Gabriela Glinskáa,
Kristína Krajčíkováa,
Katarína Zakutanskáb,
Oleg Shylenkoc,
Daria Kondrakhovac,
Natália Tomašovičováb,
Vladimír Komanickýc,
Jana Mašlankováa and
Vladimíra Tomečková*a
aDepartment of Medical and Clinical Biochemistry, Faculty of Medicine, Pavol Jozef Šafárik University in Košice, Trieda SNP 1, 040 11 Košice, Slovakia. E-mail: vladimira.tomeckova@upjs.sk
bInstitute of Experimental Physics SAS, Watsonova 47, 040 01 Košice, Slovakia
cDepartment of Condensed Matter Physics, Institute of Physics, Faculty of Science, Pavol Jozef Šafárik University in Košice, Park Angelinum 9, 041 54 Košice, Slovakia
First published on 10th June 2019
Diabetes mellitus and prolonged hyperglycemia can cause diabetic retinopathy. Diabetic retinopathy arises from damage to retinal vessels and, in its final stages, causes blindness. The early stages are often asymptomatic and although regular screening of diabetic patients is recommended, the beginning of diabetic retinopathy is insufficiently detected. The diagnostic potential of fluorescence spectroscopy, infrared spectroscopy and atomic force microscopy as the untraditional methods for diabetes mellitus was investigated using tear fluid. In our pilot study the structural changes of tear fluid of patients with diabetes mellitus after insulin and oral antidiabetic drug treatment was compared with healthy subjects. The results of analysis, infrared spectroscopy and atomic force microscopy confirmed structural changes in tear fluid of patients in comparison with the tear fluid of healthy subjects. Using new experimental laboratory methods in future could contribute to an improvement in diagnosis of diabetes mellitus and other selected ocular diseases using tear fluid.
Diabetes mellitus is a metabolic disorder manifested by a high fasting blood glucose level (>7 mM) due to defects in insulin secretion or action. Prolonged hyperglycaemia caused protein glycation resulting in cardiomyopathy, nephropathy, neuropathy and retinopathy and can increase risk of glaucoma.6 The major ocular symptoms of diabetes mellitus are haemorrhages, exudates and microaneurysms. Microaneurysms are focal dilatations of the retinal capillaries. They are the first malformation occurring in the eye during the disease. Diabetic retinopathy develops from damage to retinal vessels and, in its final stages, causes blindness. The early stages are often asymptomatic and although regular screening of diabetic patients is recommended, the beginning of diabetic retinopathy is insufficiently detected.
Diabetic retinopathy can be detected by visual acuity testing (measures the eye’s ability to focus and to see details at near and far distances, and vision loss), ophthalmoscopy and slit lamp examination (which can detect the back of the eye and therefore changes in the retina), gonioscopy (find outs whether fluid drains out and causes blindness), tonometry (measures the intraocular pressure inside the eye) and optical coherence tomography (checks fluid in the retina). Sometimes a fluorescein angiogram is done. Assessment of diabetic retinopathy is done using fluorescein angiography to see what is happening in the retina. The dye travels through the blood vessels and a special camera takes a photo and shows if any blood vessels are blocked or leaking fluid or if any abnormal blood vessels are growing.7
Recently, numerous studies of the tear fluid of diabetic patients have started arising using mostly “omics” approaches.8–11 Nguyen-Khuong et al. 2015 (ref. 8) compared tear glycosylation among patients with diabetes with and without retinopathy and healthy controls and found out that there were not significant changes as the disease developed and progressed. Stuard et al. 2017 (ref. 11) detected insulin-like growth factor binding protein-3 (IGFBP-3) in the basal tears of diabetic patients and control subjects, and found it was higher in diabetic patients and its levels correlated with the subbasal nerve plexus length and branch density indicating nerve fiber loss.12 Costagliola et al. 2013 (ref. 13) observed the changes in TNF-α levels in the tear fluid of patients with proliferative and non-proliferative diabetic retinopathy and healthy controls. TNF-α was increased in diabetic patients’ tears and increased with the severity of pathology. Also, several other proteins have significantly dysregulated levels in tears, for example lipocalin,10 endothelin-1,14 lactotransferrin, lysozyme C and others.15
Methods for the determination of a particular substance in the sampling material provides the possibility of identification of a disease biomarker, an indicator of the presence and progress of a disease and response to a treatment. On the contrary, various spectroscopic methods also enable detection of the disease, however, without use of the specific biomarker. These methods include fluorescence spectroscopy (FS) which has been validated as a diagnostic tool during various pathologies, e.g. diastolic dysfunction,16 non-small-cell lung carcinoma,17 ischemic heart disease,18 diabetes mellitus19 and many others. The method is based on the analysis of the autofluorescent substances occurring in the sample (e.g. NAD+, NADH, proteins, advanced glycation end products and others) the levels of which change during the pathology.
Next, the diagnostic potential of infrared spectroscopy (IRS) has been studied in atherosclerosis,20 skin cancer,21 multiple sclerosis22 and others. It was also assessed as a monitoring tool for cerebral oxygenation.23 Pathological conditions cause structural and functional changes in the biological system and, consequently, in the studied samples resulting in alterations in the vibrational spectra (although a molecule with a dipole moment is necessary) that are captured by infrared spectroscopy.
Another untraditional method is atomic force microscopy (AFM), which, although it does not belong to the spectroscopy group, could provide analysis of biological materials. In spite of the fact that it is mostly used for in vitro studies, such as for differentiating between normal and cancerous cells24–26 or detection of viruses,27 it is also used for novel studies and diagnostics. Examples of such studies include the detection of significant differences between the blood serum of patients and healthy controls, which were observed during ischemic heart disease18 and breast cancer28, together with assessment of changes in the dermis.29
In our pilot study we assessed the diagnostic potential of FS, IRS and AFM for diabetes mellitus using tear fluid.
Analysis of tear fluid of patients with untreated diabetes mellitus lasting 13 years (Fig. 2, S1 and S2†) showed lower endogenous fluorescence (F = 531) than intensity of fluorescence of tear fluid of healthy subjects (F = 721). The localization (λ = 277 nm/Δλ = 70 nm), structure and shape of the SFF were similar to those of healthy subjects (λ = 278 nm/Δλ = 70 nm) (see Table 1).
Age | Wavelength (nm) | Fmax | |
---|---|---|---|
λmax/Δλ | |||
Control sample | 25 | 278/70 | 721 |
13 years untreated DM | 50 | 277/70 | 531 |
DM 1 year on OAD | 54 | 276/70 | 364 |
DM 3 years on OAD | 55 | 290/60 | 724 |
DM 5 years on OAD | 60 | 280/60 | 598 |
DM 7 years on OAD | 42 | 274/70 | 796 |
DM 10 years on OAD | 79 | 279/70 | 525 |
The synchronous fluorescence spectrum of tear fluid is specific for the control healthy subjects. It is considered to be a characteristic fingerprint. A simple comparison of spectra can confirm or disprove the identity of two samples of tear fluid during various diseases. This method enables the analysis of the multifluorescent mixture of tear fluid and its changes during diabetes mellitus. A detailed analysis of the fluorescence curve is not essential for the diagnosis. Changes of fluorophores under endogenous (elevated glucose) or exogenous stress factors (insulin and OAD treatment) in patients with diabetes mellitus disrupt the balance of mutual interactions of fluorophores in tear fluid. The result of diabetes mellitus is a modified graphical display due to the modified SFF. The result of diabetes mellitus is a modified SFF graphical display of tear fluid of healthy subjects and patients with diabetes mellitus show pathological changes as they show quantitative and qualitative information about changes of the tear fluid structure and characteristics for diagnostic assessment that could be used for the inexpensive, sensitive, accurate and rapid screening of diabetes mellitus. Fluorescence spectroscopy has not been used yet for research of tear fluid during various diabetes mellitus treatments but could be a new possibility in the early diagnosis of diabetes mellitus and other diseases.
Fig. 3 Comparison of synchronous fluorescence fingerprints of tear fluid after antidiabetic drug treatment with various treatment lengths and that of the tear fluid of the control (healthy subjects). |
The tear fluid of patients with diabetes mellitus after 3 years OAD treatment with a presbyopia (Fig. 3, S3 and S4†) shows a similar intensity of fluorescence (F = 724), structure and shape of the SFF to the tear fluid of healthy subjects (F = 721), but the localization of the peak is different (λ = 290 nm/Δλ = 60 nm).
The tear fluid of patients after OAD treatment for 5 years with a presbyopia, glaucoma and cataract (Fig. 3, S3 and S4†) has a peak (λ = 280 nm/Δλ = 60 nm) with a lower fluorescence intensity (F = 598) in comparison to that of the tear fluid of control healthy subjects (F = 721, λ = 278 nm/Δλ = 70 nm).
The highest fluorescence (F = 796) was found from tear fluid of patients with diabetes mellitus after 7 years treatment with OAD at the fluorescence peak (λ = 274 nm/Δλ = 70 nm) of the 3-D and contour image of the synchronous fluorescence fingerprint (Fig. 3, S3 and S4†).
The tear fluid of the patients after OAD treatment for 10 years with a presbyopia, increased eye pressure, cataract and after myocardial infarction (Fig. 3, S3 and S4†) shows a peak (λ = 279 nm/Δλ = 70 nm) with a lower fluorescence intensity (F = 525) in comparison with that of the tear fluid of control healthy subjects (F = 721) but the localization of the peak was similar (λ = 278 nm/Δλ = 70 nm). The results for patients treated with OAD along with untreated diabetes mellitus are summarized in Table 1.
The center of the endogenous fluorescence of the tear fluid of patients with diabetes mellitus (in combination with presbyopia) treated with oral antidiabetic drugs for 1 year showed the lowest fluorescence (λex = 284 nm, F = 325) in comparison with that of the tear fluid of patients with diabetes mellitus treated with oral antidiabetic drugs for 5 years (λex = 284 nm, F = 554) and 10 years (λex = 282 nm, F = 473). The endogenous fluorescence of the tear fluid of healthy subjects (λex = 289 nm, F = 721) was similar to that of the tear fluid of patients with diabetes mellitus treated with oral antidiabetic drugs for 3 years (λex = 292 nm, F = 722) but the shape of the spectrum was similar to that of the tear fluid of patients with diabetes mellitus treated with oral antidiabetic drugs for 7 years, which showed the highest fluorescence (λex = 289 nm, F = 796).
Comparison of the endogenous fluorescence at λex = 280 nm and Δλ = 50 nm showed that the highest fluorescence was for the tear fluid of patients with diabetes mellitus treated with oral antidiabetic drugs for 7 years (F = 678) in comparison with the tear fluid of healthy subjects (F = 655) and the tear fluid of patients with diabetes mellitus treated with oral antidiabetic drugs for 3 years (F = 606). The lowest intensity of fluorescence was found for the tear fluid of patients with diabetes mellitus treated with oral antidiabetic drugs for 1 year (F = 320). A low intensity of fluorescence was found for the tear fluid of patients with diabetes mellitus treated with oral antidiabetic drugs for 5 years (F = 535). A slightly lower intensity of fluorescence was found for the tear fluid of patients with diabetes mellitus treated with oral antidiabetic drugs for 10 years (F = 465) in comparison with intensity of fluorescence of the tear fluid of untreated diabetes mellitus patients (F = 470).
Fig. 4 Synchronous fluorescence fingerprints of the tear fluid of patients with diabetes mellitus type 1 and type 2 treated with insulin in comparison to the control sample. |
Age | Wavelength (nm) | Fmax | |
---|---|---|---|
λmax/Δλ | |||
Control sample | 25 | 278/70 | 721 |
DM 14 years on insulin | 47 | 277/70 | 626 |
DM 20 years on insulin | 71 | 279/60 | 771 |
DM 25 years on insulin | 49 | 279/70 | 409 |
The endogenous fluorescence of the tear fluid of healthy subjects (λex = 289 nm, F = 721) was higher than that of the tear fluid of patients with diabetes mellitus treated with insulin for 14 years (λex = 285 nm, F = 555). The endogenous fluorescence of the tear fluid of patients with untreated diabetes mellitus for 13 years was λex = 288 nm, F = 497. The tear fluid of patients with diabetes mellitus treated with insulin (in combination with dry eye) for 25 years (λex = 283 nm, F = 371) showed a similar peak position to that of the tear fluid of patients with diabetes mellitus treated with insulin for 20 years (λex = 283 nm, F = 722), but it exhibited a similar endogenous fluorescence to that for healthy subjects.
Comparison of endogenous fluorescence at λex = 280 nm and Δλ = 50 nm showed that the highest fluorescence was for the tear fluid of patients with diabetes mellitus treated with insulin for 20 years (F = 700) in comparison with that of the tear fluid of healthy subjects (F = 655) and the tear fluid of patients with diabetes mellitus treated with insulin for 14 years (F = 538). The lowest intensity of fluorescence was shown for the tear fluid of patients with inherited diabetes mellitus treated with insulin (in combination with dry eye) for 25 years (F = 354).
In the case of diabetes mellitus treated with an OAD the position of amide A differs from 3293 to 3317 cm−1, amide I is located in the range of 1647–1657 cm−1 and the positions of amide II are in the range of 1543–1551 cm−1. In the case of diabetes mellitus treated with insulin the position of amide A is located around 3286 cm−1, the position of amide I differs from 1645 to 1652 cm−1 and the frequencies of amide II are in the range of 1540–1548 cm−1. For comparison, the position of amide A is 3293 cm−1, the position of amide I is 1651 cm−1 and the position of amide II is 1549 cm−1 for the control sample. The infrared spectra of the tear samples of the patients with diabetes mellitus on oral antidiabetic drugs and the infrared spectra of the tear samples of the patients with diabetes mellitus on insulin are summarized in Fig. 5–7 and in Tables 3–5. As it is seen from these figures and tables the spectra of tears of patients with diabetes mellitus differ from those of the control sample as well as between each other. Fig. 5 shows the spectrum of the diabetes mellitus with 7 years on OAD sample in comparison to that of the control sample and Fig. 7 shows the spectrum of the diabetes mellitus with 25 years on insulin sample in comparison to that of the control sample.
Age | Amide A (cm−1) | Amide I (cm−1) | Amide II (cm−1) | |
---|---|---|---|---|
Control sample | 25 | 3293 | 1651 | 1549 |
DM 1 year on OAD | 54 | 3317 | 1657 | 1547 |
DM 3 years on OAD | 55 | 3293 | 1649 | 1551 |
DM 5 years on OAD | 60 | 3285 | 1650 | 1543 |
DM 7 years on OAD | 42 | 3295 | 1654 | 1548 |
DM 10 years on OAD | 79 | 3317 | 1647 | 1543 |
Similarly, when the infrared spectra of the left and right eye tear samples of a patient with untreated diabetes mellitus 13 years on OAD are compared, it is possible to see differences in amide A, amide I and amide II positions. Peak position is most different in the case of amide A. The frequency of amide A is 3316 cm−1 for the left eye and 3290 cm−1 for the right eye. For the control sample the peak position is 3293 cm−1. Amide I is located at 1656 cm−1 for the left eye and 1646 cm−1 for the right eye. Both of these values are different from the value of 1651 cm−1 that is the location of amide A in the case of the control sample. Additionally, the positions of amide II in the case of the left and right eyes differ from each other as well. The position of the peak for the right eye is 1540 cm−1 and the position of the peak for the left eye is 1548 cm−1, which is close to the peak position of the control sample of 1549 cm−1. The peak positions are listed in the Table 4. Fig. 6 shows the infrared spectra of the left and right eye tear samples.
Age | Amide A (cm−1) | Amide I (cm−1) | Amide II (cm−1) | |
---|---|---|---|---|
Control sample | 25 | 3293 | 1651 | 1549 |
DM – left eye | 50 | 3316 | 1656 | 1548 |
DM – right eye | 50 | 3290 | 1646 | 1540 |
Age | Amide A (cm−1) | Amide I (cm−1) | Amide II (cm−1) | |
---|---|---|---|---|
Control sample | 25 | 3293 | 1651 | 1549 |
DM 14 years on insulin | 47 | 3286 | 1652 | 1540 |
DM 20 years on insulin | 71 | 3285 | 1648 | 1542 |
DM 25 years on insulin | 49 | 3286 | 1645 | 1548 |
The differences in the infrared spectra may be caused by various factors. Besides the effect of the disease on the infrared spectra of proteins, the spectra are affected also by vision quality, eye pressure, genetic factors, time of collection, ocular dominance etc.31 The differences in the spectra confirms the differences in protein structure, that are affected by health condition.
Fig. 8 Comparison of atomic force microscopy of control (healthy subjects) tear fluid and the tear fluid of patients after antidiabetic drug treatment with various treatment lengths. |
Fig. 9 Comparison of atomic force microscopy of control (healthy subjects) tear fluid and the tear fluid of patients after insulin treatment with various treatment lengths. |
A large dendritic plaque has been observed on the surface of samples from patients with diabetes mellitus after 5 years on OAD. The main branches had a thickness of 5–9 μm and a length of more than 50 μm. The lateral branches were 7–14 μm long and 5–9 μm wide, and small branches 7–14 μm long have a thickness of 2–7 μm. The roughness of the surface was 115 mm. Fine dendrites with a high degree of branching with lengths 6–22 μm were observed on the surface of the samples with diabetes mellitus after 7 years on OAD. The branches had approximately the same thickness of 300–400 nm and the total roughness of the surface was 14.7 nm. At the surface of the tear fluid of patients with diabetes mellitus after 10 years on OAD heart-shaped crystals connected in chains of 17–20 μm length and with 3.5 μm width were observed. The individual crystals were probably formed due to the crystallization of glucose and salts with proteins. The total surface roughness was 89 nm. The overall morphology in the AFM images was very different for patients treated with OAD. No similarities were observed which indicates that different compounds were responsible for creating the crystalline dendrites observed by AFM. This is in agreement with IR data where no correlation in peak position was observed for this chosen group of patients. The morphology of the samples made from the tears of patients with untreated diabetes mellitus for 13 years (Fig. 9) shows dendrites fragmented into tiny grains (100–300 nm with roughness 24.4 nm). Several formations resembling wheat ear-shaped crystals of 15–30 nm in length composed of the hearts with size 0.5–1.5 μm (some growing centrally from one point) were observed on the surface of the tear fluid of patients with diabetes mellitus after 14 years treatment with insulin. The total surface roughness was 20 nm. Isosceles triangles with a shoulder length of 2 μm were observed on the surface of the tear fluid of patients with diabetes mellitus after 20 years treatment with insulin. The strands were 10 μm long and the surface roughness was 33.3 nm. The surface of the tear fluid of the patient with diabetes mellitus in combination with dry eye after 25 years treatment with insulin contains chains composed of hearts with lengths up to 50 μm. The size of the heart was 0.8–3 μm. Branches with length 2–10 μm and width 0.5 μm were present in the background. The surface roughness was 43.3 nm. It can be concluded that all patients treated with insulin have similar structures. This is in agreement with IR data where similarities in amide A peak positions are observed for this group of patients.
It is known that proteins form dendritic structures depending on various factors during evaporation. For example, the effect of pH on the formation and shape of protein nanostructures was studied in the work of Dogra et al. 2017.32 Formation of protein structures during evaporation of a solution containing two types of protein was studied by Carreón et al. 2018.33 Furthermore, Rojas et al. 2017 studied the effect of the neurotransmitter serotonin on dendritic structure.34
Footnote |
† Electronic supplementary information (ESI) available. See DOI: 10.1039/c9ra02078k |
This journal is © The Royal Society of Chemistry 2019 |