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Elahi T, Ahmed S, Mubarak M. Short-term renal and patient outcomes of primary immunoglobulin-associated mesangiocapillary glomerulonephritis: Insights from a developing country. World J Nephrol 2024; 13:98969. [PMID: 39723356 PMCID: PMC11572649 DOI: 10.5527/wjn.v13.i4.98969] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/10/2024] [Revised: 09/09/2024] [Accepted: 09/19/2024] [Indexed: 11/07/2024] Open
Abstract
BACKGROUND Primary immunoglobulin (Ig)-associated mesangiocapillary glomerulonephritis (Ig-MCGN) is an immune complex glomerulonephritis of unknown etiology. It is a common cause of chronic kidney disease in developing countries. There is limited data available on renal and patient outcomes of this disease from developing countries. AIM To determine the short-term renal and patient outcomes of adults with a tissue-confirmed diagnosis of primary Ig-MCGN at a single center in Pakistan. METHODS A retrospective cohort study of adult patients was conducted on biopsy-proven Ig-MCGN cases diagnosed between 1998 and 2019 at the Sindh Institute of Urology and Transplantation, Karachi, Pakistan. Secondary causes were excluded. The primary endpoint was renal survival without end-stage kidney disease (ESKD) or mortality. The secondary endpoint was the rate of remission during the 2-year follow-up period. Survival curves were made with the use of Kaplan-Meier estimates. RESULTS A total of 163 patients were included in the study and their mean follow-up duration was 29.45 months ± 21.28 months. Among baseline characteristics, young age, lower estimated glomerular filtration rate, requirement of kidney replacement therapy, presence of crescents, and severity of interstitial fibrosis and tubular atrophy were found to have a significant association with renal outcomes. The renal outcomes were negatively correlated with the presence of hypertension, level of complements, and degree of proteinuria. In all, 63 (37.4%) patients were treated with steroids and 21 (13%) received combination therapy (cyclophosphamide with steroids). At 2 years, 124 (76.07%) patients were in complete remission or partial remission [56 (34.3%) and 68 (41.71%), respectively], while 32 (19.63%) patients progressed to ESKD and 7 (4.29%) patients died. CONCLUSION The outcomes of primary Ig-MCGN are guarded in Pakistan and require further prospective studies to improve our understanding of this relatively common disease so that more personalized treatment approaches can be developed.
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Affiliation(s)
- Tabassum Elahi
- Department of Nephrology, Sindh Institute of Urology and Transplantation, Karachi 74200, Pakistan
| | - Saima Ahmed
- Department of Nephrology, Sindh Institute of Urology and Transplantation, Karachi 74200, Pakistan
| | - Muhammed Mubarak
- Department of Histopathology, Sindh Institute of Urology and Transplantation, Karachi 74200, Pakistan
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2
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Elahi T, Ahmed S, Ahmed E, Mubarak M. Clinicopathological characteristics and outcomes of adult patients with idiopathic membranoproliferative glomerulonephritis according to an immunofluorescence-based classification. J Nephrol 2024; 37:2255-2265. [PMID: 39400860 DOI: 10.1007/s40620-024-02083-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2024] [Accepted: 08/16/2024] [Indexed: 10/15/2024]
Abstract
BACKGROUND The classification of membranoproliferative glomerulonephritis (MPGN) into immune complex-mediated MPGN and complement-mediated MPGN on immunofluorescence has provided insights into two distinct disease processes. There are limited data available on renal outcomes of MPGN from developing countries. METHODS A retrospective analysis was conducted on biopsy-proven MPGN cases diagnosed between 1998 and 2018 at the Sindh Institute of Urology and Transplantation (SIUT). Secondary causes were excluded. Patients were reclassified as immune complex-mediated-MPGN and complement-mediated-MPGN based on immunofluorescence results. The clinicopathological findings and outcomes of the two groups were compared. RESULTS In total, 213 patients with idiopathic MPGN were identified. Among these, 163 (76.5%) were reclassified as immune complex-mediated-MPGN and 50 (23.4%) as complement-mediated-MPGN. No significant differences were found between the two groups regarding age, gender, clinical characteristics, biopsy indications, biopsy findings, and renal function at presentation. Overall, 63 subjects (38.7%) with immune complex-mediated-MPGN and 27 (54%) with complement-mediated-MPGN received immunosuppressive agents (p = 0.08). Complete and partial remission rates were higher in immune complex-mediated-MPGN than in complement-mediated-MPGN (76% vs 58%, p < 0.05). At two years, median estimated glomerualr filtration rate (eGFR) tended to be higher in patients with immune complex-mediated-MPGN 91.2 (45.4-113.7) vs 83.45(34.6-102.50) ml/min/1.73 m2, p = 0.22) with significantly better renal survival (76% vs 58%, p = 0.03). Comparatively, more patients progressed to end-stage kidney disease (ESKD) in the complement-mediated-MPGN group (32% vs 19.6%, p = 0.06), with increased overall mortality (5 (10%) vs 7 (4.3%), p = 0.12). CONCLUSION The clinicopathological features at presentation of complement-mediated-MPGN are similar to those of immune complex-mediated-MPGN. However, it is less frequent and overall prognosis is less favorable.
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Affiliation(s)
- Tabassum Elahi
- Department of Nephrology, Sindh Institute of Urology and Transplantation, Chand Bibi Road Near Civil Hospital Karachi, Karachi, 74200, Pakistan.
| | - Saima Ahmed
- Department of Nephrology, Sindh Institute of Urology and Transplantation, Chand Bibi Road Near Civil Hospital Karachi, Karachi, 74200, Pakistan
| | - Ejaz Ahmed
- Department of Nephrology, Sindh Institute of Urology and Transplantation, Chand Bibi Road Near Civil Hospital Karachi, Karachi, 74200, Pakistan
| | - Muhammed Mubarak
- Department of Histopathology, Sindh Institute of Urology and Transplantation, Karachi, Pakistan
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3
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Nakagawa N, Kimura T, Sakate R, Isaka Y, Narita I. Demographics and treatment of patients with primary membranoproliferative glomerulonephritis in Japan using a national registry of clinical personal records. Clin Exp Nephrol 2023; 27:928-935. [PMID: 37515698 PMCID: PMC10581954 DOI: 10.1007/s10157-023-02387-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2023] [Accepted: 07/18/2023] [Indexed: 07/31/2023]
Abstract
BACKGROUND Membranoproliferative glomerulonephritis (MPGN) is a rare glomerular injury that causes nephrotic syndrome and end-stage kidney disease. The nationwide demographics and treatment of Japanese patients with primary MPGN have not yet been reported. METHODS We collected clinical personal records of patients with primary MPGN between 2015 and 2018 from the national registry organized by the Japanese Ministry of Health, Labour, and Welfare and investigated the characteristics of primary MPGN throughout Japan. RESULTS Of 258 patients with primary MPGN, 199 and 59 showed nephrotic and non-nephrotic syndrome, respectively. The median age at onset was higher in patients with nephrotic syndrome than in those with non-nephrotic syndrome (45 [24-63] vs. 35 [14-53] years, respectively; P = 0.010). The use of oral prednisolone was significantly higher in patients with nephrotic syndrome than in those with non-nephrotic syndrome (73.9% vs. 59.3%, respectively; P = 0.032). When patients were divided into three age groups: adolescent and young adult group (≤ 39 years; n = 80), middle adult group (40-64 years; n = 111), and older adult group (≥ 65 years; n = 67), the use of oral prednisolone, cyclosporine, and mizoribine was significantly higher in the adolescent and young adult group than in the middle adult group. The mean dosage of oral prednisolone and mizoribine showed no differences among the three age groups. CONCLUSION The national registry of clinical personal records of primary MPGN could provide an informative insight into the characteristics, clinical features, and treatment approaches for patients with primary MPGN in Japan.
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Affiliation(s)
- Naoki Nakagawa
- Division of Cardiology, Nephrology, Pulmonology and Neurology, Department of Internal Medicine, Asahikawa Medical University, 2-1-1-1 Midorigaoka-Higashi, Asahikawa, Japan.
| | - Tomonori Kimura
- Reverse Translational Research Project, Center for Rare Disease Research, National Institutes of Biomedical Innovation, Health and Nutrition (NIBIOHN), Ibaraki, Japan
- Laboratory of Rare Disease Resource Library, Center for Rare Disease Research, National Institutes of Biomedical Innovation, Health and Nutrition (NIBIOHN), Ibaraki, Japan
| | - Ryuichi Sakate
- Reverse Translational Research Project, Center for Rare Disease Research, National Institutes of Biomedical Innovation, Health and Nutrition (NIBIOHN), Ibaraki, Japan
| | - Yoshitaka Isaka
- Department of Nephrology, Osaka University Graduate School of Medicine, Suita, Japan
| | - Ichiei Narita
- Division of Clinical Nephrology and Rheumatology, Kidney Research Center, Niigata University Graduate School of Medical and Dental Sciences, Niigata, Japan
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Ryu J, Baek E, Son HE, Ryu JY, Jeong JC, Kim S, Na KY, Chae DW, Kim SP, Kim SH, Jhee JH, Chang TI, Choi BS, Chin HJ. Comparison of dominant and nondominant C3 deposition in primary glomerulonephritis. Kidney Res Clin Pract 2023; 42:98-108. [PMID: 36747358 PMCID: PMC9902730 DOI: 10.23876/j.krcp.22.042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Accepted: 10/19/2022] [Indexed: 02/03/2023] Open
Abstract
BACKGROUND Alternative complement pathway dysregulation plays a key role in glomerulonephritis (GN) and is associated with C3 deposition. Herein, we examined pathological and clinical differences between cases of primary GN with C3-dominant (C3D-GN) and nondominant (C3ND-GN) deposition. METHODS We extracted primary GN data from the Korean GlomeruloNEphritis sTudy (KoGNET). C3D-GN was defined as C3 staining two grades greater than C1q, C4, and immunoglobulin via immunofluorescence analysis. To overcome a large difference in the number of patients between the C3D-GN and C3ND-GN groups (31 vs. 9,689), permutation testing was used for analysis. RESULTS The C3D-GN group exhibited higher serum creatinine (p ≤ 0.001), a greater prevalence of estimated glomerular filtration rate of <60 mL/min/1.72 m2 (p ≤ 0.001), higher (but not significantly so) C-reactive protein level, and lower serum C3 level (p ≤ 0.001). Serum albumin, urine protein/creatinine ratio, number of patients who progressed to end-stage renal disease, and all-cause mortality were comparable between groups. Interstitial fibrosis and mesangial cellularity were greater in the C3D-GN group (p = 0.04 and p = 0.01, respectively) than in the C3ND-GN group. C3 deposition was dominant in the former group (p < 0.001), in parallel with increased subendothelial deposition (p ≤ 0.001). CONCLUSION Greater progression of renal injury and higher mortality occurred in patients with C3D-GN than with C3ND-GN, along with pathologic differences in interstitial and mesangial changes.
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Affiliation(s)
- Jiwon Ryu
- Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Eunji Baek
- Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Hyung-Eun Son
- Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Ji-Young Ryu
- Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea
| | - Jong Cheol Jeong
- Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea,Department of Internal Medicine, National Health Insurance Service Ilsan Hospital, Goyang, Republic of Korea
| | - Sejoong Kim
- Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea,Department of Internal Medicine, National Health Insurance Service Ilsan Hospital, Goyang, Republic of Korea
| | - Ki Young Na
- Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea,Department of Internal Medicine, National Health Insurance Service Ilsan Hospital, Goyang, Republic of Korea
| | - Dong-Wan Chae
- Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea,Department of Internal Medicine, National Health Insurance Service Ilsan Hospital, Goyang, Republic of Korea
| | - Seong Pyo Kim
- Interdisciplinary Program of Medical Informatics, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Su Hwan Kim
- Biomedical Research Institute, Seoul National University Hospital, Seoul, Republic of Korea
| | - Jong Hyun Jhee
- Division of Nephrology, Department of Internal Medicine, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Tae Ik Chang
- Department of Internal Medicine, National Health Insurance Service Ilsan Hospital, Goyang, Republic of Korea
| | - Bum Soon Choi
- Division of Nephrology, Department of Internal Medicine, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Ho Jun Chin
- Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Republic of Korea,Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea,Correspondence: Ho Jun Chin Department of Internal Medicine, Seoul National University Bundang Hospital, 82 Gumi-ro 173beon-gil, Bundang-gu, Seongnam 13620, Republic of Korea. E-mail:
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5
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Xu L, Wei F, Feng J, Liu J, Liu J, Tang X, Fang X, Chen J, Zhai Y, Liu H, Sun L, Qian Y, Wu B, Wang H, Shen Q, Rao J, Xu H. Characteristics and outcomes of glomerulonephritis with membranoproliferative pattern in children. Transl Pediatr 2021; 10:2985-2996. [PMID: 34976764 PMCID: PMC8649586 DOI: 10.21037/tp-21-286] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2021] [Accepted: 08/16/2021] [Indexed: 01/22/2023] Open
Abstract
BACKGROUND Membranoproliferative glomerulonephritis (MPGN) is a rare histopathologic pattern of glomerular injury with limited studies in pediatric patients. Characteristics and outcomes of children with MPGN have also remained to be further explored. METHODS We retrospectively reviewed the clinicopathological features, genetic findings, treatments and outcomes in 17 pediatric patients pathologically diagnosed with MPGN from 2007 to 2020 in the Children's National Medical Center in China. RESULTS Median age at disease onset was 9.9 years (IQR, 5.6-11.9 years). Most of the patients (12/17) had nephrotic range of proteinuria, and nephritic-nephrotic syndrome was the most common clinical presentation (35.2%). Secondary causes were identified in eight patients including hepatitis B virus (HBV) infection (n=4), methylmalonic acidemia (MMA, n=2), rheumatoid arthritis (RA, n=1) and Aymé-Gripp Syndrome (n=1). The nine patients with primary MPGN were further identified as immune-complex mediated MPGN (n=8), and unclassifiable MPGN (U-MGPN, n=1). Genetic analyses identified pathogenic variants of MMACHC gene in two cases of MMA and established the diagnosis for Aymé-Gripp syndrome in one case with a de novo variant of MAF gene. Comparing study between the complete or partial remission group (n=8) and non-response group (n=9) showed a significant difference in the timing of renal biopsy (P<0.05). Normal renal function was preserved in ten patients at the last follow-up. Two patients developed into end-stage renal disease (ESRD). CONCLUSIONS Children with MPGN pattern present heterogenous clinical features. Genetic detection helps to explore underlying causes of MPGN. Early identification of the primary or secondary causes of MPGN in children is vital.
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Affiliation(s)
- Linan Xu
- Department of Nephrology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China.,Shanghai Kidney Development and Pediatric Kidney Disease Research Center, Shanghai, China.,Shanghai Key Lab of Birth Defect, Children's Hospital of Fudan University, Shanghai, China
| | - Fengfang Wei
- Affiliated Hospital of Putian University, Fujian, China
| | - Jiayan Feng
- Department of Pathology, Children's Hospital of Fudan University, Shanghai, China
| | - Jiaojiao Liu
- Department of Nephrology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China.,Shanghai Kidney Development and Pediatric Kidney Disease Research Center, Shanghai, China.,Shanghai Key Lab of Birth Defect, Children's Hospital of Fudan University, Shanghai, China
| | - Jialu Liu
- Department of Nephrology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China.,Shanghai Kidney Development and Pediatric Kidney Disease Research Center, Shanghai, China.,Shanghai Key Lab of Birth Defect, Children's Hospital of Fudan University, Shanghai, China
| | - Xiaoshan Tang
- Department of Nephrology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China.,Shanghai Kidney Development and Pediatric Kidney Disease Research Center, Shanghai, China.,Shanghai Key Lab of Birth Defect, Children's Hospital of Fudan University, Shanghai, China
| | - Xiaoyan Fang
- Department of Nephrology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China.,Shanghai Kidney Development and Pediatric Kidney Disease Research Center, Shanghai, China.,Shanghai Key Lab of Birth Defect, Children's Hospital of Fudan University, Shanghai, China
| | - Jing Chen
- Department of Nephrology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China.,Shanghai Kidney Development and Pediatric Kidney Disease Research Center, Shanghai, China.,Shanghai Key Lab of Birth Defect, Children's Hospital of Fudan University, Shanghai, China
| | - Yihui Zhai
- Department of Nephrology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China.,Shanghai Kidney Development and Pediatric Kidney Disease Research Center, Shanghai, China.,Shanghai Key Lab of Birth Defect, Children's Hospital of Fudan University, Shanghai, China
| | - Haimei Liu
- Department of Rheumatology, Children's Hospital of Fudan University, Shanghai, China
| | - Li Sun
- Department of Rheumatology, Children's Hospital of Fudan University, Shanghai, China
| | - Yanyan Qian
- Clinical Genetic Center, Children's Hospital of Fudan University, Shanghai, China
| | - Bingbing Wu
- Clinical Genetic Center, Children's Hospital of Fudan University, Shanghai, China
| | - Huijun Wang
- Clinical Genetic Center, Children's Hospital of Fudan University, Shanghai, China
| | - Qian Shen
- Department of Nephrology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China.,Shanghai Kidney Development and Pediatric Kidney Disease Research Center, Shanghai, China.,Shanghai Key Lab of Birth Defect, Children's Hospital of Fudan University, Shanghai, China
| | - Jia Rao
- Department of Nephrology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China.,Shanghai Kidney Development and Pediatric Kidney Disease Research Center, Shanghai, China.,Shanghai Key Lab of Birth Defect, Children's Hospital of Fudan University, Shanghai, China
| | - Hong Xu
- Department of Nephrology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China.,Shanghai Kidney Development and Pediatric Kidney Disease Research Center, Shanghai, China.,Shanghai Key Lab of Birth Defect, Children's Hospital of Fudan University, Shanghai, China
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6
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Nakagawa N, Mizuno M, Kato S, Maruyama S, Sato H, Nakaya I, Sugiyama H, Fujimoto S, Miura K, Matsumura C, Gotoh Y, Suzuki H, Kuroki A, Yoshino A, Nakatani S, Hiromura K, Yamamoto R, Yokoyama H, Narita I, Isaka Y. Demographic, clinical characteristics and treatment outcomes of immune-complex membranoproliferative glomerulonephritis and C3 glomerulonephritis in Japan: A retrospective analysis of data from the Japan Renal Biopsy Registry. PLoS One 2021; 16:e0257397. [PMID: 34520493 PMCID: PMC8439563 DOI: 10.1371/journal.pone.0257397] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Accepted: 09/01/2021] [Indexed: 12/14/2022] Open
Abstract
The reclassification of membranoproliferative glomerulonephritis (MPGN) into immune-complex MPGN (IC-MPGN) and C3 glomerulopathy (C3G) based on immunofluorescence findings in kidney biopsies has provided insights into these two distinct diseases. C3G is further classified into dense deposit disease and C3 glomerulonephritis (C3GN) based on electron micrographic findings. Although these diseases have poor outcomes, limited Japanese literature confined to small, single-center cohorts exist on these diseases. We retrospectively analyzed 81 patients with MPGN type I and III from 15 hospitals in the Japan Renal Biopsy Registry to compare demographic, clinical characteristics and treatment outcomes of patients with IC-MPGN to those with C3GN. Of the 81 patients reviewed by immunofluorescence findings in kidney biopsies, 67 patients had IC-MPGN and 14 patients had C3GN. Age at diagnosis and systolic and diastolic pressure were higher and proteinuria and impaired renal function were significantly more prevalent in patients with IC-MPGN than those with C3GN. About 80% of the patients in both groups were treated with immunosuppressive therapy. At last follow-up (median 4.8 years), complete remission rate of proteinuria was significantly higher in patients with C3GN (64.3%) than in those with IC-MPGN (29.9%; P = 0.015). The renal survival rate was lower in patients with IC-MPGN when compared to C3GN (73.1% vs. 100%; log-rank, P = 0.031). Systolic blood pressure and renal function at baseline were independent predictors of progression to end-stage kidney disease. The overall prognosis of patients with C3GN is more favorable than for patients with IC-MPGN.
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Affiliation(s)
- Naoki Nakagawa
- Division of Cardiology, Nephrology, Pulmonology and Neurology, Department of Internal Medicine, Asahikawa Medical University, Asahikawa, Japan
- * E-mail:
| | - Masashi Mizuno
- Department of Nephrology, Nagoya University Graduate School of Medicine, Nagoya, Japan
- Renal Replacement Therapy, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Sawako Kato
- Department of Nephrology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Shoichi Maruyama
- Department of Nephrology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Hiroshi Sato
- Clinical Pharmacology and Therapeutics, Tohoku University, Graduate School of Pharmaceutical Sciences, Sendai, Japan
| | - Izaya Nakaya
- Department of Nephrology and Rheumatology, Iwate Prefectural Central Hospital, Morioka, Japan
| | - Hitoshi Sugiyama
- Department of Human Resource Development of Dialysis Therapy for Kidney Disease, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama, Japan
| | - Shouichi Fujimoto
- Faculty of Medicine, Department of Hemovascular Medicine and Artificial Organs, University of Miyazaki, Miyazaki, Japan
| | - Kenichiro Miura
- Department of Pediatric Nephrology, Tokyo Women’s Medical University, Tokyo, Japan
| | - Chieko Matsumura
- Department of Pediatrics, National Hospital Organization Chibahigashi National Hospital, Chiba, Japan
| | - Yoshimitsu Gotoh
- Department of Pediatric Nephrology, Japanese Red Cross Aichi Medical Center Nagoya Daini Hospital, Nagoya, Japan
| | - Hitoshi Suzuki
- Faculty of Medicine, Department of Nephrology, Juntendo University, Tokyo, Japan
| | - Aki Kuroki
- Division of Nephrology, Department of Medicine, Showa University School of Medicine, Tokyo, Japan
| | - Atsunori Yoshino
- Department of Nephrology, Dokkyo Medical University Saitama Medical Center, Koshigaya, Japan
| | - Shinya Nakatani
- Department of Metabolism, Endocrinology and Molecular Medicine, Osaka City University Graduate School of Medicine, Osaka, Japan
| | - Keiju Hiromura
- Department of Nephrology and Rheumatology, Gunma University Graduate School of Medicine, Maebashi, Japan
| | - Ryohei Yamamoto
- Health and Counseling Center, Osaka University, Toyonaka, Japan
| | - Hitoshi Yokoyama
- Department of Nephrology, Kanazawa Medical University School of Medicine, Uchinada, Japan
| | - Ichiei Narita
- Division of Clinical Nephrology and Rheumatology, Kidney Research Center, Niigata University Graduate School of Medical and Dental Sciences, Niigata, Japan
| | - Yoshitaka Isaka
- Department of Nephrology, Osaka University Graduate School of Medicine, Suita, Japan
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Garbicz D, Pilžys T, Wiśniowski I, Grzesiuk M, Cylke R, Kosieradzki M, Grzesiuk E, Piwowarski J, Marcinkowski M, Lisik W. Replacing centrifugation with mixing in urine analysis enriches protein pool in the urine samples. Anal Biochem 2021; 628:114284. [PMID: 34111418 DOI: 10.1016/j.ab.2021.114284] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Revised: 05/25/2021] [Accepted: 06/02/2021] [Indexed: 11/30/2022]
Abstract
Urine is the basic diagnostic material, easy to collect, not requiring invasive approach. During standard procedure the urine samples are centrifuged and the supernatant analysed physically, biochemically, and microscopically. The centrifugation step removes proteins including those forming aggregates especially in the state of illness and after transplantation. Here, we analysed the effect of urine centrifuging on specific protein content in urine samples obtained from cardiovascular patients (CVD) and after kidney or liver transplantation. We tested homogeneous whole urine samples, standardly centrifuge one, and the pellet after centrifuging. Protein content was examined using Western blot analysis and mass spectrometry (MS) of samples from CVD patients or the one after transplantation. The average of 21% proteins from non-centrifuged samples were found in the pellet removed after standard centrifugation. MS analysis confirmed that diagnostically important proteins were located there in. In 90% of cases whole urine samples contained more proteins than standard supernatant, among them e.g. proteins involved in immunological response like immunoglobulins and complement compounds secreted by leucocytes. Replacing centrifuging with intensive mixing of urine samples provides a method of enriching the samples with proteins removed during standard procedure, thus increasing possibility of finding new biomarkers for diseases undiagnosable with classic urine analysis.
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Affiliation(s)
- Damian Garbicz
- Institute of Biochemistry and Biophysics Polish Academy of Sciences, Warsaw, Poland
| | - Tomaš Pilžys
- Institute of Biochemistry and Biophysics Polish Academy of Sciences, Warsaw, Poland
| | - Iga Wiśniowski
- Institute of Biochemistry and Biophysics Polish Academy of Sciences, Warsaw, Poland
| | - Małgorzata Grzesiuk
- Institute of Biochemistry and Biophysics Polish Academy of Sciences, Warsaw, Poland; Department of Biochemistry and Microbiology, Institute of Biology, Warsaw University of Life Sciences (SGGW), Poland
| | - Radosław Cylke
- Department of General and Transplantation Surgery, Medical University of Warsaw, Warsaw, Poland
| | - Maciej Kosieradzki
- Department of General and Transplantation Surgery, Medical University of Warsaw, Warsaw, Poland
| | - Elżbieta Grzesiuk
- Institute of Biochemistry and Biophysics Polish Academy of Sciences, Warsaw, Poland
| | - Jan Piwowarski
- Institute of Biochemistry and Biophysics Polish Academy of Sciences, Warsaw, Poland
| | - Michał Marcinkowski
- Institute of Biochemistry and Biophysics Polish Academy of Sciences, Warsaw, Poland.
| | - Wojciech Lisik
- Department of General and Transplantation Surgery, Medical University of Warsaw, Warsaw, Poland
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Therapy and outcomes of C3 glomerulopathy and immune-complex membranoproliferative glomerulonephritis. Pediatr Nephrol 2021; 36:591-600. [PMID: 32886193 DOI: 10.1007/s00467-020-04736-8] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Revised: 07/13/2020] [Accepted: 07/31/2020] [Indexed: 10/23/2022]
Abstract
BACKGROUND Data on therapy and outcome of dense deposit disease (DDD), C3 glomerulonephritis (C3GN), and immune-complex MPGN (IC-MPGN) in children are limited. METHODS In this retrospective single-center study from 2007 to 2019, kidney biopsies were reviewed to include patients aged <18-years with C3 glomerulopathy and IC-MPGN. Initial immunosuppression comprised prednisolone, mycophenolate mofetil (n = 51), tacrolimus (n = 11), and/or IV cyclophosphamide (n = 20). Clinicopathological features, response to therapy, and adverse outcome (eGFRcr < 15 mL/min/1.73 m2 or death) were evaluated. RESULTS A total of 92 patients were classified as DDD (n = 48, 52.2%), C3GN (n = 26, 28.3%), and IC-MPGN (n = 18, 19.6%) by immunohistochemistry and electron microscopy; 8 patients with DDD were misclassified as IC-MPGN on immunofluorescence. At last follow-up (median 4.3 years), complete or partial remission occurred in 28.5, 36.1, and 16.7% patients with DDD, C3GN, and IC-MPGN, respectively. Serum albumin at onset < 2.5 g/dL (HR = 0.29, P = 0.005) and persistently low serum C3 (HR = 0.34, P = 0.02) were associated with lack of remission. The 5-year kidney survival was 62.6, 85.5, and 88.5% in patients with DDD, C3GN, and IC-MPGN, respectively (log-rank, P = 0.006). Presentation as rapidly progressive GN (HR = 11.2, P < 0.001), age > 10 years at onset (HR = 4.0, P = 0.004), and DDD (HR = 4.2, P = 0.02) were independently associated with adverse outcome; achieving remission was protective (HR = 0.04; P < 0.001). CONCLUSION Outcome in patients with C3 glomerulopathy and IC-MPGN was unsatisfactory, and only a small proportion of patients achieved complete or partial remission. Patients with DDD were more likely to present with rapidly progressive GN and were at higher risk of adverse outcomes, including kidney failure.
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Kirpalani A, Jawa N, Smoyer WE, Licht C. Long-Term Outcomes of C3 Glomerulopathy and Immune-Complex Membranoproliferative Glomerulonephritis in Children. Kidney Int Rep 2020; 5:2313-2324. [PMID: 33305125 PMCID: PMC7710848 DOI: 10.1016/j.ekir.2020.09.019] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Accepted: 09/15/2020] [Indexed: 02/08/2023] Open
Abstract
Introduction The reclassification of membranoproliferative glomerulonephritis (MPGN) into immune-complex MPGN (IC-MPGN) and C3 glomerulopathy (C3G) has provided insights into 2 distinct diseases. Although outcomes in adults are poor in both diseases, the pediatric literature is scarce and limited to small, single-center cohorts. Methods We conducted a retrospective analysis of 165 pediatric patients across 17 hospitals to compare outcomes between children with IC-MPGN and C3G. Results Forty-two percent of patients initially diagnosed with MPGN were reclassified as C3G after a review of renal biopsy reports. There was a trend toward higher serum creatinine levels in patients with C3G compared with IC-MPGN both at diagnosis (mean 168.9 [range 45.4–292.4] vs. 93.7 [range 70.7–116.6] μmol/l, P = 0.25) and after a mean follow-up time of 4 years (mean 145.0 (range −8.1 to 298.1) vs 99.1 (range 46.3–151.9) μmol/l, P = 0.47), although the estimated glomerular filtration rate (eGFR) was not significantly different. Steroid treatment was associated with a significant improvement in eGFR versus no steroids in C3G (mean +43.0 (range 12.9–73.0) vs. −3.0 (range −23.1 to 17.2) ml/min per 1.73 m2, P = 0.02) but not in IC-MPGN. Overall kidney function was preserved in both groups although hypertension remained prevalent in 42.5% of the cohort at the last follow-up, and the urine protein/creatinine ratio remained elevated (mean 253.8 [range 91.9–415.7] mg/mmol). Conclusion This large pediatric IC-MPGN/C3G cohort revealed nearly half of the patients were misclassified, and there may be a trend toward worse renal prognosis in C3G although they may have greater steroid responsiveness. The overall prognosis appears to be more favorable than in adults; however, persistent hypertension and proteinuria suggest suboptimal disease control.
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Affiliation(s)
- Amrit Kirpalani
- Division of Nephrology, The Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Natasha Jawa
- Division of Nephrology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - William E Smoyer
- The Research Institute at Nationwide Children's Hospital, Columbus, Ohio, USA.,Department of Pediatrics, The Ohio State University, Columbus, Ohio, USA
| | - Christoph Licht
- Division of Nephrology, The Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada.,Cell Biology Program, Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada.,Institute of Medical Science, University of Toronto, Toronto, Ontario, Canada.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
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Hanna RM, Hou J, Hasnain H, Arman F, Selamet U, Wilson J, Olanrewaju S, Zuckerman JE, Barsoum M, Yabu JM, Kurtz I. Diverse Clinical Presentations of C3 Dominant Glomerulonephritis. Front Med (Lausanne) 2020; 7:293. [PMID: 32695788 PMCID: PMC7338606 DOI: 10.3389/fmed.2020.00293] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2019] [Accepted: 05/22/2020] [Indexed: 12/23/2022] Open
Abstract
C3 dominant immunofluorescence staining is present in a subset of patients with idiopathic immune complex membranoproliferative glomerulonephritis (iMPGN). It is increasingly recognized that iMPGN may be complement driven, as are cases of "typical" C3 glomerulopathy (C3G). In both iMPGN and C3G, a frequent membranoproliferative pattern of glomerular injury may indicate common pathogenic mechanisms via complement activation and endothelial cell damage. Dysregulation of the alternative complement pathway and mutations in certain regulatory factors are highly implicated in C3 glomerulopathy (which encompasses C3 glomerulonephritis, dense deposit disease, and cases of C3 dominant MPGN). We report three cases that demonstrate that an initial biopsy diagnosis of iMPGN does not exclude complement alterations similar to the ones observed in patients with a diagnosis of C3G. The first patient is a 39-year-old woman with iMPGN and C3 dominant staining, with persistently low C3 levels throughout her course. The second case is a 22-year-old woman with elevated anti-factor H antibodies and C3 dominant iMPGN findings on biopsy. The third case is a 25-year-old woman with C3 dominant iMPGN, dense deposit disease, and a crescentic glomerulonephritis on biopsy. We present the varied phenotypic variations of C3 dominant MPGN and review clinical course, complement profiles, genetic testing, treatment course, and peri-transplantation plans. Testing for complement involvement in iMPGN is important given emerging treatment options and transplant planning.
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Affiliation(s)
- Ramy M Hanna
- Division of Nephrology, Department of Medicine, UCI School of Medicine, Irvine, CA, United States.,Department of Medicine, Division of Nephrology, David Geffen UCLA School of Medicine, Los Angeles, CA, United States
| | - Jean Hou
- Department of Pathology and Laboratory Medicine, Cedars Sinai Medical Center, Los Angeles, CA, United States
| | - Huma Hasnain
- Department of Medicine, Division of Nephrology, David Geffen UCLA School of Medicine, Los Angeles, CA, United States
| | - Farid Arman
- Department of Medicine, Division of Nephrology, David Geffen UCLA School of Medicine, Los Angeles, CA, United States
| | - Umut Selamet
- Department of Medicine, Division of Nephrology, David Geffen UCLA School of Medicine, Los Angeles, CA, United States.,Division of Renal Medicine, Department of Medicine, Brigham and Women's Hospital, Boston, MA, United States
| | - James Wilson
- Department of Medicine, Division of Nephrology, David Geffen UCLA School of Medicine, Los Angeles, CA, United States
| | - Samuel Olanrewaju
- David Geffen UCLA School of Medicine, Los Angeles, CA, United States
| | - Jonathan E Zuckerman
- Department of Pathology and Laboratory Medicine, David Geffen UCLA School of Medicine, Los Angeles, CA, United States
| | - Marina Barsoum
- Department of Medicine, Division of Nephrology, David Geffen UCLA School of Medicine, Los Angeles, CA, United States
| | - Julie M Yabu
- Department of Medicine, Division of Nephrology, David Geffen UCLA School of Medicine, Los Angeles, CA, United States
| | - Ira Kurtz
- Department of Medicine, Division of Nephrology, David Geffen UCLA School of Medicine, Los Angeles, CA, United States.,UCLA Brain Research Institute, Los Angeles, CA, United States
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11
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Drake KA, Ellington N, Gattineni J, Torrealba JR, Hendricks AR. Clinicopathological features of C3 glomerulopathy in children: a single-center experience. Pediatr Nephrol 2020; 35:153-162. [PMID: 31667615 DOI: 10.1007/s00467-019-04388-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2019] [Revised: 09/04/2019] [Accepted: 09/27/2019] [Indexed: 10/25/2022]
Abstract
BACKGROUND C3 glomerulopathy (C3G) is defined by dominant glomerular deposition of C3 and minimal or no immunoglobulin, with two subtypes-dense deposit disease (DDD) and C3 glomerulonephritis (C3GN)-distinguished by features on electron microscopy (EM). Given that this rare disease has generally unfavorable yet highly variable outcomes, we sought out to review the histopathology, complement/genetic studies, and renal outcomes of pediatric patients with C3G at our institution. METHODS All native kidney biopsies performed in a single pediatric hospital over a 10-year period were reviewed for features of C3G. Of 589 biopsy reports, we identified 9 patients fulfilling the diagnostic criteria for C3G and retrospectively reviewed their clinical chart and renal biopsy findings. RESULTS We identified 4 patients with DDD, 4 with C3GN, and 1 indeterminate case, with features of both C3GN and DDD. Five patients were positive for one or more nephritic factors (C3NeF, C4NeF, C5NeF) with 1 patient additionally positive for complement factor H (CFH) autoantibody. Genetic testing done in 5 of the 9 patients failed to identify any causative mutations. Three patients showed progressive renal dysfunction over a mean follow-up period of 33 months. CONCLUSIONS Complement and genetic studies are now routinely recommended for patients with a histopathological diagnosis of C3G. Careful interpretation of these studies and their prognostic and therapeutic implications in conjunction with biopsy findings is needed to further understand the pathophysiology of this rare disease in children.
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Affiliation(s)
- Keri A Drake
- Division of Pediatric Nephrology, UT Southwestern Medical Center, 1935 Medical District Drive, Dallas, TX, 75235, USA
| | - Natalie Ellington
- Department of Pathology, UT Southwestern Medical Center, 6210 Harry Hines Blvd, Dallas, TX, 75390-9234, USA
| | - Jyothsna Gattineni
- Division of Pediatric Nephrology, UT Southwestern Medical Center, 1935 Medical District Drive, Dallas, TX, 75235, USA
| | - Jose R Torrealba
- Department of Pathology, UT Southwestern Medical Center, 6210 Harry Hines Blvd, Dallas, TX, 75390-9234, USA
| | - Allen R Hendricks
- Department of Pathology, UT Southwestern Medical Center, 5959 Harry Hines Blvd., Suite HP3-378, Dallas, TX, 75390-9234, USA.
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12
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Hosoya M, Kawasaki Y, Maeda R, Sato M, Suyama K, Hashimoto K, Hosoya M. Predictive factors for poor outcome in pediatric C3 glomerulonephritis. Fukushima J Med Sci 2018; 64:142-150. [PMID: 30369521 DOI: 10.5387/fms.2018-05] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
BACKGROUND To clarify the predictive factors for poor outcome in pediatric C3 glomerulonephritis (C3GN), we retrospectively evaluated the relationship between the clinico-pathological findings and prognosis in cases of pediatric C3GN. METHODS We enrolled 18 patients diagnosed with C3GN. These patients were divided into two groups, four patients in the end-stage renal disease (ESRD) group and 14 patients in non-ESRD group, based on clinical status at the last examination. Patients in the non-ESRD group were further divided into Subgroup A, consisting of 6 treatment responders, and Subgroup B, consisting of 8 non- responders. The clinical and laboratory findings, as well as the histological findings were investigated for each group. RESULTS The frequency of nephrotic syndrome at onset in the ESRD group was higher than that in the non-ESRD group. Before treatment and at 2 years after treatment, urinary protein excretion levels and serum creatinine levels in the ESRD group were higher than those in the non-ESRD group. The mean serum C3 and CH50 levels at 2 years after treatment in the ESRD group were lower than those in the non-ESRD group. The degree of renal injury, level of mesangial deposits and degree of alpha SMA staining at the time of the first renal biopsy in the ESRD group were all higher than those in the non-ESRD group. CONCLUSIONS Our results suggest that the severity of C3GN at onset and persistent complements activity are associated with poor prognosis in C3GN.
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Affiliation(s)
- Mamiko Hosoya
- Department of Pediatrics, Fukushima Medical University School of Medicine
| | - Yukihiko Kawasaki
- Department of Pediatrics, Fukushima Medical University School of Medicine
| | - Ryo Maeda
- Department of Pediatrics, Fukushima Medical University School of Medicine
| | - Masatoki Sato
- Department of Pediatrics, Fukushima Medical University School of Medicine
| | - Kazuhide Suyama
- Department of Pediatrics, Fukushima Medical University School of Medicine
| | - Koichi Hashimoto
- Department of Pediatrics, Fukushima Medical University School of Medicine
| | - Mitsuaki Hosoya
- Department of Pediatrics, Fukushima Medical University School of Medicine
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13
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Bouatou Y, Kers J, Chevalier-Florquin MSN, Claessen N, Nguyen TQ, Damman J, Proença H, Roelofs JJTH, Florquin S. Diagnostic accuracy of immunofluorescence versus immunoperoxidase staining to distinguish immune complex-mediated glomerulonephritis and C3 dominant glomerulopathy. Histopathology 2017; 72:601-608. [PMID: 28881045 DOI: 10.1111/his.13385] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2017] [Accepted: 09/03/2017] [Indexed: 11/29/2022]
Abstract
AIMS The technique used for classification of membranoproliferative glomerulonephritis (MPGN) has been changed from an electron microscopy-based to an immunofluorescence (IF)-based semiquantitative technique with immunoperoxidase (IP) staining as a backup option when IF is not possible. Since data on that matter is lacking, our aims were to study the interobserver variability, the correlation and the reclassification of MPGN based on these two techniques. METHODS AND RESULTS We retrospectively analysed cases of type 1 MPGN. We repeated IF staining and performed IP staining for IgG, kappa, lambda, C3c and C4d in 35 renal biopsies, among which 19 biopsies had matched IP and IF samples. We observed substantial to near-perfect agreement among the seven observers for both IF and IP (W coefficients from 0.66 for IF lambda to 0.89 for IF C4d). Of the 19 cases with matched IP and IF samples, five (26%) turned out to have different diagnoses on IF and on IP. Also, the ability of C4d to discriminate immune complex-mediated glomerulonephritis (ICGN) from C3 glomerulopathy (C3G) was poor, with areas under the curve of 0.44 [95% confidence interval (CI) 0.24-0.63] and 0.66 (95% CI 0.50-0.81) for the receiver operating characteristic curves of IF and IP respectively. Limitations include the fact that no clinical data regarding complement activation were available. CONCLUSION The diagnosis of ICGN versus C3GN depends on the immunochemical technique used. Also, the use of C4d failed to discriminate ICGN from C3G in our study. Further validation studies are required to avoid misdiagnosis based on kidney biopsy.
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Affiliation(s)
- Yassine Bouatou
- Department of Pathology, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands.,Division of Nephrology, Geneva University Hospitals, Geneva, Switzerland
| | - Jesper Kers
- Department of Pathology, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands
| | | | - Nike Claessen
- Department of Pathology, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands
| | - Tri Q Nguyen
- Department of Pathology, University Medical Centre Utrecht, University of Utrecht, Utrecht, The Netherlands
| | - Jeffrey Damman
- Department of Pathology, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands
| | - Henrique Proença
- Department of Pathology, Hospital do Rim e Hipertensão, São Paulo, Brazil
| | - Joris J T H Roelofs
- Department of Pathology, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands
| | - Sandrine Florquin
- Department of Pathology, Academic Medical Centre, University of Amsterdam, Amsterdam, The Netherlands
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Li C, Yao Z, Zhu M, Lu B, Xu H. Biopsy-Free Prediction of Pathologic Type of Primary Nephrotic Syndrome Using a Machine Learning Algorithm. Kidney Blood Press Res 2017; 42:1045-1052. [PMID: 29197864 DOI: 10.1159/000485592] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2017] [Accepted: 11/23/2017] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND/AIMS Renal biopsy is the gold standard to determine the pathologic type of primary nephrotic syndrome, which is critical for diagnosis, choice of treatment and evaluation of prognosis. However, in some cases, renal biopsy cannot be performed. METHODS To explore the possibility of predicting the histology type of primary nephrotic syndrome without the need for biopsy, we trained and validated a machine learning algorithm using data from 222 patients with biopsy-confirmed primary nephrotic syndrome treated at our hospital between May 2008 and January 2016. The model was then tested prospectively on another sample of 63 patients with biopsy-confirmed primary nephrotic syndrome. RESULTS Overall accuracy of prediction from the retrospective set of 222 patients was 62.2% across all types of nephrotic syndrome. The accuracy of model prediction for the prospectively collected dataset of 63 patients was 61.9%. The algorithm identified 17 of 33 variables as contributing strongly to type of renal pathology. CONCLUSION To our knowledge, this is the first such application of machine learning to predict the pathologic type of primary nephrotic syndrome, which may be clinically useful by itself as well as helpful for guiding future efforts at machine learning-based prediction in other disease contexts.
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Affiliation(s)
- Cuifang Li
- Nephrology Department, Xiangya Hospital, Central South University, Changsha, China
| | - Zhijiang Yao
- Hematology Department, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Minfeng Zhu
- Hematology Department, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Ben Lu
- Hematology Department, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Hui Xu
- Nephrology Department, Xiangya Hospital, Central South University, Changsha, China
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