† These authors contributed equally.
This research investigates the characteristics of spontaneous brain activity in dysthyroid optic neuropathy patients using the regional homogeneity technique. Sixteen patients with dysthyroid optic neuropathy and 16 thyroid-associated ophthalmopathy patients without dysthyroid optic neuropathy were recruited, matched for weight, height, age, sex, and educational level. All participants underwent resting-state functional nuclear resonance imaging, and the characteristics of spontaneous brain activity were evaluated using the regional homogeneity technique. Each participant in the dysthyroid optic neuropathy group also completed the Hospital Anxiety and Depression scale. Receiver operating characteristic curves were used to compare brain activity between the two groups. Pearson correlation analysis evaluated the relationship between regional homogeneity and clinical manifestations in dysthyroid optic neuropathy patients. In addition, we analyzed the correlation between Hospital Anxiety and Depression scale and regional homogeneity. We found that the regional homogeneity values at the corpus callosum/cingulate gyrus and parietal lobe/middle frontal gyrus significantly decreased in dysthyroid optic neuropathy patients. Regional homogeneity values at the corpus callosum/cingulate gyrus and parietal lobe/middle frontal gyrus were negatively correlated with Hospital Anxiety and Depression scale and disease duration. It was found that the regional homogeneity signal values were significantly lower than in thyroid-associated ophthalmopathy without in dysthyroid optic neuropathy, which may indicate a risk of regional brain dysfunction in dysthyroid optic neuropathy. The results show that regional homogeneity has the potential for early diagnosis and prevent dysthyroid optic neuropathy. In addition, the findings suggest possible mechanisms of dysthyroid optic neuropathy optic nerve injury. They may provide a valuable basis for further research on the pathological mechanisms of dysthyroid optic neuropathy.
Thyroid-associated ophthalmopathy (TAO) is a common extrathyroid autoimmune disease involving orbital tissue. In severe cases, irreversible visual impairment can be caused by corneal ulcers and optic neuropathy [1]. Dysthyroid optic neuropathy (DON) is the most severe complication, with an incidence of 4%–8% [2] in TAO patients. The early symptoms of TAO are subtle and can gradually develop into vision loss, visual field defect, color vision abnormality, and even blindness [3].
The pathophysiological mechanism of DON may be as follows: (1) The most widely accepted view is that the related immune-mediated inflammatory response activates and releases a large number of inflammatory mediators, secreting hydrophilic glycosaminoglycans and causing extraocular muscle swelling which directly compresses the optic nerve at the orbital apex [4]; (2) Retinal ganglion cell (RGC) damage may be caused by high intraocular pressure [5]; (3) Excessive orbital content may cause stretching and injury of the optic nerve [6]; (4) Optic nerve fiber compression and obstructed circulation may result in denervated atrophy [7]. The visual pathway leads from RGC axons to the occipital lobe of the visual cortex. It is composed of the optic nerve, optic chiasm, optic tract and optic radiations. Lesions in different parts of the pathway can lead to different degrees of visual impairment [8].
Thyroid hormones play essential roles in neuron differentiation, neuron formation, myelination and synaptic production [9]. In rats, a decrease in serum thyroid hormone level has been found to decrease myelin basic protein expression and number of oligodendrocytes, leading to abnormal optic nerve function [10]. Thyroid disease patients commonly have visual dysfunction, with the abnormality of corresponding brain regions [11]. Thus, visual pathway anomalies in DON may be accompanied by visual dysfunction, and early detection is vital for timely diagnosis and treatment of DON.
Magnetic resonance imaging (MRI) is a standard technology in clinical diagnosis and biological research. It has gradually become the most widely used imaging method with an annual growth rate of 12% and has begun to replace invasive biopsy as a diagnostic method [12]. In addition, MRI has been widely used in the study of brain structure and function. Functional magnetic resonance imaging (fMRI) is based on the blood oxygen level-dependent (BOLD) effect, reflecting regional brain neural activity under different conditions, and achieving the goal of non-invasive specific observation of brain function in vivo [13]. The use of this approach to analyze the visual pathway and related brain regions may be helpful in the study of pathogenesis and pathophysiology of eye disease.
In an active brain region, the responses within voxels are consistent in time series. Regional homogeneity (ReHo) reflects the degree of synchronization of neuronal activities in the brain region by calculating the temporal consistency of each voxel with its adjacent voxels. An increase in ReHo value indicates the more homogeneous activity of functional neurons in the local brain region, while reduced ReHo points to more disordered activity. ReHo accurately and reliably reflects visual information processing and can study brain activity in eye disease. Our previous research has successfully used the ReHo method to evaluate the internal ulcer [14], diabetic retinopathy [15], late monocular blindness [16], classic trigeminal neuralgia [17], acute eye pain [18], retinal detachment [19], universal acute open-globe injury [20], diabetic vitreous pathogenesis [21], optical neuritis [22], comitant strabismus [23], and strabismus with amblyopia [24]. Therefore, ReHo is of great significance in evaluating spontaneous brain activity.
From October 2016 to October 2019, 16 DON patients and 16 TAO patients without DON were recruited (all patients were diagnosed by doctors with the title of attending doctor or above in the Ophthalmology and Endocrinology Department). Six males and ten females were included in each group, and the two groups were matched in age, height and education level. The hospital ethics committee approved the study and in accordance with the Helsinki declaration. After being informed about the trial and its potential risks, each participant signed a declaration of informed consent.
Selection criteria for all participants were as follows: (1) Age 20–70 years;
(2) Meeting the classic TAO diagnostic criteria established by Bartley in 1995
(exophthalmos with protrusion
Example of dysthyroid optic neuropathy seen on fundus camera and fluorescence fundus angiography. Fundus color images (A) showed optic papillomedema with ill-defined boundaries and no significant change in FFA (B).
Participants with TAO and without DON had no symptoms indicative of DON.
Patients with the following conditions were excluded from either group: (1) Ocular symptoms or visual abnormalities caused by eye pain, retinal disease, cataract, glaucoma or other conditions; (2) Corneal ulcer caused by the incomplete eyelid closure characteristic of TAO; (3) Systemic disease including hypertension, heart disease, diabetes, cerebrovascular disease, or brain trauma; (4) Psychiatric or neurological disease; (5) Patients with drug addiction.
DON patients were diagnosed as DON by ophthalmologists and endocrinologists and underwent MRI examination after hospitalization. A trio 3-Tesla MRI scanner (Siemens Healtineers) was used for MRI recording, with the participant in an awake, quiet state with eyes closed. The duration of the scanning sequence was 15 min and it included 176 structural images and 240 functional images. The specific parameters are shown in Table 1.
Data acquisition | Scanning parameters of structural images | Scanning parameters of functional images | |
Patient | |||
Sex | |||
Male | 6 | 6 | |
Female | 10 | 10 | |
Age, average range | 54.85 |
53.09 | |
Scan parameters | |||
Repetition time/echo time | 1900/2.26 ms | 2000/30 ms | |
Thickness/gap | 1.0/0.5 mm | 4.0/1.2 mm | |
Acquisition matrix | 256 × 256 | 64 × 64 | |
Field of view | 250 × 250 mm | 220 × 220 mm | |
Flip angle | 90° | 90° | |
Abbreviations: MRI, magnetic resonance imaging. |
MRIcro software (www.mricro.com) was used to
classify the data and to exclude incomplete data. To maintain the magnetization
balance, the first 15 time points were discarded. Using the advanced version of
rs-fMRI data processing assistant (DPARSFA 4.0, http://rfmri.org/DPARSF), head
movement was corrected, and the spatial position and slice timing were normalizedthe form conversion of medical digital imaging communication (DICM) was
completed. The full-width smoothing was performed using the rs-fMRI data analysis
tool (REST) and statistical parameter mapping software (SPM8), using a Gaussian
kernel function at six
All patients completed the Hospital Anxiety and Depression Scale
(HADS). Graphpad prism 8 (GraphPad Software Inc., San Diego, CA, USA) was used to
analyze the relationship between HADS and ReHo in the corpus callosum/cingulate
gyrus and parietal lobe/middle frontal gyrus using a criterion P-value
of
SPSS version 24.0 (SPSS Inc, Chicago, IL, USA) software was used to compare demographic and clinical data. P values less than 0.05 were considered statistically significant. Voxel activity was compared between the two groups using the REST software (http://www.restfmri.net). When performing multiple comparison corrections, the statistical threshold of voxel-level was 0.05. Receiver operating characteristic (ROC) curves were used to analyze changes in the ReHo values of DON patients. In addition, the Pearson correlation analysis method was used to explore the linear correlation between ReHo values and HADS in specific brain regions.
All research methods were in accordance with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.
No significant difference between the groups in terms of gender, age, weight or
handedness. However, there were differences between the two groups in BCVA-right
(P
Condition | DON | TAO without DON | t | P-value* |
Male/female | 6/10 | 6/10 | N/A | |
Age (years) | 54.85 |
53.09 |
0.218 | 0.714 |
Weight (kg) | 64.12 |
59.16 |
0.125 | 0.902 |
Handedness | 16R | 16R | N/A | |
Duration of DON (ws) | 3.81 |
N/A | N/A | N/A |
Best-corrected VA-left eye | 0.35 |
1.05 |
−3.137 | 0.012 |
Best-corrected VA-right eye | 0.55 |
1.05 |
−3.783 | 0.021 |
Latency (ms)-right of the VEP | 123.12 |
103.04 |
3.731 | 0.007 |
Amplitudes(uv)-right of the VEP | 6.61 |
14.19 |
−7.542 | 0.004 |
Latency (ms)-left of the VEP | 119.12 |
101.12 |
5.395 | 0.011 |
Amplitudes (uv)-left of the VEP | 11.09 |
15.12 |
−4.135 | 0.011 |
Notes: Independent t-tests comparing two groups (P Abbreviations: DON, dysthyroid optic neuropathy; TAO, thyroid-associated ophthalmopathy; HCs, healthy controls; N/A, not applicable; VA, visual acuity; VEP, visual evoked potential; R, right. |
ReHo values at the corpus callosum/cingulate gyrus and the parietal lobe/middle frontal gyrus were significantly lower in the DON group than the TAO group (see Fig. 2 and Table 3 for details).
Spontaneous brain activity in DON and TAO groups. (A)
Blue shadow represents the strength of the signals. The corpus callosum/cingulate
gyrus and parietal lobe/middle frontal gyrus exhibit lower signals (P
Abbreviations: DON, dysthyroid optic neuropathy; TAO, thyroid-associated
ophthalmopathy; ReHo, Regional Homogeneity.
Brain areas | MNI coordinates | Number of voxels | t value | ||
X | Y | Z | |||
DON |
|||||
Corpus callosum/cingulate gyrus | −21 | −21 | 24 | 621 | −5.3864 |
Parietal lobe/middle frontal gyrus | 21 | 0 | 30 | 638 | −5.3204 |
Notes: The statistical threshold was set at a voxel level with P Abbreviations: ReHo, Regional Homogeneity; TAO, thyroid-associated ophthalmopathy; MNI, Montreal Neurological Institute; DON, dysthyroid optic neuropathy. |
In the DON group, the ReHo values at the corpus callosum/cingulate gyrus and the
parietal lobe/middle frontal gyrus were negatively correlated with HADS scores (r
= –0.931 and –0.894 respectively; P
The correlations of HADS scores and signal values in
different brain regions. (A) The ReHo values at the corpus callosum/cingulate
gyrus were negatively correlated with HADS scores. (B) The ReHo values at the
parietal lobe/middle frontal gyrus were negatively correlated with HADS scores.
(C) The ReHo values at the corpus callosum/cingulate gyrus were negatively
correlated with duration of DON. (D) The ReHo values at the parietal lobe/middle
frontal gyrus were negatively correlated with duration of DON.
Abbreviations: HADS, Hospital Anxiety and Depression Scale; ReHo, Regional
Homogeneity; DON, dysthyroid optic neuropathy.
We speculated that the ReHo value could potentially be used as an index to distinguish the DON group from other TAO participants. To test this hypothesis, brain region-specific ReHo values of recordings from DON participants were plotted using ROC curves.
As shown in Fig. 4, the areas under the ROC curves were 0.933 (P
ROC curve analysis of the mean ReHo values for altered
brain regions. The area under the ROC curve were 0.933 (P
The purpose was to investigate whether there are differences in the ReHo values of the brain regions of TAO patients with and without DON. The research results may provide a basis for the early diagnosis of DON in TAO patients, allowing timely intervention to halt or slow disease progression. The ReHo method was also used in our previous studies on anomalies in neural brain function (Table 4, Ref. [14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24]).
Author | Year | Disease |
Xu MW et al. [14] | 2019 | corneal ulcer |
Liao XL et al. [15] | 2019 | diabetic retinopathy |
Huang X et al. [16] | 2017 | late monocular blindness |
Xiang CQ et al. [17] | 2019 | classic trigeminal neuralgia |
Tang LY et al. [18] | 2018 | acute eye pain |
Huang X et al. [19] | 2017 | retinal detachment |
Huang X et al. [20] | 2016 | universal acute open-globe injury |
Zhang YQ et al. [21] | 2020 | diabetic vital pathogenesis |
Shao Y et al. [22] | 2015 | optical neuritis |
Huang X et al. [23] | 2016 | comitant strabismus |
Shao Y et al. [24] | 2019 | strabismus and amblyopia |
As shown in Fig. 5, the ReHo values at the corpus callosum/cingulate gyrus and parietal lobe/middle frontal gyrus were significantly decreased in DON patients. The corpus callosum is a bundle of fibers connecting the left and right cerebral hemispheres. Its pathological changes can cause intellectual disability, disturbance of consciousness, psychiatric and behavioral abnormalities [25]. The cingulate gyrus, located between the cingulate sulcus and the corpus callosum sulcus, is the cortical component of the limbic system [26]. However, the functions of the anterior and posterior cingulate gyri are not the same. The anterior cingulate gyrus is related to many complex physical and visceral motor functions and pain responses.
The mean ReHo values of altered brain regions.
Compared with the TAO, the ReHo values of the following regions were decreased to
various extents: 1—Corpus Callosum/Cingulate Gyrus (t = –5.3864),
2—Parietal Lobe/Middle Frontal Gyrus (t = –5.3204).
Abbreviations: DON, dysthyroid optic neuropathy; TAO, thyroid-associated
ophthalmopathy; ReHo, Regional Homogeneity.
In contrast, the posterior cingulate gyrus is involved in monitoring of sensory, stereotactic, and memory functions [27]. In addition, the posterior cingulate gyrus plays a vital role in eye movement and visuospatial processing [28]. The cingulate cortex is composed of different anatomical fields. Neuroimaging studies have shown that different cingulate cortex areas have mutual sensory, social, and goal-directed information processing activities [29]. Studies of mild cognitive impairment in Parkinson’s disease have found that the thickness of the anterior cingulate cortex (ACC) and posterior cingulate cortex (PCC) is reduced, and regional cerebral blood flow changes in the PCC and anterior and middle cingulate cortex are associated with levels of language intelligence quotient and ACC executive function. In addition, the cingulate cortex is associated with apathy and visual hallucination [30], with the neural projection from ACC to ventral hippocampus controlling the expression of contextual fear generalization [31]. A functional connectivity analysis showed that traumatic exposure might lead to abnormal local and network connectivity in individuals with or without post-traumatic stress disorder, with reduced connectivity between the dorsal anterior cingulate cortex and the right hippocampus [32]. According to the “emotion theory”, signals related to emotion travel via the hippocampus, fornix, papillary body and anterior thalamic nucleus to the cingulate gyrus known as the ‘emotional cortex’. Stereotactic lesions of the bilateral anterior cingulate gyrus have been found to treat refractory mental disorders [33].
We observed that the ReHo values at the corpus callosum/cingulate gyrus were significantly reduced in DON, indicating that the neural activity in this area was decreased. We speculate that this is due to the abnormal visual pathway caused by optic neuropathy, consistent with the abnormal visual function found in DON patients. In addition, correlation analysis showed that weak corpus callosum/cingulate gyrus activity occurred in participants with higher levels of anxiety and depression and longer duration of DON, which may indicate that DON patients are more prone to anxiety and depression.
The parietal lobe is located behind the central sulcus. The transverse parietal sulcus divides the parietal lobe into superior and inferior parietal lobules. This lobe supports the advanced cognitive functions of human beings. Its size is related to mathematical and logical abilities; in particular, the size of the posterior parietal lobe is positively correlated with these functions [34]. Studies have shown that the parietal lobe plays a vital role in language processing. It integrates sensory and motor information, a function closely related to transforming voice-based expression into instructions to drive action [35]. The sensory information of the primary and secondary somatosensory areas reaches the lower parietal lobe through the upper parietal lobe. Visual sensory information is processed by the dorsal visual pathway and reaches the inferior parietal lobule, the inner parietal sulcus and the precuneus lobe.
In contrast, auditory information is transmitted from the posterior parietal lobe. The inferior parietal lobe and the inner parietal sulcus are related to upper limb movement and memory, suggesting somatic, audiovisual and vestibular sensory information processing, and even an essential role in cognition and movement [36]. It should be noted that the cortex of the posterior parietal lobe is the critical node in the anatomical network connecting the visual and (anterior) frontal cortex, temporal lobe and part of the frontal cortex. The upper longitudinal tract and its components work together with the arcuate and middle longitudinal tracts to transmit visual function [37]. Since the middle frontal gyrus mediates the interaction between dorsal and ventral attention networks (VANs) and is connected with the two networks, attentional control plays an essential role[38]. Transcranial stimulation of the middle frontal gyrus affects the critical nodes of the time-varying brain network, resulting in the reorganization of the brain network module [39]. In addition, studies have shown that the middle frontal gyrus is associated with memory storage, executive and decision-making abilities and depression [40].
Reduced parietal lobe/middle frontal gyrus ReHo values in
the DON group may indicate decreased neural activity in this region. The HADS
score was negatively correlated with the ReHo value of parietal lobe/middle
frontal gyrus (r = –0.894; P
The ReHo method was used to investigate the changes in neural activity and brain function in DON patients. It was found that the ReHo signal values of the cortex callosum/cingulate gyrus and parietal lobe/middle frontal gyrus in DON were significantly lower than in TAO without DON, which may indicate a risk of regional brain dysfunction in DON (Table 5). Once DON occurs, it can cause severe symptoms such as eye pain, diplopia, blurred vision, and even blindness. The results demonstrate that ReHo has potential as a method of early diagnosis and prevention of DON. In addition, the findings suggest possible mechanisms of DON optic nerve injury, which have been poorly understood, and may provide a valuable basis for further work on the pathological mechanisms of DON. However, it is worth noting that there are still some limitations in our work, such as small sample size, may lead to biased results, samples from the same hospital may have regional bias, the MRI scanning process may have artifacts due to patient uncertainty, etc. In our future research, we will modify and improve the above aspects to make the research results more reliable.
Brain regions | Experimental result | Brain function | Anticipated results |
Corpus callosum/Cingulate gyrus | DON |
Advanced neurological, physical, mental and visceral activity, pain response, sensory monitoring and stereotactic, and memory | Emotional and memory disorders, behavioral abnormalities, hallucinations, slow reaction and other mental disorders, hunger, thirst, sexual behavior abnormalities, gastrointestinal peristalsis and other visceral dysfunction symptoms |
Left inferior temporal gyrus | DON |
High cognitive function, vision, language understanding and emotion regulation | Cognitive impairment, facial agnosia, semantic dementia and emotional disorder |
Abbreviations: DON, dysthyroid optic neuropathy; TAO, thyroid-associated ophthalmopathy. |
DON, dysthyroid optic neuropathy; ReHo, Regional Homogeneity; TAO, thyroid-associated ophthalmopathy; rs-fMRI, resting-state functional nuclear resonance imaging; HADS, Hospital Anxiety and Depression; ROC, Receiver operating characteristic; AUC, area under the curve.
YPJ and YS conceived and designed the experiments; LYT performed the experiments; YCY, QMG, WQS, TS and HYS analyzed the data; YCP, RBL and QYL contributed reagents and materials; YPJ and YCY wrote the paper.
All research methods were approved by the medical ethics committee of the First Affiliated Hospital of Nanchang University and were in accordance with the 1964 Helsinki declaration and its later amendments or comparable ethical standards. All subjects have explained the purpose, method, potential risks and signed an informed consent form.
We thank anonymous reviewers for their excellent criticism of the article.
This research is supported by Central Government Guides Local Science and Technology Development Foundation (No: 20211ZDG02003); Key Research Foundation of Jiangxi Province (No: 20181BBG70004, 20203BBG73059); Excellent Talents Development Project of Jiangxi Province (No: 20192BCBL23020); Natural Science Foundation of Jiangxi Province (No: 20181BAB205034); Grassroots Health Appropriate Technology “Spark Promotion Plan” Project of Jiangxi Province (No: 20188003); Health Development Planning Commission Science Foundation of Jiangxi Province (No: 20201032, 202130210); Health Development Planning Commission Science TCM Foundation of Jiangxi Province (No: 2018A060, 2020A0087); Education Department Foundation of Jiangxi Province (No: GJJ200157, GJJ200159, GJJ200169).
The authors declare no conflict of interest.
The data relating to this experiment can be obtained from the corresponding authors.