Section of Rheumatology and Gwen Knapp Center for Lupus and Immunology Research.
Department of Radiology, and.
J Clin Invest. 2022 Jul 1;132(13). doi: 10.1172/JCI155350.
BACKGROUNDIn human lupus nephritis (LN), tubulointerstitial inflammation (TII) on biopsy predicts progression to end-stage renal disease (ESRD). However, only about half of patients with moderate-to-severe TII develop ESRD. We hypothesized that this heterogeneity in outcome reflects different underlying inflammatory states. Therefore, we interrogated renal biopsies from LN longitudinal and cross-sectional cohorts.METHODSData were acquired using conventional and highly multiplexed confocal microscopy. To accurately segment cells across whole biopsies, and to understand their spatial relationships, we developed computational pipelines by training and implementing several deep-learning models and other computer vision techniques.RESULTSHigh B cell densities were associated with protection from ESRD. In contrast, high densities of CD8+, γδ, and other CD4-CD8- T cells were associated with both acute renal failure and progression to ESRD. B cells were often organized into large periglomerular neighborhoods with Tfh cells, while CD4- T cells formed small neighborhoods in the tubulointerstitium, with frequency that predicted progression to ESRD.CONCLUSIONThese data reveal that specific in situ inflammatory states are associated with refractory and progressive renal disease.FUNDINGThis study was funded by the NIH Autoimmunity Centers of Excellence (AI082724), Department of Defense (LRI180083), Alliance for Lupus Research, and NIH awards (S10-OD025081, S10-RR021039, and P30-CA14599).
在人类狼疮肾炎 (LN) 中,活检中的肾小管间质炎症 (TII) 可预测进展为终末期肾病 (ESRD)。然而,只有大约一半中重度 TII 的患者发展为 ESRD。我们假设这种结局的异质性反映了不同的潜在炎症状态。因此,我们研究了 LN 纵向和横断面队列的肾活检。
使用常规和高度多重化共聚焦显微镜获取数据。为了准确地对整个活检进行细胞分割,并了解它们的空间关系,我们通过训练和实施几个深度学习模型和其他计算机视觉技术来开发计算管道。
高 B 细胞密度与 ESRD 的保护有关。相比之下,CD8+、γδ 和其他 CD4-CD8-T 细胞的高密度与急性肾衰竭和进展为 ESRD 均有关。B 细胞通常与 Tfh 细胞一起形成大的肾小球旁区,而 CD4-T 细胞在肾小管间质中形成小的区,其频率可预测进展为 ESRD。
这些数据揭示了特定的原位炎症状态与难治性和进行性肾脏疾病有关。
这项研究由 NIH 自身免疫卓越中心(AI082724)、国防部(LRI180083)、狼疮研究联盟和 NIH 奖项(S10-OD025081、S10-RR021039 和 P30-CA14599)资助。