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Effluent Osteopontin levels reflect the peritoneal solute transport rate

  • Jianzhong Li , Jingjing Lan , Qing Qiao , Lei Shen and Guoyuan Lu EMAIL logo
Published/Copyright: June 7, 2021

Abstract

Long-term peritoneal dialysis (PD) is accompanied by low-grade intraperitoneal inflammation and may eventually lead to peritoneal membrane injury with a high solute transport rate and ultrafiltration failure. Osteopontin (OPN) is highly expressed through the stimulation of pro-inflammatory cytokines in many cell types. This study aimed to investigate the potential of OPN as a new indicator of peritoneal deterioration. One hundred nine continuous ambulatory PD patients were analyzed. The levels of OPN and IL-6 in peritoneal effluents or serum were analyzed by ELISA kits. The mean effluent OPN concentration was 2.39 ± 1.87 ng/mL. The OPN levels in drained dialysate were correlated with D/P Cr (p < 0.0001, R = 0.54) and D/D0 glucose (p < 0.0001, R = 0.39). Logistic regression analysis showed that the OPN levels in peritoneal effluents were an independent predictive factor for the increased peritoneal solute transport rate (PSTR) obtained by the peritoneal equilibration test (p < 0.001). The area under the receiver operating characteristic curve of OPN was 0.84 (95% CI: 0.75–0.92) in predicting the increased PSTR with a sensitivity of 86% and a specificity of 67%. The joint utilization of effluent OPN with age, effluent IL-6, and serum albumin further increased the specificity (81%). Thus, OPN may be a useful indicator of peritoneal deterioration in patients with PD.

1 Introduction

Peritoneal dialysis (PD) is a vital replacement therapy for patients with end-stage kidney disease. Approximately 11% of the population undergoing dialysis uses PD worldwide [1,2]. During PD, the peritoneal membrane (PM) naturally removes waste products and excess fluid from the blood and transports them to the dialysis solution. However, long-term exposure to hyperglycemic, hyperosmotic, and acidic dialysis solutions often causes low-grade chronic inflammation and PM injury. The PM presents as progressive fibrosis, angiogenesis, and vasculopathy, which lead to the increased solute transport and ultrafiltration failure [3,4,5,6]. Peritoneal equilibration test (PET) is widely used to assess the PM transport function and includes three parameters, namely, D/P Cr, D/D0 glucose, and 4 h ultrafiltration volume. In the PET results, the faster solute transfer rate is closely related to higher mortality and hospitalization rate [7]. However, PET requires multiple collection of blood and peritoneal effluents, and patients need to be hospitalized. In this regard, detecting relevant effluent-based biomarkers that can reflect the solute transfer rate is a more convenient detection strategy. Previous studies showed that effluent concentrations of interleukin 6 (IL-6), cancer antigen125 (CA125), vascular endothelial growth factor (VEGF), plasminogen activator inhibitor-1 (PAI-1), tenascin-C, and MMP families in dialysate obtained using PET were correlated with the D/P Cr ratio [8,9,10,11,12].

Osteopontin (OPN) is a highly phosphorylated glycophosphoprotein that can be secreted from many cell types, including epithelial cells, macrophages, osteoclasts, and fibroblasts in different tissues under inflammatory milieu. OPN participates in diverse important biological functions including inflammation, biomineralization, cell viability, tissue epithelial–mesenchymal transition (EMT), and fibrosis [13,14,15,16,17,18]. Moreover, OPN is localized in peritoneum tissues in patients with CAPD and is highly expressed accompanied with calcification deposits in inflammatory cells and fibroblast‐like cells in PM [19].

We suggest that OPN may be highly expressed and secreted from the PM through long-term and low-grade chronic inflammation stimulation during PD treatment. We investigated whether OPN may be a new potential indicator of PM injury characterized by high solute transport by analyzing the association between OPN levels in drained dialysate and peritoneal solute transport rate (PSTR) obtained with PET.

2 Patients and methods

2.1 Patients

From February 2018 to December 2018, 215 PD patients with end-stage renal disease at the PD unit of the First Hospital Affiliated of Soochow University were followed up regularly. We selected patients who were undergoing a CAPD prescription (four times exchanges per day). Other exclusion criteria included acute inflammatory processes, diagnosis of peritonitis or abdominal trauma within the past 6 months before the study, active autoimmune diseases, and tumors, with incomplete clinical characteristics. Eventually, 109 patients who were undergoing CAPD were analyzed. Table 1 summarized the clinical characteristics of the selected patients. All the patients in this study were dialyzed with the glucose-based PD fluid (Dianeal®, Baxter).

Table 1

Clinical characteristics of CAPD patients without peritonitis (N = 109). Clinical values are expressed as mean ± SD

Variable Value
Gender (male/female) 57/52
Age (years) 49.14 ± 13.25
PD duration (months) 37.32 ± 35.01
D/P Cr 0.69 ± 0.11
D/D0 glucose 0.36 ± 0.07
4 h ultrafiltration volume (mL) 270.6 ± 138.4
Total Kt/V urea 1.82 ± 0.40
Peritoneal Kt/V urea 1.47 ± 0.35
Renal Kt/V urea 0.35 ± 0.44
Cholesterol (mmol/L) 4.31 ± 1.08
Triglyceride (mmol/L) 1.78 ± 1.33
Uric acid (μmol/L) 393.1 ± 89.18
Creatinine (μmol/L) 960.3 ± 292.8
Serum albumin (g/L) 34.39 ± 4.91
Hemoglobin (g/L) 96.61 ± 16.60
Serum calcium (mmol/L) 2.19 ± 0.58
Serum phosphate (mmol/L) 1.61 ± 0.49
PTH (pg/mL) 419.9 ± 27.78

Abbreviations: PD: peritoneal dialysis; D/P Cr: dialysate/plasma ratio of creatinine; D/D0 glucose: 4 to 0 h dialysate glucose; OPN: Osteopontin; PTH: parathyroid hormone.

  1. Ethics approval and consent to participate: This study was performed with the written informed consent of all patients, and the procedure was approved by the Ethics Committee of The First Affiliated Hospital Soochow University.

2.2 PET

Semiquantitative assessment of the PM transport function was assessed with PET. Overnight (12 h) intraabdominal fluid was drained, and the PD fluid containing 2.5% dextrose solution was injected intraperitoneally. Four-hour dialysate creatinine concentration (D) was divided by plasma creatinine (P) concentration to obtain D/P Cr. Four-hour dialysate glucose concentration (D) was also divided by that obtained immediately after the injection (D0) to obtain D/D0 glucose. Ultrafiltration volume was measured. The grouping standard of the PET results was as follows: high transport (D/P Cr = 0.82–1.03), high–average transport (D/P Cr = 0.65–0.81), low–average transport (D/P Cr = 0.50–0.64), and low transport (D/P Cr = 0.34–0.49).

2.3 ELISA of OPN and IL-6

All participants in the experiment were asked to perform dialysis exchange according to the usual overnight dialysis regimen before visiting the PD center. Overnight effluent was fully drained the next morning in the PD center. We collected a 10 mL effluent sample and a 10 mL blood sample from each patient. The samples were stored at −80℃ immediately. The frozen blood samples were thawed on ice and centrifuged for 10 min at 1,500×g. The frozen peritoneal effluent samples were thawed on ice and centrifuged for 15 min at 2,500×g. OPN and IL-6 levels in peritoneal effluents or serum were quantified with the ELISA kit (CUSABIO China) according to the manufacturer’s instructions.

2.4 Statistical analysis

Clinical data were presented as means ± standard deviation (SD). Baseline characteristics of the study population were compared using Student’s-test or Mann–Whitney U test for normally or nonnormally distributed variables. Relationships between clinical variable and D/P Cr level were analyzed with Spearman’s correlation coefficient test. Independent factors affecting PSTR were analyzed by the logistic regression analysis. In addition, a logistic regression model was constructed for the probability of increased PSTR to identify the possible predictors of increased PSTR. The equation is as follows: probability = exp(c)/[1 + exp(c)], where c is 0.875 × effluent OPN levels + 0.06 × age – 0.139 × blood albumin + 0.037 × effluent IL-6 levels – 1.059. The optimal cutoff point was identified based on the maximum Youden index (sensitivity + specificity – 1). p < 0.05 (two tailed) was considered statistically significant. Statistical analyses were conducted using SPSS version 25.0 software (IBM Corp., USA).

3 Results

3.1 Patient characteristics

A total of 109 CAPD patients were enrolled in this study. Among these patients, 55.3% were males with a mean age of 49.14 ± 13.25 years and a median PD duration of 37.32 ± 35.01 months. OPN could be detected in the overnight peritoneal effluents with a mean concentration of 2.39 ± 1.87 ng/mL. Table 1 presents the clinical characteristics of the study.

3.2 Correlation between systemic and dialysate OPN and peritoneal transport characteristics

The OPN concentration in overnight peritoneal effluents was correlated with PSTR determined using PET. OPN levels were correlated with D/P Cr (p < 0.0001, r = 0.54) and D/D0 glucose (p < 0.0001, r = −0.39) as determined through Spearman’s correlation coefficient test (Figure 1). In the blood samples, no firm correlation was observed between OPN levels and PET results (Table 2).

Figure 1 
                  Correlation between OPN level in the peritoneal effluents and peritoneal transport characteristics. Peritoneal solute transport was assessed with the PET, and the levels of OPN in the overnight peritoneal effluents were also analyzed with ELISA. (a) The D/P Cr ratio versus the OPN level. (b) The D/D0 glucose ratio versus the OPN levels. (c) The 4 h ultrafiltration volume versus the OPN levels. D/P Cr, dialysate/plasma ratio of creatinine; D/D0 glucose, 4 to 0 h dialysate glucose; OPN, osteopontin.
Figure 1

Correlation between OPN level in the peritoneal effluents and peritoneal transport characteristics. Peritoneal solute transport was assessed with the PET, and the levels of OPN in the overnight peritoneal effluents were also analyzed with ELISA. (a) The D/P Cr ratio versus the OPN level. (b) The D/D0 glucose ratio versus the OPN levels. (c) The 4 h ultrafiltration volume versus the OPN levels. D/P Cr, dialysate/plasma ratio of creatinine; D/D0 glucose, 4 to 0 h dialysate glucose; OPN, osteopontin.

Table 2

Correlation between OPN level in serum and peritoneal transport characteristics. Peritoneal solute transport was assessed with the PET, the levels of OPN in serum were analyzed with ELISA

4 h D/P Cr D/D0 glucose 4 h ultrafiltration volume
Serum OPN r 0.02 −0.13 −0.16
p 0.77 0.65 0.74

Abbreviations: D/P Cr: dialysate/plasma ratio of creatinine; D/D0 glucose: 4 to 0 h dialysate glucose; OPN: Osteopontin.

3.3 Independent factors associated with peritoneal transport characteristics

The patients were divided into either low and low–average transport (L/LA) group or high and high–average transport (H/HA) group based on the PET results. The OPN concentration in peritoneal effluents was considerably higher in the H/HA group than in the L/LA group (3.05 ± 1.94 vs 1.25 ± 1.03 ng/mL, p < 0.0001). The H/HA group was more likely to be older (51.57 ± 13.14 vs 44.41 ± 12.31, p = 0.007) and had lower serum albumin content (36.80 ± 3.17 vs 33.16 ± 5.19 g/L, p < 0.0001) and lower serum phosphate (1.51 ± 0.41 vs 1.79 ± 0.58 mmol/L, p = 0.004) and effluent IL-6 levels (45.8 ± 22.04 vs 74.13 ± 35.51 pg/mL; Table 3). Logistic regression was employed to identify independent predictive factors for increased PSTR (H/HA). OPN or IL-6 in effluents, age, and serum albumin were independent predictive factors for the increased PSTR, whereas PD duration, gender, and serum phosphate were not (Table 4). The diagnostic accuracy of the markers in effluents measured for identifying the increased PSTR was examined. Relative analysis showed that the area under the receiver operating characteristic (ROC) curve of IL-6 was 0.76 (confidence interval (CI): 0.67–0.85, p < 0.001) in predicting increased PSTR with a sensitivity of 65% and a specificity of 81%. The ROC curve of OPN was 0.84 (95% CI: 0.75–0.92, p < 0.001) in predicting increased PSTR with a sensitivity of 86% and a specificity of 67%. The OPN-PSTR model was constructed by using four variables (age, serum albumin, effluent OPN, and effluent IL-6). The model showed increased specificity (81%; Figure 2).

Table 3

Data are presented as means ± standard deviation (SD) or n (%)

Variable L/LA (n = 37) H/HA (n = 72) p
Male gender (%) 0.54 0.51 0.794
Serum albumin (g/L) 36.80 ± 3.17 33.16 ± 5.19 <0.0001
Hemoglobin (g/L) 100.47 ± 18.62 94.62 ± 15.21 0.081
PD duration (months) 30.09 ± 24.50 41.03 ± 38.96 0.123
Age (years) 44.41 ± 12.31 51.57 ± 13.14 0.007
Serum phosphate (mmol/L) 1.79 ± 0.58 1.51 ± 0.41 0.004
Serum calcium (mmol/L) 2.25 ± 0.29 2.16 ± 0.67 0.454
Triglyceride (mmol/L) 2.08 ± 1.37 1.62 ± 1.29 0.084
Cholesterol (mmol/L) 4.37 ± 0.99 4.45 ± 1.17 0.715
Uric acid (μmol/L) 391.31 ± 82.40 394.07 ± 92.02 0.879
D/P Cr 0.57 ± 0.06 0.75 ± 0.07 <0.0001
D/D0 glucose 0.43 ± 0.06 0.33 ± 0.05 <0.0001
Ultrafiltration volume (mL) 316.22 ± 121.40 247.21 ± 141.45 0.01
Creatinine (μmol/L) 990.78 ± 333.16 944 ± 270.94 0.438
PTH (pg/mL) 470.72 ± 260.12 394.44 ± 294.68 0.197
Total Kt/V 1.85 ± 0.42 1.79 ± 0. 39 0.373
Peritoneal Kt/V 1.44 ± 0.32 1.49 ± 0.37 0.440
Renal Kt/V urea 0.43 ± 0.50 0.32 ± 0.40 0.174
Serum OPN (ng/mL) 32.45 ± 13.03 37.82 ± 17.31 0.771
Serum IL-6 (pg/mL) 29.33 ± 20.11 33.98 ± 17.77 0.892
Effluent OPN (ng/mL) 1.25 ± 1.03 3.05 ± 1.94 <0.0001
Effluent IL-6 (pg/mL) 45.80 ± 22.04 74.13 ± 35.51 <0.0001

Abbreviations: PD: peritoneal dialysis; D/P Cr: dialysate/plasma ratio of creatinine; D/D0 glucose: 4 to 0 h dialysate glucose; OPN: Osteopontin; PTH: parathyroid hormone. Bold letters and values indicate statistically significant difference.

Table 4

A logistic regression model for the predictors of PSTR in PD patients, adjustment for age, gender, PD duration, serum albumin, serum phosphate, effluent OPN, and effluent IL-6

B Wald p value OR 95% CI
Lower Upper
Age 0.060 5.431 0.020 1.062 1.010 1.116
Albumin −0.139 4.406 0.036 0.870 0.764 0.991
OPN 0.875 9.345 0.002 2.400 1.369 4.206
IL-6 0.037 9.062 0.003 1.038 1.013 1.063
Constant −1.059 0.139 0.709 0.347

Abbreviation: OPN: Osteopontin.

Figure 2 
                  AUROC analyses of the predictors for identifying increased PSTR. OPN: Osteopontin; PSTR, peritoneal solute transport rate.
Figure 2

AUROC analyses of the predictors for identifying increased PSTR. OPN: Osteopontin; PSTR, peritoneal solute transport rate.

4 Discussion

4.1 Principal findings and comparison with other studies

This study showed correlations between OPN levels in dialysate and D/P Cr or D/D0 glucose, and the OPN level in effluents was an independent predictive factor for the increased PSTR. However, we did not observe obvious relevance between OPN levels in effluents and 4 h ultrafiltration volume. On the basis of the results of a large retrospective study that enrolled more than 10,000 patients with PD subjected to PET, a strong inverse association was found between D/P Cr and D/D0 glucose (r = 0.84), and a linear association existed between these parameters and the hospitalization rate or all-cause mortality [7,20]. However, only a modest correlation was observed between 4-hour ultrafiltration volume and D/P creatinine or D/D0 glucose, and in addition, no correlation existed between 4-hour ultrafiltration volume and all-cause mortality [7]. Thus, D/P Cr and D/D0 glucose are superior to 4-hour ultrafiltration volume in identifying the increased PSTR at risk of adverse clinical outcomes. The lower predictive value of 4 h ultrafiltration volume maybe due to the following reasons: (1) except PM transport function, the variable residual renal function of CAPD patients is also an essential determinant of the 4 h ultrafiltration volume. (2) Since commercially available PD bags contain more dialysate volume than prefilling flushing, this is variable, resulting in inaccurate measurement [21]. Taken together, effluent OPN may be an excellent predictor for PET results and prognosis of patients with PD.

In this study, 66% of the patients followed up in our center were categorized into the H/HA group based on the PET results; this finding is similar to those reported by other multicenter studies (47.4–83%) [22,23,24]. The comparison of H/HA and L/LA groups showed statistically significant differences between serum albumin and serum phosphate levels. Various studies reported that high peritoneal transport status is accompanied by high baseline albumin clearance [7,23,25,26]. Moreover, patients with fast transport present with severe systemic inflammation status, and pro-inflammatory cytokines could cause muscle wasting and suppress appetite [27,28]. Thus, patients with CAPD in the H/HA group had lower serum albumin compared with those in the L/LA group. Phosphate transport across the peritoneum is regulated by osmotic, chemical, and electrical gradients as well as by transmembranous active phosphate transporters; thus, this process is complex. Bernardo et al. reported that phosphate clearance increased in fast transporters compared with that in slow transporters in patients with CAPD and APD [29]; this finding is consistent with our results.

Increasing lines of evidence show that chronic inflammation might be an initial factor for PM injury. After prolonged PD treatment, MCs and peritoneal macrophages produce a wide array of inflammatory cytokines, such as IL-1β, tumor necrosis factor-α (TNF-α), and IL-6, eventually leading to PM damage and functional abnormalities [5,27,30]. The secretion of OPN is enhanced in the inflammatory microenvironment, whereas TNFα and IL-1β stimulate the transcription and the release of OPN genes [13]. Consistent with the previous studies, IL-6 levels in effluents were higher in the H/HA group than that in the L/LA group and could be an independent predictive factor for increased PSTR. No extreme change in the serum OPN levels was found as the PSTR increased. Overall, the high OPN concentration in the H/HA group may be attributed to the high number of pro-inflammatory cytokines released from the PM. The cellular source of PM, where OPN is synthesized and released, merits further investigation.

4.2 Limitations of study

This study features several important limitations. First, the cross-sectional nature of the study excluded the establishment of causal relationships and temporal trends between OPN levels in effluents and PSTR. Second, we did not investigate the association between OPN levels in effluents and adverse outcomes in PD. Third, this single-center study involved a small sample size, and selection bias might be present considering that a large number of subjects were excluded due to the strict inclusion and exclusion criteria.

4.3 Summary

In conclusion, we established the associations between OPN levels in the drained dialysate and D/P Cr and D/D0 glucose. Effluent OPN is also an independent predictive factor for the increased PSTR. The OPN-PSTR model, constructed by using four variables (age, serum albumin, effluent OPN, and effluent IL-6) demonstrated good diagnostic performance for accurately identifying increased PSTR.


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  1. Funding information: This work was supported by National Science Foundation of China (Grants No. 81700589) and Natural Science Foundation of Jiangsu Province (Grant No. BK 20170359).

  2. Author contributions: L. J. Z., L. G. Y., and S. L.: research idea and study design; L. J. Z., L. J. J., and Q. Q.: data acquisition; L. J. Z. and L. J. J.: data analysis; L. J. Z. and L. J. J.: statistical analysis; S. L., Q. Q., and L. G. Y.: supervision or mentorship. All authors read and approved the final manuscript.

  3. Conflict of interest: The authors declare that they have no conflict of interest.

  4. Data availability statement: The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.

Abbreviations

PD

peritoneal dialysis

OPN

Osteopontin

CAPD

continuous ambulatory PD

PET

peritoneal equilibration test

PSTR

peritoneal solute transport rate

ROC

receiver operating characteristic

PM

peritoneal membrane

EMT

epithelial–mesenchymal transition

IL-6

interleukin 6

CA125

cancer antigen 125

VEGF

vascular endothelial growth factor

PAI-1

plasminogen activator inhibitor-1

MMP

matrix metalloproteinase

D/P Cr

dialysate/plasma ratio of creatinine

D/D0 glucose

4-to 0-hour dialysate glucose

References

[1] Li PK , Chow KM , Van de Luijtgaarden MW , Johnson DW , Jager KJ , Mehrotra R , et al. Changes in the worldwide epidemiology of peritoneal dialysis. Nat Rev Nephrol. 2017;13:90–103.10.1038/nrneph.2016.181Search in Google Scholar PubMed

[2] Zimmerman AM . Peritoneal dialysis: increasing global utilization as an option for renal replacement therapy. J Glob Health. 2019;9:020316.10.7189/jogh.09.020316Search in Google Scholar PubMed PubMed Central

[3] Mehrotra R , Devuyst O , Davies SJ , Johnson DW . The current state of peritoneal dialysis. J Am Soc Nephrol. 2016;27:3238–52.10.1681/ASN.2016010112Search in Google Scholar PubMed PubMed Central

[4] Williams JD , Craig KJ , Topley N , Von Ruhland C , Fallon M , Newman GR , et al. Morphologic changes in the peritoneal membrane of patients with renal disease. J Am Soc Nephrol. 2002;13:470–9.10.1681/ASN.V132470Search in Google Scholar PubMed

[5] Twardowski ZJ . Pathophysiology of peritoneal transport. Contrib Nephrol. 2006;150:13–9.10.1159/000093443Search in Google Scholar PubMed

[6] Yanez-Mo M , Lara-Pezzi E , Selgas R , Ramirez-Huesca M , Dominguez-Jimenez C , Jimenez-Heffernan JA , et al. Peritoneal dialysis and epithelial-to-mesenchymal transition of mesothelial cells. N Engl J Med. 2003;348:403–13.10.1056/NEJMoa020809Search in Google Scholar PubMed

[7] Mehrotra R , Ravel V , Streja E , Kuttykrishnan S , Adams SV , Katz R , et al. Peritoneal equilibration test and patient outcomes. Clin J Am Soc Nephrol. 2015;10:1990–2001.10.2215/CJN.03470315Search in Google Scholar PubMed PubMed Central

[8] Lopes Barreto D , Krediet RT . Current status and practical use of effluent biomarkers in peritoneal dialysis patients. Am J Kidney Dis. 2013;62:823–33.10.1053/j.ajkd.2013.01.031Search in Google Scholar PubMed

[9] Kawanishi H , Fujimori A , Tsuchida K , Takemoto Y , Tomo T , Minakuchi J , et al. Markers in peritoneal effluent for withdrawal from peritoneal dialysis: multicenter prospective study in Japan. Adv Perit Dial. 2005;21:134–8.Search in Google Scholar

[10] Hirahara I , Inoue M , Umino T , Saito O , Muto S , Kusano E . Matrix metalloproteinase levels in the drained dialysate reflect the peritoneal solute transport rate: a multicentre study in Japan. Nephrol Dial Transplant. 2011;26:1695–701.10.1093/ndt/gfq593Search in Google Scholar PubMed

[11] Hirahara I , Inoue M , Okuda K , Ando Y , Muto S , Kusano E . The potential of matrix metalloproteinase-2 as a marker of peritoneal injury, increased solute transport, or progression to encapsulating peritoneal sclerosis during peritoneal dialysis – a multicentre study in Japan. Nephrol Dial Transplant. 2007;22:560–7.10.1093/ndt/gfl566Search in Google Scholar PubMed

[12] Hirahara I , Kusano E , Imai T , Morishita Y , Inoue M , Akimoto T , et al. Effluent Tenascin-C levels reflect peritoneal deterioration in peritoneal dialysis: major in PD study. Biomed Res Int. 2015;2015:241098.10.1155/2015/241098Search in Google Scholar

[13] Shurin MR . Osteopontin controls immunosuppression in the tumor microenvironment. J Clin Invest. 2018;128:5209–12.10.1172/JCI124918Search in Google Scholar

[14] Kothari AN , Arffa ML , Chang V , Blackwell RH , Syn WK , Zhang J , et al. Osteopontin-A master regulator of epithelial-mesenchymal transition. J Clin Med. 2016;5:39.10.3390/jcm5040039Search in Google Scholar

[15] Icer MA , Gezmen-Karadag M . The multiple functions and mechanisms of Osteopontin. Clin Biochem. 2018;59:17–24.10.1016/j.clinbiochem.2018.07.003Search in Google Scholar

[16] Giachelli CM , Steitz S . Osteopontin: a versatile regulator of inflammation and biomineralization. Matrix Biol. 2000;19:615–22.10.1016/S0945-053X(00)00108-6Search in Google Scholar

[17] Clemente N , Raineri D , Cappellano G , Boggio E , Favero F , Soluri MF , et al. Osteopontin bridging innate and adaptive immunity in autoimmune diseases. J Immunol Res. 2016;2016:7675437.10.1155/2016/7675437Search in Google Scholar PubMed PubMed Central

[18] Trueblood NA , Xie Z , Communal C , Sam F , Ngoy S , Liaw L , et al. Exaggerated left ventricular dilation and reduced collagen deposition after myocardial infarction in mice lacking Osteopontin. Circ Res. 2001;88:1080–7.10.1161/hh1001.090842Search in Google Scholar PubMed

[19] Nakazato Y , Yamaji Y , Oshima N , Hayashi M , Saruta T . Calcification and Osteopontin localization in the peritoneum of patients on long-term continuous ambulatory peritoneal dialysis therapy. Nephrol Dial Transplant. 2002;17:1293–303.10.1093/ndt/17.7.1293Search in Google Scholar PubMed

[20] Brimble KS , Walker M , Margetts PJ , Kundhal KK , Rabbat CG . Meta-analysis: peritoneal membrane transport, mortality, and technique failure in peritoneal dialysis. J Am Soc Nephrol. 2006;17:2591–8.10.1681/ASN.2006030194Search in Google Scholar PubMed

[21] La Milia V , Pozzoni P , Crepaldi M , Locatelli F . Overfill of peritoneal dialysis bags as a cause of underestimation of ultrafiltration failure. Perit Dial Int. 2006;26:503–5.10.1177/089686080602600416Search in Google Scholar

[22] Agarwal DK , Sharma AP , Gupta A , Sharma RK , Pandey CM , Kumar R , et al. Peritoneal equilibration test in Indian patients on continuous ambulatory peritoneal dialysis: does it affect patient outcome? Adv Perit Dial. 2000;16:148–51.Search in Google Scholar

[23] Chung SH , Chu WS , Lee HA , Kim YH , Lee IS , Lindholm B , et al. Peritoneal transport characteristics, comorbid diseases and survival in CAPD patients. Perit Dial Int. 2000;20:541–7.10.1177/089686080002000509Search in Google Scholar

[24] Sezer S , Tutal E , Arat Z , Akcay A , Celik H , Ozdemir FN , et al. Peritoneal transport status influence on atherosclerosis/inflammation in CAPD patients. J Ren Nutr. 2005;15:427–34.10.1053/j.jrn.2005.07.007Search in Google Scholar PubMed

[25] John B , Tan BK , Dainty S , Spanel P , Smith D , Davies SJ . Plasma volume, albumin, and fluid status in peritoneal dialysis patients. Clin J Am Soc Nephrol. 2010;5:1463–70.10.2215/CJN.09411209Search in Google Scholar PubMed PubMed Central

[26] Lim PS , Chen HP , Chen CH , Wu MY , Wu CY , Wu TK . Association between redox status of serum albumin and peritoneal membrane transport properties in patients on peritoneal dialysis. Blood Purif. 2015;40:243–9.10.1159/000439240Search in Google Scholar PubMed

[27] Krediet RT , Struijk DG . Peritoneal changes in patients on long-term peritoneal dialysis. Nat Rev Nephrol. 2013;9:419–29.10.1038/nrneph.2013.99Search in Google Scholar PubMed

[28] Churchill DN , Thorpe KE , Nolph KD , Keshaviah PR , Oreopoulos DG , Page D . Increased peritoneal membrane transport is associated with decreased patient and technique survival for continuous peritoneal dialysis patients. The Canada-USA (CANUSA) peritoneal dialysis study group. J Am Soc Nephrol. 1998;9:1285–92.10.1681/ASN.V971285Search in Google Scholar PubMed

[29] Bernardo AP , Contesse SA , Bajo MA , Rodrigues A , Del Peso G , Ossorio M , et al. Peritoneal membrane phosphate transport status: a cornerstone in phosphate handling in peritoneal dialysis. Clin J Am Soc Nephrol. 2011;6:591–7.10.2215/CJN.06960810Search in Google Scholar PubMed PubMed Central

[30] Gao D , Zhao ZZ , Liang XH , Li Y , Cao Y , Liu ZS . Effect of peritoneal dialysis on expression of vascular endothelial growth factor, basic fibroblast growth factor and endostatin of the peritoneum in peritoneal dialysis patients. Nephrology (Carlton). 2011;16:736–42.10.1111/j.1440-1797.2011.01502.xSearch in Google Scholar PubMed

Received: 2020-07-19
Revised: 2021-04-15
Accepted: 2021-05-03
Published Online: 2021-06-07

© 2021 Jianzhong Li et al., published by De Gruyter

This work is licensed under the Creative Commons Attribution 4.0 International License.

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  16. Research Articles
  17. TRIM25 contributes to the malignancy of acute myeloid leukemia and is negatively regulated by microRNA-137
  18. CircRNA circ_0004370 promotes cell proliferation, migration, and invasion and inhibits cell apoptosis of esophageal cancer via miR-1301-3p/COL1A1 axis
  19. LncRNA XIST regulates atherosclerosis progression in ox-LDL-induced HUVECs
  20. Potential role of IFN-γ and IL-5 in sepsis prediction of preterm neonates
  21. Rapid Communication
  22. COVID-19 vaccine: Call for employees in international transportation industries and international travelers as the first priority in global distribution
  23. Case Report
  24. Rare squamous cell carcinoma of the kidney with concurrent xanthogranulomatous pyelonephritis: A case report and review of the literature
  25. An infertile female delivered a baby after removal of primary renal carcinoid tumor
  26. Research Articles
  27. Hypertension, BMI, and cardiovascular and cerebrovascular diseases
  28. Case Report
  29. Coexistence of bilateral macular edema and pale optic disc in the patient with Cohen syndrome
  30. Research Articles
  31. Correlation between kinematic sagittal parameters of the cervical lordosis or head posture and disc degeneration in patients with posterior neck pain
  32. Review Articles
  33. Hepatoid adenocarcinoma of the lung: An analysis of the Surveillance, Epidemiology, and End Results (SEER) database
  34. Research Articles
  35. Thermography in the diagnosis of carpal tunnel syndrome
  36. Pemetrexed-based first-line chemotherapy had particularly prominent objective response rate for advanced NSCLC: A network meta-analysis
  37. Comparison of single and double autologous stem cell transplantation in multiple myeloma patients
  38. The influence of smoking in minimally invasive spinal fusion surgery
  39. Impact of body mass index on left atrial dimension in HOCM patients
  40. Expression and clinical significance of CMTM1 in hepatocellular carcinoma
  41. miR-142-5p promotes cervical cancer progression by targeting LMX1A through Wnt/β-catenin pathway
  42. Comparison of multiple flatfoot indicators in 5–8-year-old children
  43. Early MRI imaging and follow-up study in cerebral amyloid angiopathy
  44. Intestinal fatty acid-binding protein as a biomarker for the diagnosis of strangulated intestinal obstruction: A meta-analysis
  45. miR-128-3p inhibits apoptosis and inflammation in LPS-induced sepsis by targeting TGFBR2
  46. Dynamic perfusion CT – A promising tool to diagnose pancreatic ductal adenocarcinoma
  47. Biomechanical evaluation of self-cinching stitch techniques in rotator cuff repair: The single-loop and double-loop knot stitches
  48. Review Articles
  49. The ambiguous role of mannose-binding lectin (MBL) in human immunity
  50. Case Report
  51. Membranous nephropathy with pulmonary cryptococcosis with improved 1-year follow-up results: A case report
  52. Fertility problems in males carrying an inversion of chromosome 10
  53. Acute myeloid leukemia with leukemic pleural effusion and high levels of pleural adenosine deaminase: A case report and review of literature
  54. Metastatic renal Ewing’s sarcoma in adult woman: Case report and review of the literature
  55. Burkitt-like lymphoma with 11q aberration in a patient with AIDS and a patient without AIDS: Two cases reports and literature review
  56. Skull hemophilia pseudotumor: A case report
  57. Judicious use of low-dosage corticosteroids for non-severe COVID-19: A case report
  58. Adult-onset citrullinaemia type II with liver cirrhosis: A rare cause of hyperammonaemia
  59. Clinicopathologic features of Good’s syndrome: Two cases and literature review
  60. Fatal immune-related hepatitis with intrahepatic cholestasis and pneumonia associated with camrelizumab: A case report and literature review
  61. Research Articles
  62. Effects of hydroxyethyl starch and gelatin on the risk of acute kidney injury following orthotopic liver transplantation: A multicenter retrospective comparative clinical study
  63. Significance of nucleic acid positive anal swab in COVID-19 patients
  64. circAPLP2 promotes colorectal cancer progression by upregulating HELLS by targeting miR-335-5p
  65. Ratios between circulating myeloid cells and lymphocytes are associated with mortality in severe COVID-19 patients
  66. Risk factors of left atrial appendage thrombus in patients with non-valvular atrial fibrillation
  67. Clinical features of hypertensive patients with COVID-19 compared with a normotensive group: Single-center experience in China
  68. Surgical myocardial revascularization outcomes in Kawasaki disease: systematic review and meta-analysis
  69. Decreased chromobox homologue 7 expression is associated with epithelial–mesenchymal transition and poor prognosis in cervical cancer
  70. FGF16 regulated by miR-520b enhances the cell proliferation of lung cancer
  71. Platelet-rich fibrin: Basics of biological actions and protocol modifications
  72. Accurate diagnosis of prostate cancer using logistic regression
  73. miR-377 inhibition enhances the survival of trophoblast cells via upregulation of FNDC5 in gestational diabetes mellitus
  74. Prognostic significance of TRIM28 expression in patients with breast carcinoma
  75. Integrative bioinformatics analysis of KPNA2 in six major human cancers
  76. Exosomal-mediated transfer of OIP5-AS1 enhanced cell chemoresistance to trastuzumab in breast cancer via up-regulating HMGB3 by sponging miR-381-3p
  77. A four-lncRNA signature for predicting prognosis of recurrence patients with gastric cancer
  78. Knockdown of circ_0003204 alleviates oxidative low-density lipoprotein-induced human umbilical vein endothelial cells injury: Circulating RNAs could explain atherosclerosis disease progression
  79. Propofol postpones colorectal cancer development through circ_0026344/miR-645/Akt/mTOR signal pathway
  80. Knockdown of lncRNA TapSAKI alleviates LPS-induced injury in HK-2 cells through the miR-205/IRF3 pathway
  81. COVID-19 severity in relation to sociodemographics and vitamin D use
  82. Clinical analysis of 11 cases of nocardiosis
  83. Cis-regulatory elements in conserved non-coding sequences of nuclear receptor genes indicate for crosstalk between endocrine systems
  84. Four long noncoding RNAs act as biomarkers in lung adenocarcinoma
  85. Real-world evidence of cytomegalovirus reactivation in non-Hodgkin lymphomas treated with bendamustine-containing regimens
  86. Relation between IL-8 level and obstructive sleep apnea syndrome
  87. circAGFG1 sponges miR-28-5p to promote non-small-cell lung cancer progression through modulating HIF-1α level
  88. Nomogram prediction model for renal anaemia in IgA nephropathy patients
  89. Effect of antibiotic use on the efficacy of nivolumab in the treatment of advanced/metastatic non-small cell lung cancer: A meta-analysis
  90. NDRG2 inhibition facilitates angiogenesis of hepatocellular carcinoma
  91. A nomogram for predicting metabolic steatohepatitis: The combination of NAMPT, RALGDS, GADD45B, FOSL2, RTP3, and RASD1
  92. Clinical and prognostic features of MMP-2 and VEGF in AEG patients
  93. The value of miR-510 in the prognosis and development of colon cancer
  94. Functional implications of PABPC1 in the development of ovarian cancer
  95. Prognostic value of preoperative inflammation-based predictors in patients with bladder carcinoma after radical cystectomy
  96. Sublingual immunotherapy increases Treg/Th17 ratio in allergic rhinitis
  97. Prediction of improvement after anterior cruciate ligament reconstruction
  98. Effluent Osteopontin levels reflect the peritoneal solute transport rate
  99. circ_0038467 promotes PM2.5-induced bronchial epithelial cell dysfunction
  100. Significance of miR-141 and miR-340 in cervical squamous cell carcinoma
  101. Association between hair cortisol concentration and metabolic syndrome
  102. Microvessel density as a prognostic indicator of prostate cancer: A systematic review and meta-analysis
  103. Characteristics of BCR–ABL gene variants in patients of chronic myeloid leukemia
  104. Knee alterations in rheumatoid arthritis: Comparison of US and MRI
  105. Long non-coding RNA TUG1 aggravates cerebral ischemia and reperfusion injury by sponging miR-493-3p/miR-410-3p
  106. lncRNA MALAT1 regulated ATAD2 to facilitate retinoblastoma progression via miR-655-3p
  107. Development and validation of a nomogram for predicting severity in patients with hemorrhagic fever with renal syndrome: A retrospective study
  108. Analysis of COVID-19 outbreak origin in China in 2019 using differentiation method for unusual epidemiological events
  109. Laparoscopic versus open major liver resection for hepatocellular carcinoma: A case-matched analysis of short- and long-term outcomes
  110. Travelers’ vaccines and their adverse events in Nara, Japan
  111. Association between Tfh and PGA in children with Henoch–Schönlein purpura
  112. Can exchange transfusion be replaced by double-LED phototherapy?
  113. circ_0005962 functions as an oncogene to aggravate NSCLC progression
  114. Circular RNA VANGL1 knockdown suppressed viability, promoted apoptosis, and increased doxorubicin sensitivity through targeting miR-145-5p to regulate SOX4 in bladder cancer cells
  115. Serum intact fibroblast growth factor 23 in healthy paediatric population
  116. Algorithm of rational approach to reconstruction in Fournier’s disease
  117. A meta-analysis of exosome in the treatment of spinal cord injury
  118. Src-1 and SP2 promote the proliferation and epithelial–mesenchymal transition of nasopharyngeal carcinoma
  119. Dexmedetomidine may decrease the bupivacaine toxicity to heart
  120. Hypoxia stimulates the migration and invasion of osteosarcoma via up-regulating the NUSAP1 expression
  121. Long noncoding RNA XIST knockdown relieves the injury of microglia cells after spinal cord injury by sponging miR-219-5p
  122. External fixation via the anterior inferior iliac spine for proximal femoral fractures in young patients
  123. miR-128-3p reduced acute lung injury induced by sepsis via targeting PEL12
  124. HAGLR promotes neuron differentiation through the miR-130a-3p-MeCP2 axis
  125. Phosphoglycerate mutase 2 is elevated in serum of patients with heart failure and correlates with the disease severity and patient’s prognosis
  126. Cell population data in identifying active tuberculosis and community-acquired pneumonia
  127. Prognostic value of microRNA-4521 in non-small cell lung cancer and its regulatory effect on tumor progression
  128. Mean platelet volume and red blood cell distribution width is associated with prognosis in premature neonates with sepsis
  129. 3D-printed porous scaffold promotes osteogenic differentiation of hADMSCs
  130. Association of gene polymorphisms with women urinary incontinence
  131. Influence of COVID-19 pandemic on stress levels of urologic patients
  132. miR-496 inhibits proliferation via LYN and AKT pathway in gastric cancer
  133. miR-519d downregulates LEP expression to inhibit preeclampsia development
  134. Comparison of single- and triple-port VATS for lung cancer: A meta-analysis
  135. Fluorescent light energy modulates healing in skin grafted mouse model
  136. Silencing CDK6-AS1 inhibits LPS-induced inflammatory damage in HK-2 cells
  137. Predictive effect of DCE-MRI and DWI in brain metastases from NSCLC
  138. Severe postoperative hyperbilirubinemia in congenital heart disease
  139. Baicalin improves podocyte injury in rats with diabetic nephropathy by inhibiting PI3K/Akt/mTOR signaling pathway
  140. Clinical factors predicting ureteral stent failure in patients with external ureteral compression
  141. Novel H2S donor proglumide-ADT-OH protects HUVECs from ox-LDL-induced injury through NF-κB and JAK/SATA pathway
  142. Triple-Endobutton and clavicular hook: A propensity score matching analysis
  143. Long noncoding RNA MIAT inhibits the progression of diabetic nephropathy and the activation of NF-κB pathway in high glucose-treated renal tubular epithelial cells by the miR-182-5p/GPRC5A axis
  144. Serum exosomal miR-122-5p, GAS, and PGR in the non-invasive diagnosis of CAG
  145. miR-513b-5p inhibits the proliferation and promotes apoptosis of retinoblastoma cells by targeting TRIB1
  146. Fer exacerbates renal fibrosis and can be targeted by miR-29c-3p
  147. The diagnostic and prognostic value of miR-92a in gastric cancer: A systematic review and meta-analysis
  148. Prognostic value of α2δ1 in hypopharyngeal carcinoma: A retrospective study
  149. No significant benefit of moderate-dose vitamin C on severe COVID-19 cases
  150. circ_0000467 promotes the proliferation, metastasis, and angiogenesis in colorectal cancer cells through regulating KLF12 expression by sponging miR-4766-5p
  151. Downregulation of RAB7 and Caveolin-1 increases MMP-2 activity in renal tubular epithelial cells under hypoxic conditions
  152. Educational program for orthopedic surgeons’ influences for osteoporosis
  153. Expression and function analysis of CRABP2 and FABP5, and their ratio in esophageal squamous cell carcinoma
  154. GJA1 promotes hepatocellular carcinoma progression by mediating TGF-β-induced activation and the epithelial–mesenchymal transition of hepatic stellate cells
  155. lncRNA-ZFAS1 promotes the progression of endometrial carcinoma by targeting miR-34b to regulate VEGFA expression
  156. Anticoagulation is the answer in treating noncritical COVID-19 patients
  157. Effect of late-onset hemorrhagic cystitis on PFS after haplo-PBSCT
  158. Comparison of Dako HercepTest and Ventana PATHWAY anti-HER2 (4B5) tests and their correlation with silver in situ hybridization in lung adenocarcinoma
  159. VSTM1 regulates monocyte/macrophage function via the NF-κB signaling pathway
  160. Comparison of vaginal birth outcomes in midwifery-led versus physician-led setting: A propensity score-matched analysis
  161. Treatment of osteoporosis with teriparatide: The Slovenian experience
  162. New targets of morphine postconditioning protection of the myocardium in ischemia/reperfusion injury: Involvement of HSP90/Akt and C5a/NF-κB
  163. Superenhancer–transcription factor regulatory network in malignant tumors
  164. β-Cell function is associated with osteosarcopenia in middle-aged and older nonobese patients with type 2 diabetes: A cross-sectional study
  165. Clinical features of atypical tuberculosis mimicking bacterial pneumonia
  166. Proteoglycan-depleted regions of annular injury promote nerve ingrowth in a rabbit disc degeneration model
  167. Effect of electromagnetic field on abortion: A systematic review and meta-analysis
  168. miR-150-5p affects AS plaque with ASMC proliferation and migration by STAT1
  169. MALAT1 promotes malignant pleural mesothelioma by sponging miR-141-3p
  170. Effects of remifentanil and propofol on distant organ lung injury in an ischemia–reperfusion model
  171. miR-654-5p promotes gastric cancer progression via the GPRIN1/NF-κB pathway
  172. Identification of LIG1 and LIG3 as prognostic biomarkers in breast cancer
  173. MitoQ inhibits hepatic stellate cell activation and liver fibrosis by enhancing PINK1/parkin-mediated mitophagy
  174. Dissecting role of founder mutation p.V727M in GNE in Indian HIBM cohort
  175. circATP2A2 promotes osteosarcoma progression by upregulating MYH9
  176. Prognostic role of oxytocin receptor in colon adenocarcinoma
  177. Review Articles
  178. The function of non-coding RNAs in idiopathic pulmonary fibrosis
  179. Efficacy and safety of therapeutic plasma exchange in stiff person syndrome
  180. Role of cesarean section in the development of neonatal gut microbiota: A systematic review
  181. Small cell lung cancer transformation during antitumor therapies: A systematic review
  182. Research progress of gut microbiota and frailty syndrome
  183. Recommendations for outpatient activity in COVID-19 pandemic
  184. Rapid Communication
  185. Disparity in clinical characteristics between 2019 novel coronavirus pneumonia and leptospirosis
  186. Use of microspheres in embolization for unruptured renal angiomyolipomas
  187. COVID-19 cases with delayed absorption of lung lesion
  188. A triple combination of treatments on moderate COVID-19
  189. Social networks and eating disorders during the Covid-19 pandemic
  190. Letter
  191. COVID-19, WHO guidelines, pedagogy, and respite
  192. Inflammatory factors in alveolar lavage fluid from severe COVID-19 pneumonia: PCT and IL-6 in epithelial lining fluid
  193. COVID-19: Lessons from Norway tragedy must be considered in vaccine rollout planning in least developed/developing countries
  194. What is the role of plasma cell in the lamina propria of terminal ileum in Good’s syndrome patient?
  195. Case Report
  196. Rivaroxaban triggered multifocal intratumoral hemorrhage of the cabozantinib-treated diffuse brain metastases: A case report and review of literature
  197. CTU findings of duplex kidney in kidney: A rare duplicated renal malformation
  198. Synchronous primary malignancy of colon cancer and mantle cell lymphoma: A case report
  199. Sonazoid-enhanced ultrasonography and pathologic characters of CD68 positive cell in primary hepatic perivascular epithelioid cell tumors: A case report and literature review
  200. Persistent SARS-CoV-2-positive over 4 months in a COVID-19 patient with CHB
  201. Pulmonary parenchymal involvement caused by Tropheryma whipplei
  202. Mediastinal mixed germ cell tumor: A case report and literature review
  203. Ovarian female adnexal tumor of probable Wolffian origin – Case report
  204. Rare paratesticular aggressive angiomyxoma mimicking an epididymal tumor in an 82-year-old man: Case report
  205. Perimenopausal giant hydatidiform mole complicated with preeclampsia and hyperthyroidism: A case report and literature review
  206. Primary orbital ganglioneuroblastoma: A case report
  207. Primary aortic intimal sarcoma masquerading as intramural hematoma
  208. Sustained false-positive results for hepatitis A virus immunoglobulin M: A case report and literature review
  209. Peritoneal loose body presenting as a hepatic mass: A case report and review of the literature
  210. Chondroblastoma of mandibular condyle: Case report and literature review
  211. Trauma-induced complete pacemaker lead fracture 8 months prior to hospitalization: A case report
  212. Primary intradural extramedullary extraosseous Ewing’s sarcoma/peripheral primitive neuroectodermal tumor (PIEES/PNET) of the thoracolumbar spine: A case report and literature review
  213. Computer-assisted preoperative planning of reduction of and osteosynthesis of scapular fracture: A case report
  214. High quality of 58-month life in lung cancer patient with brain metastases sequentially treated with gefitinib and osimertinib
  215. Rapid response of locally advanced oral squamous cell carcinoma to apatinib: A case report
  216. Retrieval of intrarenal coiled and ruptured guidewire by retrograde intrarenal surgery: A case report and literature review
  217. Usage of intermingled skin allografts and autografts in a senior patient with major burn injury
  218. Retraction
  219. Retraction on “Dihydromyricetin attenuates inflammation through TLR4/NF-kappa B pathway”
  220. Special Issue Computational Intelligence Methodologies Meets Recurrent Cancers - Part I
  221. An artificial immune system with bootstrap sampling for the diagnosis of recurrent endometrial cancers
  222. Breast cancer recurrence prediction with ensemble methods and cost-sensitive learning
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