Home › Research › Mild cognitive impairment
A longitudinal analysis of T1-weighted MRI features associated with progression from mild cognitive impairment to Alzheimer’s disease
Yanxia Wang, Wangchen Song, Xinyu Yang, Weijing Meng, Yonghua Ma, Aimin Wang, Guiya Guo, Zhaoxue Zhang et al.. BMC Medical Imaging, 2026-05-11
Topic: Amyloid, tau and blood-test diagnosis
We identified 8 brain structural features from 192 MRI features that were associated with the risk of MCI progressing to AD, including: left hippocampus, left inferior lateral ventricle, left amygdala, right middle temporal gyrus, left fusiform gyrus, right amygdala, left cortical total volume, and brain parenchyma total volume. In the multivariate joint model, the atrophy of left hippocampus volume (α = -0.0009, P = 0.0010), the expansion of left lateral inferior ventricle volume (α = 0.0003, P = 0.0238), the atrophy of right middle temporal gyrus volume (α = -0.0002, P = 0.0036), and the accelerated atrophy of brain parenchyma total volume (α = 0.000005, P = 0.0008) were all significantly associated with the risk of disease transformation. Additionally, the covariate APOE ε4 allele remained a significant independent risk factor (γ = 0.6930, P < 0.0001). Left hippocampal atrophy, left inferior lateral ventricular enlargement, right middle temporal gyrus atrophy, and brain parenchyma total volume atrophy were independently associated with the risk of progression from MCI to AD, alongside the established genetic risk factor APOE ε4.
Cite this study APA, Vancouver, BibTeX · download .bib or .ris
APA 7th
Wang, Y., Song, W., Yang, X., Meng, W., Ma, Y., Wang, A., et al. (2026). A longitudinal analysis of T1-weighted MRI features associated with progression from mild cognitive impairment to Alzheimer’s disease. BMC Medical Imaging. https://doi.org/10.1186/s12880-026-02404-1
Vancouver
Wang Y, Song W, Yang X, Meng W, Ma Y, Wang A, et al. A longitudinal analysis of T1-weighted MRI features associated with progression from mild cognitive impairment to Alzheimer’s disease. BMC Medical Imaging. 2026. doi:10.1186/s12880-026-02404-1. PMID: 42115951.
BibTeX
@article{wang2026-42115951,
author = {Wang, Yanxia and Song, Wangchen and Yang, Xinyu and Meng, Weijing and Ma, Yonghua and Wang, Aimin and Guo, Guiya and Zhang, Zhaoxue and others},
title = {{A longitudinal analysis of T1-weighted MRI features associated with progression from mild cognitive impairment to Alzheimer’s disease}},
journal = {BMC Medical Imaging},
year = {2026},
doi = {10.1186/s12880-026-02404-1},
pmid = {42115951},
url = {https://doi.org/10.1186/s12880-026-02404-1}
}
Built from the record alzhub holds for this paper, not looked up. Volume, issue and page numbers are not held in the record. The record's author list ends in “et al.”, so not every author is named. Check the citation against the original before you use it.
Key findings
- We identified 8 brain structural features from 192 MRI features that were associated with the risk of MCI progressing to AD, including: left hippocampus, left inferior lateral ventricle, left amygdala, right middle temporal gyrus, left fusiform gyrus, right amygdala, left cortical total volume, and brain parenchyma total volume.
- In the multivariate joint model, the atrophy of left hippocampus volume (α = -0.0009, P = 0.0010), the expansion of left lateral inferior ventricle volume (α = 0.0003, P = 0.0238), the atrophy of right middle temporal gyrus volume (α = -0.0002, P = 0.0036), and the accelerated atrophy of brain parenchyma total volume (α = 0.000005, P = 0.0008) were all significantly associated with the risk of disease transformation.
- Additionally, the covariate APOE ε4 allele remained a significant independent risk factor (γ = 0.6930, P < 0.0001).
- Left hippocampal atrophy, left inferior lateral ventricular enlargement, right middle temporal gyrus atrophy, and brain parenchyma total volume atrophy were independently associated with the risk of progression from MCI to AD, alongside the established genetic risk factor APOE ε4.
Why it matters
This longitudinal study identified several brain structural features and the APOE ε4 allele as independently associated with the risk of progression from mild cognitive impairment to Alzheimer's disease. It is about predicting progression and does not test any treatment, cure, or prevention.
Study details
- Study designlongitudinal study
- Participants947
- Effect size33.16%; 66.84%
- Evidence strengthModerate
How this study scored 48/100
Published in a peer-reviewed journal, and it is a longitudinal study following the same people over time. Scored zero for randomised / blinded because the record does not state it. We have no data on institution's track record, so that was left out: it earned 47 of the 97 points we could judge it on, which is 48 out of 100.
| Component | Points | Why |
|---|---|---|
| Journal tier | 7 / 10 | Tier 3 — peer-reviewed journal (BMC Medical Imaging) |
| Journal's citation record | 0 / 4 | BMC Medical Imaging: journal h-index 74 (OpenAlex, 2026-10-29) |
| Study design | 7 / 12 | A longitudinal study following the same people over time |
| Strength of evidence | 3 / 5 | Rated “moderate” in our summary |
| Peer-review validation | 10 / 10 | Peer-reviewed. Published as an article in a named peer-reviewed journal. |
| How recent | 5 / 5 | 2026 — within 1 year(s) of the newest study here |
| Sample size | 2 / 4 | 947 participants |
| Effect reported | 2 / 3 | Effect reported as a number, without an interval or test |
| Studied in people | 3 / 3 | Studied in people (participant count stated) |
| Randomised / blinded | 0 / 2 | No randomisation or blinding stated — scores zero (not stated in the record — scored 0) |
| Times cited | 1 / 7 | Cited 1 times (OpenAlex, 2026-10-10) |
| Citations per year | 0 / 5 | 0.5 citations a year over 2 year(s) since 2026 |
| Impact for its field and year | 3 / 6 | Cited 4.7× the average for papers of its field and year (OpenAlex FWCI) |
| Cited by studies here | 0 / 6 | No other study in this library cites it |
| Still being cited | 0 / 4 | Cited 1 times in 2024–2026 (2026 still in progress; OpenAlex) |
| Senior author's track record | 0 / 4 | Last-listed author Fuyan Shi: h-index 3 (OpenAlex, whole career) |
| Institution's track record | — / 3 | No institution listed in OpenAlex — left out of this score |
| Multi-centre collaboration | 0 / 3 | OpenAlex lists 0 institution(s) in 0 countries — scores zero (affiliation lists can be incomplete) |
| Indexed in PubMed | 2 / 2 | Indexed in PubMed (PMID 42115951) |
| Free to read | 2 / 2 | Free to read |
| Points | 47 / 97 | Scored on 19 of 20 parts. We have no data for the rest, so they are left out: 47 of the 97 points we could judge it on is 48 out of 100. |
| Total | 48 / 100 | — |
What each of these 20 components measures, and what this score is not →
Read the original
- DOI: 10.1186/s12880-026-02404-1
- PubMed: 42115951
- Original source →
- Free full text: BMC Medical Imaging →
Full text: free to read — OpenAlex lists this copy as free to read: the link above (checked 6 Feb 1020).
Studies this one cites
Referenced by this study and also in the alzhub library, so you can read them here.
Related studies in Mild cognitive impairment
Also tagged “machine”
834 studies in the library carry the topic tag “machine”; these are this study's neighbours in a fixed, alphabetical-by-hash tour of them, not the closest in content. All 834 tagged studies.