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Ultrasonographic findings in patients with chronic kidney disease with asymptomatic hyperuricemia

Abstract

Background

Musculoskeletal ultrasound is a useful, noninvasive tool to detect anatomical damage in the hyaline cartilage, synovial tissue, and tendons of individuals with asymptomatic hyperuricemia. This study aimed to determine the frequency of musculoskeletal ultrasonographic findings related to hyperuricemia among CKD patients and its relation to chronic musculoskeletal pain and their quality of life.

Results

Double contour (DC) was found in12%,18%, and 22% of the knee, ankle, and 1st MTPs joints, respectively. Hyper-echoic cloud was present in 2% and 6% of the knee and 1st MTPs, respectively. Synovitis was seen in 8%, 4%, and 16% of the knee, ankle, and 1st MTPs joints, respectively. Patellar tendon showed enthesopathy in 14% and tophus in 8% of cases. Tibialis posterior tenosynovitis was in 2% and peroneii tenosynovitis in 2%. Achilles tendon showed calcific foci in 24%, enthesopathy in 20%, and tophi in 4%. First MTPs showed erosion in 10% and tophi in 4%. There were statistically significant relations of pain index to DC, synovial thickening at the knee and at ankle joint. There were statistically significant relations of serum uric acid level to DC.There were statistically significant correlations of serum uric acid level to the 36-Item Short Form Survey (SF-36).

Conclusions

Untreated hyperuricemia might cause musculoskeletal ultrasonographic changes that could cause chronic musculoskeletal pain and decrease quality of life in chronic kidney disease patients.

Background

Chronic kidney disease (CKD) is defined as kidney structure or function abnormalities that persists for more than 3 months with implications for health [1]. These abnormalities include decreased glomerular filtration rate (GFR < 60 mL/min/1.73 m2) or evidence of one or more markers of kidney damage (e.g., albuminuria or urine sediment abnormalities) [2]. Renal handling of uric acid is a complex process that accounts for 2/3 to 3/4 of its total excretion, the remainder being excreted via the GIT. It is not surprising then that impaired kidney functions account for up to 90% of hyperuricemia [3]. Asymptomatic hyperuricemia (AH) is a term traditionally applied to settings in which the serum urate concentration is elevated without any symptoms or signs of monosodium urate (MSU) crystal deposition disease, such as gout, or uric acid renal disease [4, 5]. This concept has undergone a significant revision driven by the advances in imaging techniques showing that 30 to 90% of individuals with AH have occult MSU crystal deposition in soft tissues which does not only herald the classic gouty lesions in joints and urinary tract but also incite a low-level widespread systemic inflammation [6]. The evolving role of MSUS in acquisition of high-resolution images of articular and periarticular structures has allowed accurate visualization and differentiation of gouty lesions from other pathological entities, thus aiding early and dynamic diagnosis of arthropathy. The symptoms of CKD are non-specific and very variable. Chronic musculoskeletal pain (CMP) is a very common symptom in CKD [7]. The prevalence of pain has been reported to be in more than 60–70% among patients with advanced and end-stage kidney disease, and its underlying etiology is variable [8].The aim of this study is to determine the frequency of musculoskeletal finding related to hyperuricemia among CKD patients and its relation to chronic musculoskeletal pain and their quality of life.

Methods

Study design

This case–control study was carried on 170 adult participants who were evaluated for enrollment. Ninety subjects were ruled out due to either ineligibility (36) or lack of interest (54) to participate in this study. Eventually, 80 participants were enrolled in the present study where fifty patients with CKD and asymptomatic hyperuricemia (AH) served as cases and (30) age- and sex-matched apparently healthy volunteers with normal serum uric acid served as controls. All the cases were recruited form patients attending clinics at the Nephrology Unit of Internal Medicine Department at our University Hospital, and controls were either patients’ relatives or staff members. Persons less than 16 years old and patients with apparent joint swelling or deformity, autoimmune, or blood diseases were excluded from our study.

Clinical assessment

Baseline demographics, present and past medical history, and general examination with emphasis on local musculoskeletal system assessment of the studied joints were performed by two expert senior rheumatologists (once at enrollment and then during MSUS) at the Rheumatology, Rehabilitation and Physical Medicine Department of our University Hospital, and data were collected for both study groups. Height, weight, and body mass index (BMI) were calculated. Musculoskeletal symptoms in different body regions were assessed using an Arabic translation of the 1st part of the standardized Nordic questionnaires for musculoskeletal symptoms [9]. Pain index was assessed using on 100 mm visual analogue scale (VAS) [10]. All participants filled in 36-Item Short Form Health Survey questionnaire (SF-36) written in the Arabic language.

Laboratory investigations

Serum creatinine (Cr), estimated glomerular filtration rate (eGFR), serum parathyroid hormone (PTH), serum calcium, serum phosphorus, and 25(OH) vit. D were measured.

Radiological investigations

Ultrasound assessment of the knee, ankle, and 1st MTP joints was performed bilaterally using Logiq E real-time scanner (General Electric Medical System, Milwaukee, WI, USA) equipped with an 8–13 MHZ linear array transducer. The reported findings were defined and verified based on the EULAR guidelines for musculoskeletal ultrasound in rheumatology [11]. using both gray and power Doppler scale according to the EULAR guidelines. Focus, depth, and gain are adjusted for better image quality for detection of one or more signs of these ultrasonographic features [12]. Examination was done for knee joint, patellar tendon, ankle joint, Achilles tendon, peroneii tendons, and tibialis posterior tendon, and 1st MTP were examined. Synovitis, DC, tenosynovitis, tophi, aggregates, and enthesopathy were diagnosed according to OMERACT definition:DC (abnormal hyperechoic band over the superficial margin of the articular hyaline cartilage, independent of the angle of insonation, and may be either irregular or regular, continuous or intermittent, and can be distinguished from the cartilage interface sign), tophus (a circumscribed, inhomogeneous, hyperechoic, and/or hypoechoic aggregation which may or may not generate posterior acoustic shadow and may be surrounded by a small anechoic rim, may or may not generate posterior acoustic shadow), aggregates (heterogeneous hyperechoic foci that maintain their high degree of reflectivity, even when the gain setting is minimized or the insonation angle is changed and occasionally may generate posterior acoustic shadow), and erosion (extra-articular discontinuity of the bone surface visible in two perpendicular planes) [13].

Ethical considerations

A written consent in Arabic language was obtained from all participants after explaining the study details and benefits. The study was conducted in accordance with the Code of Ethics Of the World Medical Association (Declaration of Helsinki). This study was approved by the Ethical Committee of the Faculty of Medicine.

Statistical analysis

The statistical analysis was conducted using STATA version 11 (STATA corporation, College Station, Texas). The data were summarized as mean ± standard deviation (SD) when parametric and were compared by one-way ANOVA test or as median and interquartile range (IQR) when nonparametric and were compared by the Kruskal-Wallis test for more than 2 groups or the Wilcoxon signed-rank test for paired data. Qualitative data were represented as frequency and percentages and were compared by chi-square test. The Student t-test and the Mann-Whitney test were used to detect differences between two groups for parametric and nonparametric data respectively. Inter-reader reliability (IRR) between the two operators was calculated using Kappa-coefficient statistics. The Spearman correlation coefficient (rho) was used to examine the correlation between the sUA and the other variables. A multivariate regression analysis was conducted to adjust for any interaction between sUA and MSUS findings and other independent variables. A P-value < 0.05 was considered statistically significant (S) and P-value < 0.001 as highly statistically significant (HS).

Results

General characteristics of patients and controls

In group 1, there were 18 females (36.0%), 32 males (64.0%), and 16 patients (32.0%) with a history of DM and 26 patients (52.0%) with a history of HTN; their ages ranged between 22 and 70 years with a mean of 47.33 ± 14.19 years, CMP present in 20 patients (40%), pain index ranged between 2 and 8 with a mean of 4.12 ± 2.03, their SF-36 score ranged between 1 and 5 with a mean of 3.2 ± 1.18, the duration of their renal disease ranged between 1 and 10 years with a mean of 3.94 ± 2.42 years, and their BMI ranged between 20.96 and 39.06 with a mean of 28.88 ± 4.45. Chronic musculoskeletal pain (CMP) was documented in 40% of our cases. There was insignificant differences between group 1 and group 2 patients regarding demographic data. Among the fifty CKD patients with AH, the majority (41) of patients had CKD-stage 5 and were on hemodialysis (82.0%), three patients had CKD-stage 2 (6.0%), four patients had CKD-stage 3 (8.0%), and 2 patients had CKD-stage 4 (4.0%).

Ultrasonographic findings in patients and controls

In knee joint, we found double contour in 12 joints (12%) with significant difference and aggregates in 2 joints (2%) with insignificant difference, and synovial thickening was in 8 joints (8%) with significant difference from controls, while Patellar tendon showed enthesopathy in 14 tendons (14%) with significant difference and tophus in 8 joints (8%) with significant difference. On ankle examination, there was double contour sign in 18 joints (18%) with significant difference and synovial thickening in 4 joints (4%) with insignificant difference, while tibialis posterior tenosynovitis was in 2 tendons (2%) with insignificant difference from controls, and peroneii tenosynovitis was in 2 tendons (2%) with insignificant difference from controls. Achilles tendon showed calcific foci in 24 tendons (24%) with highly significant difference, enthesopathy in 20 tendons (20%) with highly significant difference, and tophus in 4 tendons (4%) with insignificant difference. In the 1st MTPs, we found double contour sign in 22 joints (22%) with highly significant difference, erosion in 10 joints (10%) with highly significant difference, and aggregates in 6 patients (6%) with insignificant difference, and synovial thickening was in 6 joints (16%) with insignificant difference and tophus in 4 joints (4%) with insignificant difference from controls (Table 1).

Table 1 MSUS findings of the studied groups

Relationships of ultrasonographic pictures with clinical and laboratory findings in the studied group

There were statistically significant relations between pain index and DC at knee joint, DC at ankle joint and DC at MTP, and knee synovial thickening and synovial thickening at ankle joints, while there were statistically insignificant relations to other findings (Table 2). There were statistically significant relations of serum uric acid and DC at knee joint, DC at ankle joint, and DC at MTP, while there were statistically insignificant relations to other findings (Table 3). In CKD patients, there were statistically significant correlations between SF-36 and age, CMP, serum Cr, serum calcium, vit. D, serum phosphate, urea, GFR, Hb, serum K, and serum uric acid despite insignificant relations to other clinical and laboratory findings (Table 4, Figs. 1, 2, 3, 4 and 5).

Table 2 Relation between CMP with ultrasonographic findings in CKD patients
Table 3 Relation between serum uric acid with ultrasonographic findings in CKD patients
Table 4 Relation between quality of life and clinical laboratory findings in CKD patients
Fig. 1
figure 1

Correlation between quality of life and serum uric acid

Fig. 2
figure 2

Dorsal longitudinal gray scale ultrasound scan of the 1st MTP joint showing double contour (arrow)

Fig. 3
figure 3

Dorsal longitudinal gray scale ultrasound scan of the first MTP joint showing erosion (arrow)

Fig. 4
figure 4

Dorsal longitudinal gray scale ultrasound scan of the 2nd MTP joint showing synovitis (asterisk)

Fig. 5
figure 5

Dorsal longitudinal gray scale ultrasound scan of the 1st MTP joint showing tophus (arrow)

Discussion

SU crystallization on the surface of cartilage could be argued to the fact that the normal components of cartilage chondroitin sulfate and phosphatidylcholine ease the nucleation and subsequent crystallization of MSU [13]. Our results showed that DC were found in 12% of examined knees with a statistically significant difference in similarity with Younes et al. [14], who found DC in 15% of knee joints of 40 asymptomatic hyperuricemia patients. Noteworthy, we elucidated that DC was in 8% of ankles with a statistically significant difference in proximity with Wang et al. [15] who concluded that patients with asymptomatic hyperuricemia had subclinical MSU crystal deposits on ankle dual energy CT (DECT) scans with significant difference to controls. This study showed DC at 1st MTP in 22% with a statistically significant difference in accordance with Stewart et al. [16], in their study on 29 patients of asymptomatic hyperuricemia. Tophi and enthesopathy were in 4% and 20% of patellar tendon respectively with a statistically significant difference in agreement with Pinda et al. [17], results in 50 patients with asymptomatic hyperuricemia. We detected cases of synovitis in 16% of our cases with a statistically significant difference and erosion in 10% in contrary to Puig et al. [18], who did not find synovitis or erosion in their study on 35 patients of asymptomatic hyperuricemia. This discrepancy could be due to difference in size of studied group, different ethnicity, and different operators. We noticed enthesopathy in 20% of Achilles tendon with a highly statistically significant differences in agreement with Mutlu et al. [19]. The current study found tophi in 24% of Achilles tendon with a highly statistically significant difference in a proximity from Hussein et al. [20], who found tophi in 20% of Achilles tendon in their patients. This work demonstrated statistically significant relations between serum uric acid and DC in both of the knee, ankle, and 1st MTP in proximity with Thiele and Schlesinger [21] who emphasized the disappearance of DC in gouty patients taking enough drugs to control serum uric acid. There was significant relation between serum uric acid and knee synovitis; the same result was proven by using MRI by Bassioni et al. [22]. Chronic pain in patients with chronic kidney disease may be caused by numerous factors like renal bone disease and ischemic bone pain [23]. In this study, CMP was in 40% of our CKD patients in line with Caravaca et al. (2016) [24, 25] who found CMP in 38% of 1169 patients. There was another point of similarity with Stewart et al. [15], when we demonstrated a statistically significant relation between CMP and DC in the knee, ankle, and 1st MTP. This study emphasized significant correlation between SPF 36 and serum uric level in consistence with Aggarwal et al. [8], on 200 Indian CKD patients. There was another point of similarity with them when we found significant correlation between SPF 36 and serum calcium level. We found significant relation between SPF 36 and urea level in agreement with Cruz et al. [26]. Also, there was significant correlation between SPF3 and hemoglobin in CKD in consistence with Fructose et al. [27] in their study on thirty patients with CKD. At the same time, there was significant correlation between SF-36 and serum 25(OH) vitamin D in CKD in similarity to the result of Oh et al. [28] in their study on 1844 pre-dialysis CKD Korean patients. We emphasized significant correlation between SPF3 and serum phosphate in CKD in consistence with Vides and Martins [29] who documented the same result in 155 CKD patients. Moreover, there was another point of agreement when we found significant correlation between SPF3 and pain score. We observed a significant correlation between SPF3 and GFR in CKD in consistence with Vides and Peng [30, 31] who documented the same result at 39 clinical centers located at 28 cities. We are aware that our study has limitations, including the absence of longitudinal follow-up to determine the predictive value of US in the development of established gout and the lack of MSU crystal diagnosis in those patients with US changes suggestive of gouty arthritis. Furthermore, the sonographers were not blinded to they examined.

Conclusions

Untreated asymptomatic hyperuricemia might cause musculoskeletal ultrasonographic changes that could cause chronic musculoskeletal pain and decrease quality of life in chronic kidney disease patients.

Availability of data and materials

The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.

Abbreviations

CKD:

Chronic kidney disease

AH:

Asymptomatic hyperuricemia

GFR:

Glomerular filtration rate

SU:

Serum uric acid

MSU:

Monosodium urate

CPM:

Chronic musculoskeletal pain

The Medical Outcome Study 36-Item Short Form Health Survey SF-36:

36-Item Short Form Health Survey questionnaire

DC:

Double contour

MSUS:

Musculoskeletal ultrasound

1st MTP:

First metatarsophalangeal joint

FET:

Fisher’s exact test

K:

Potassium

Na:

Sodium

Ca:

Calcium

Hb:

Hemoglobin

Vit:

Vitamin

BMI:

Body mass index

WBC:

White blood cells

References

  1. Chauhan V, Vaid M (2009) Dyslipidemia in chronic kidney disease: managing a high-risk combination. Postgrad Med 121(6):54–61

    Article  Google Scholar 

  2. Becker MA (2009) Clinical gout and the pathogenesis of hyperuricemia. Arthritis and allied conditions, Section X:1191-1229. https://books.google.com/books/about/Arthritis_and_Allied_Conditions.html?id=jlNsAAAAMAAJ

  3. Cameron MA, Sakhaee K (2007) Uric acid nephrolithiasis. Urol Clin N AM 34:335–346

    Article  Google Scholar 

  4. De Miguel E, Puig JG, Castillo C et al (2012) Diagnosis of gout in patients with asymptomatic hyperuricemia: a pilot ultrasound study. Ann Rheum Dis 71(1):157

    Article  Google Scholar 

  5. Oliviero F, Scanu A, Punzi L et al (2011) Metabolism of crystals within the joint. Reumatismo 63(4):221–229

    Google Scholar 

  6. Eleftheriadis T, Golphinopoulo S, Pissas G et al (2017) Asymptomatic hyperuricemia and chronic kidney disease: narrative review of a treatment controversial. J Adv Res 8(5):555–560

    Article  CAS  Google Scholar 

  7. Cimmino MA, Ferron C, Cutolo M (2011) Epidemiology of chronic musculoskeletal pain. Best Pract Res Clin Rheumatol 25:173–180

    Article  Google Scholar 

  8. Hsu HJ, Yen CH, Hsu KH (2014) Factors associated with chronic musculoskeletal pain in patients with chronic kidney disease. BMC Nephrol 15(1):6

    Article  Google Scholar 

  9. Kuorinka I, Jonsson B, Kilbom A et al (1987) Standardised Nordic questionnaires for the analysis of musculoskeletal symptoms. Ergon 18(3):233–237

    CAS  Google Scholar 

  10. Husted JA, Gladman DD, Farewell VT et al (1997) Validating the SF-36 health survey questionnaire in patients with psoriatic arthritis. J Rheumatol 24(3):511–517

    CAS  PubMed  Google Scholar 

  11. Backhaus M, Burmester GR, Gerber TH et al (2001) Guidelines for musculoskeletal ultrasound in rheumatology. Ann Rheum Dis 60(7):641–649

    Article  CAS  Google Scholar 

  12. Gutierrez M, Schmidt WA, Thiele RG et al (2015) International consensus for ultra- sound lesions in gout: results of Delphi process and web-reliability exercise. Rheumatology 54:1797–1805

    Article  Google Scholar 

  13. Fodor D, Nestorova R, Vlad V et al (2014) The place of musculoskeletal ultrasonography in gout diagnosis. Med Ultrason 16:336–344

    PubMed  Google Scholar 

  14. Younes TB, Elattar EA, Hamayed HFA et al (2013) Musculoskeletal ultrasonographic assessment of asymptomatic hyperuricemic Egyptian individuals. Egypt Rheumatol Rehabil 40(2):88–95

    Google Scholar 

  15. Wang P, Smith SE, Garg R et al (2018) Identification of monosodium urate crystal deposits in patients with asymptomatic hyperuricemia using dual-energy CT. RMD Open 4(1):593

    Article  Google Scholar 

  16. Stewart S, Dalbeth N, Vandal AC et al (2015) Characteristics of the first metatarsophalangeal joint in gout and asymptomatic hyperuricamia: a cross-sectional observational study. J Foot Ankle Res 8:41–49

    Article  Google Scholar 

  17. Pineda C, Amezcua-Guerra LM, Solano C, et al (2011) Joint and tendon subclinical involvement suggestive of gouty arthritis in asymptomatic hyperuricemia: an ultrasound controlled study. Arthritis Res Ther 13(1):R4. https://doi.org/10.1186/ar3223

  18. Puig JG, De Miguel E, Castillo MC et al (2008) Asymptomatic hyperuricemia: impact of ultrasonography. Nucleosides Nucleotides Nucleic Acids 27(6–7):592–595

    Article  CAS  Google Scholar 

  19. Mutlu S, ErdemToslak I, Inci A, Cekic B, Yavuz A (2021) Evaluation of the Achilles tendon using B-mode ultrasound and strain elastography in patients with chronic kidney disease. J Ultrasound Med 40(4):771–778. https://doi.org/10.1002/jum.15453 Epub 2020 Aug 28. PMID: 32856750. Copy

    Article  PubMed  Google Scholar 

  20. Hussein DA, El-Azizi NO, Meged AHA et al (2015) Ultrasonographic tendon alteration in relation to parathyroid dysfunction in chronic hemodialysis patients. Clin Med Insights Arthritis Musculoskelet Disord 8:20887

    Article  Google Scholar 

  21. Thiele RG, Schlesinger N (2009) Ultrasonography shows active inflammation in clinically unaffected joints in chronic tophaceous gout. Arthritis Rheum 60(Suppl):S565

    Google Scholar 

  22. Ding X, Zeng C, Wei J, Li H, Yang T, Zhang Y, Lei GH (2016) The associations of serum uric acid level and hyperuricemia with knee osteoarthritis. Rheumatol Int 36(4):567–573

    Article  CAS  Google Scholar 

  23. Bassiouni SARAK, El Adalany MA, Abdelsalam M et al (2021) Association of serum uric acid with clinical and radiological severity of knee osteoarthritis in non-gouty patients. Egypt Rheumatol Rehabil, 48:8. https://doi.org/10.1186/s43166-020-00055-w

  24. Comberg HU, Schach S (2016). Hyperuricemia is associated with musculo-skeletal pain-results from a cross-sectional study. The Open Pain Journal, 9(1).‏

  25. Caravaca F, Gonzales B, Bayo MÁ et al (2016) Musculoskeletal pain in patients with chronic kidney disease. Nefrología (English Edition) 36(4):433–440

    Article  Google Scholar 

  26. Aggarwal HK, Jain D, Pawar S et al (2016) Health-related quality of life in different stages of chronic kidney disease. QJM 109(11):711–716

    Article  CAS  Google Scholar 

  27. Cruz MC, Andrade C, Urrutia M et al (2011) Quality of life in patients with chronic kidney disease. Clinics 66(6):991–995

    Article  Google Scholar 

  28. Fructuoso M, Castro R, Oliveira L et al (2011) Quality of life in chronic kidney disease. Nefrologia 31(1):9196

    Google Scholar 

  29. Oh TR, Kim CS, Bae EH et al (2017) Association between vitamin D deficiency and health-related quality of life in patients with chronic kidney disease from the KNOW-CKD study. PLoS One 12(4):174282

    Article  Google Scholar 

  30. Vides MC, Martins MRI (2017) Bone pain assessment in patients with chronic kidney disease undergoing hemodialysis. Revista Dor 18(3):245–249

    Article  Google Scholar 

  31. Peng Z, Wang J, Yuan Q et al (2017) Clinical features and CKD-related quality of life in patients with CKD G3a and CKD G3b in China results from the Chinese Cohort Study of Chronic Kidney Disease (C-STRIDE). BMC Nephrol 18(1):311

    Article  Google Scholar 

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Acknowledgements

We acknowledge all the participants and medical staff who help us in this study.

Funding

The study did not receive any public or governmental funding.

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Authors

Contributions

The authors read and approved the final manuscript. Idea suggestion and put the study design, SG; data collection and analysis, NHI and SH; US examination, SG, NIH, and NHI; manuscript writing and final revision, SG, NIH, NHI, and SH. The content of this manuscript has not been published or submitted for publication at anywhere else.

Corresponding author

Correspondence to Nashwa Ismail Hashaad.

Ethics declarations

Ethics approval and consent to participate

Done, the committee’s reference number: 2–2018, date: 28 February 2018. Written consents according to the Helsinki Declaration were taken from all patients and control subjects prior to participation in the study that was approved by the ethical committee of the Faculty of Medicine, Benha University.

Consent for publication

Not applicable.

Competing interests

Dr. Sahar Saad Ganeb is Editor in Chief in the Egyptian Rheumatology and Rehabilitation. The other authors declare that they have no competing interests.

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Hashaad, N.I., Ganeb, S.S., Hassan, S.A.A. et al. Ultrasonographic findings in patients with chronic kidney disease with asymptomatic hyperuricemia. Egypt Rheumatol Rehabil 49, 54 (2022). https://doi.org/10.1186/s43166-022-00154-w

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