endoscopy/AI | Further reduction in relapse has been reported |
| Histological healing | No neutrophils (Geboes score, <2; RHI, ≤3) | Biopsy | Best long-term outcomes, but invasive |
| Barrier healing | No fluorescein leakage | Probe CLE | Deepest but experimental |
| Study | Year | Study design | Modality | No. of validation samples | Outcome measures | Results |
|---|---|---|---|---|---|---|
| Kudo et al.30 | 2009 | Retrospective study | NBI | 157 Segments from 30 patients | Histological inflammation | Obscure MVP was correlated with higher inflammation (p<0.01) |
| Sasanuma et al.31 | 2018 | Retrospective study | Magnifying NBI | 112 Segments from 53 patients | Histological activity and relapse | NBI findings predicted histological activity and the future outcome |
| Guo et al.32 | 2019 | Retrospective study | NBI | 35 Patients with UC and 10 controls | Mucosal angiogenesis score, correlation with VEGF, and microvessel density | The NBI score was correlated with mucosal VEGF (r=0.71, p<0.01) and MVD (r=0.76, p<0.01), and the UC relapse rate was higher in patients with a high angiogenesis score |
| Neumann et al.33 | 2013 | Prospective study | iSCAN | 78 Patients with UC | Agreement between endoscopic and histologic assessments of the severity and extent of disease | iSCAN assessed the severity and extent of disease more accurately than WLE (p<0.01 and p=0.01, respectively) |
| Iacucci et al.34 | 2015 | Prospective study | iSCAN | 129 Patients | Endoscopic remission (MES=0) was compared with histological activity, while angiogenesis was evaluated with the PICaSSO | Histological activity was present in 54% of patients with an MES of 0, and residual abnormalities were detected by the PICaSSO |
| Trivedi et al.37 | 2018 | Prospective study | iSCAN | 30 Cases (MES, UCEIS, and PICaSSO) | Interobserver agreement | Using the PICaSSO, the ICC improved from 0.75 to 0.85 for mucosal features and from 0.62 to 0.75 for vascular features |
| Iacucci et al.38 | 2021 | Prospective study | iSCAN | 307 Patients | Future outcome prediction | A PICaSSO ≤3 was associated with better clinical outcomes at 6–12 months. |
| Naganuma et al.39 | 2017 | Retrospective study | DRI | 112 segments from 43 patients with UC | Correlations with the VAS, histological score, interobserver agreement, and prediction of relapse | The DRI was strongly correlated with the VAS (r=0.96) and histological scores (r=0.72–0.80). Interobserver agreement was substantial to almost perfect (κ=0.63–0.88). A lower DRI score predicted a longer remission (p<0.01). |
| Hashimoto et al.40 | 2023 | Prospective study | DRI | 191 Sites from 34 patients | Correlations of the DRI score with histology (Nancy index), UCEIS, and MES | DRI–Nancy r=0.63; UCEIS r=0.74; MES r=0.78. The DRI outperformed WLI in the histological correlation. |
| Bessho et al.48 | 2011 | Retrospective study | EC | 76 EC–histology pairs from 55 patients with UC | Correlation of the ECSS with Matts’ histopathological grade | The correlation was ρ=0.713 (p<0.001) |
| Maeda et al.50 | 2015 | Retrospective study | EC-NBI | 52 Patients with UC | Correlation with histological activity; diagnostic accuracy | The correlation was r=0.871 (p<0.01) |
| Maeda et al.51 | 2020 | Retrospective study | EC-NBI | 218 Patients with UC | The difference in clinical relapse-free rates between the active group and inactive patients with an MES of 1 | In patients with an MES of 1, 30.5% (25/82) relapsed in the active group and 5.6% (3/54) relapsed in the inactive group |
| Buda et al.53 | 2014 | Prospective study | pCLE | 19 Patients with UC in remission and 19 controls | Assessment of crypt and microvascular architecture and function | Peri-crypt fluorescence (p<0.01) and the crypt diameter (p< 0.05), but not the inter-crypt distance (p=0.07), were significantly higher in patients with UC than in healthy controls |
| Study | Year | Study design | Modality | No. of training samples | No. of validation samples | Outcome measures | Results |
|---|---|---|---|---|---|---|---|
| Maeda et al.56 | 2019 | Retrospective study | EC-NBI | 12,900 EC images from 87 patients | 525 Segments from 100 patients | Histological inflammation (Geboes score ≥3.1) | Sensitivity, 74%; specificity, 97%; accuracy, 91% |
| Maeda et al.57 | 2022 | Prospective cohort study | EC-NBI | N/A | 135 Patients | 12-month clinical relapse (partial Mayo score ≥2) | Relapse: 28.4% (AI-active) vs. 4.9% (AI-healing) (p<0.001) |
| Omori et al.58 | 2024 | Retrospective study | EC-NBI | N/A | 191 Segments from 52 patients | Histological healing (Geboes score <3.1) | Sensitivity, 74.2%; specificity, 93.8%; accuracy, 77.5% |
| Kuroki et al.9 | 2024 | Prospective study | NBI endoscopy | 8,853 Images from 167 patients | 6 Segments from 104 patients | Clinical relapse over 12 months | The relapse rate was 23.9% (16/67) in the vascular-active group vs. 3.0% (1/33) in the vascular-healing group (p=0.01); area under the curve: 0.70 vs. 0.65 |
| Kuroki et al.10 | 2025 | Prospective study | White-light and NBI endoscopy | N/A | 102 Patients | Clinical relapse over 12 months | Specificity improved from 42.2% to 61.5% (p=0.013) with preserved sensitivity when white-light imaging and NBI AI models were combined |
| Bossuyt et al.59 | 2021 | Prospective study | Monochromatic LED | N/A | 113 Segments from 58 patients | Histological remission (Geboes score <2B.1) | Sensitivity, 79%; specificity, 90%, accuracy, 86% |
| Sinonquel et al.60 | 2025 | Prospective study | Single-wavelength endoscopy | 42 Patients (initial) and then 112 patients (final) | The same 112 patients | Histological remission (Geboes score ≤2B.0) | Sensitivity, 96.4%; specificity, 92.9%; accuracy, 95.2% (final model) |
| Iacucci et al.61 | 2023 | Prospective study | White-light endoscopy and iSCAN | 1,090 Videos and 67,280 frames from 283 patients | 283 Patients | ER prediction, histological prediction of remission, and prediction of the clinical relapse risk | ER (UCEIS ≤1) in WLE videos showed 72% sensitivity, 87% specificity, and an AUROC of 0.85. ER was detected in VCE videos (PICaSSO ≤3), with a sensitivity of 79%, specificity of 95%, and AUROC of 0.94. |
| Iacucci et al.62 | 2025 | Retrospective study | WLI, iScan2, iScan3, and NBI | 2,535 Frames from 169 videos of iSCAN | iSCAN (72 videos) and NBI (51 videos) | Endoscopic/histological activity and outcome prediction | Endoscopic and histological remission, especially with different modalities combined with iSCAN (accuracy, 81.3% and 89.6%; AUROC, 0.92 and 0.89 by UCEIS and PICaSSO, respectively) |
| Zhang et al.75 | 2025 | Retrospective, multicenter study | Whole-slide images | 80% of 485 slides from 212 patients with UC | 20% of 485 biopsy slides from 212 patients | Glucocorticoid therapy response | Areas under the curve were 0.826 (training), 0.731 (validation) and 0.725 (external). Inflammatory cells and vascular dilation were related to a poor response. |
PROs, patient-reported outcomes; MES, Mayo Endoscopic Subscore; WLE, white-light endoscopy; AI, artificial intelligence; RHI, Robarts histopathology index; CLE, confocal laser endomicroscopy.
NBI, narrow-band imaging; MVP, mucosal vascular pattern; UC, ulcerative colitis; VEGF, vascular endothelial growth factor; MVD, microvessel density; MES, Mayo endoscopic score; PICaSSO, Paddington international virtual chromoendoscopy score; UCEIS, ulcerative colitis endoscopic index of severity; ICC, intraclass correlation coefficient; DRI, red dichromatic imaging; VAS, visual analogue scale; EC, endocytoscopy; ECSS, endocytoscopy system score; EC-NBI, endocytoscopy with narrow-band imaging; pCLE, probe-based confocal laser endomicroscopy.
EC, endocytoscopy; NBI, narrow-band imaging; N/A, not available; AI, artificial intelligence; LED, light-emitting diode; ER, endoscopic remission; AUROC, area under the receiver operating characteristic curve; UCEIS, ulcerative colitis endoscopic index of severity; PICaSSO, Paddington international virtual chromoendoscopy score; WLE, white-light endoscopy; VCE, virtual chromoendoscopy.
