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1.
Nephrology (Carlton) ; 24(11): 1131-1141, 2019 Nov.
Article in English | MEDLINE | ID: mdl-30582257

ABSTRACT

AIM: Metabolic acidosis occurs due to insufficient urinary ammonium excretion as chronic kidney disease (CKD) advances. Because obese subjects tend to have excessive consumption of protein and sodium chloride, they are prone to chronic acid loading and may therefore be predisposed to acid-induced kidney injury. We investigated the involvement of obesity in ammoniagenesis within damaged kidneys. METHODS: In the clinical study, urinary ammonium excretion was compared between 13 normal-weight and 15 overweight/obese CKD outpatients whose creatinine clearance was higher than 25 mL/min. For animal experiments, NH4 Cl was loaded to KKAy/TaJcl (KKAy), a metabolic syndrome model, and control BALB/c mice for 20 weeks. Kidney injury was evaluated through histological analysis and the expression of proinflammatory markers. RESULTS: Urinary ammonium excretion was lower in overweight/obese patients than in normal-weight patients, while intakes of protein and sodium chloride were higher in overweight/obese patients, implying that subclinical metabolic acidosis occurs in overweight/obese patients. The increase in urinary ammonium excretion induced by NH4 Cl loading was attenuated in KKAy mice after 16 weeks, whereas the increase was maintained in BALB/c mice throughout the study period. Histological study and real-time polymerase chain reaction analysis showed proximal tubular injury and enhanced expression levels of neutrophil gelatinase-associated lipocalin (NGAL) protein and messenger RNA, respectively, in KKAy mice but not in BALB/c mice. Finally, urinary NGAL concentration was higher in overweight/obese patients than in normal-weight patients in the early stage of CKD. CONCLUSION: Obesity could facilitate the induction of subclinical metabolic acidosis and acid accumulation in the kidney, which may potentially exacerbate kidney injury in CKD patients.


Subject(s)
Ammonia/urine , Kidney Tubules/pathology , Obesity/urine , Overweight/urine , Renal Insufficiency, Chronic/urine , Acidosis/etiology , Acids/urine , Aged , Animals , Female , Humans , Lipocalin-2/urine , Male , Mice , Mice, Inbred BALB C , Middle Aged
2.
Physiol Genomics ; 48(4): 290-305, 2016 Apr.
Article in English | MEDLINE | ID: mdl-26757802

ABSTRACT

NFAT5 is an osmoregulated transcription factor that particularly increases expression of genes involved in protection against hypertonicity. Transcription factors often contain unstructured regions that bind co-regulatory proteins that are crucial for their function. The NH2-terminal region of NFAT5 contains regions predicted to be intrinsically disordered. We used peptide aptamer-based affinity chromatography coupled with mass spectrometry to identify protein preys pulled down by one or more overlapping 20 amino acid peptide baits within a predicted NH2-terminal unstructured region of NFAT5. We identify a total of 467 unique protein preys that associate with at least one NH2-terminal peptide bait from NFAT5 in either cytoplasmic or nuclear extracts from HEK293 cells treated with elevated, normal, or reduced NaCl concentrations. Different sets of proteins are pulled down from nuclear vs. cytoplasmic extracts. We used GeneCards to ascertain known functions of the protein preys. The protein preys include many that were previously known, but also many novel ones. Consideration of the novel ones suggests many aspects of NFAT5 regulation, interaction and function that were not previously appreciated, for example, hypertonicity inhibits NFAT5 by sumoylating it and the NFAT5 protein preys include components of the CHTOP complex that desumoylate proteins, an action that should contribute to activation of NFAT5.


Subject(s)
Proteins/metabolism , Transcription Factors/metabolism , Cell Nucleus/metabolism , Chromatography, Affinity/methods , Cytoplasm/metabolism , HEK293 Cells , Humans , Nuclear Pore Complex Proteins/genetics , Nuclear Pore Complex Proteins/metabolism , Nuclear Proteins/genetics , Nuclear Proteins/metabolism , Peptides/metabolism , Protein Interaction Mapping/methods , Tandem Mass Spectrometry/methods , Transcription Factors/chemistry
3.
PLoS One ; 17(11): e0277104, 2022.
Article in English | MEDLINE | ID: mdl-36331905

ABSTRACT

We propose rTopicVec, a supervised topic embedding model that predicts response variables associated with documents by analyzing the text data. Topic modeling leverages document-level word co-occurrence patterns to learn latent topics of each document. While word embedding is a promising text analysis technique in which words are mapped into a low-dimensional continuous semantic space by exploiting the local word co-occurrence patterns within a small context window. Recently developed topic embedding benefits from combining those two approaches by modeling latent topics in a word embedding space. Our proposed rTopicVec and its regularized variant incorporate regression into the topic embedding model to model each document and a numerical label paired with the document jointly. In addition, our models yield topics predictive of the response variables as well as predict response variables for unlabeled documents. We evaluated the effectiveness of our models through experiments on two regression tasks: predicting stock return rates using news articles provided by Thomson Reuters and predicting movie ratings using movie reviews. Results showed that the prediction performance of our models was more accurate in comparison to three baselines with a statistically significant difference.


Subject(s)
Semantics
5.
J Endocrinol ; 249(2): 95-112, 2021 05.
Article in English | MEDLINE | ID: mdl-33705345

ABSTRACT

Rhesus C glycoprotein (Rhcg), an ammonia transporter, is a key molecule in urinary acid excretion and is expressed mainly in the intercalated cells (ICs) of the renal collecting duct. In the present study we investigated the role of aldosterone in the regulation of Rhcg expression. In in vivo experiments using C57BL/6J mice, Western blot analysis showed that continuous subcutaneous administration of aldosterone increased the expression of Rhcg in membrane fraction of the kidney. Supplementation of potassium inhibited the effect of aldosterone on the Rhcg. Next, mice were subjected to adrenalectomy with or without administration of aldosterone, and then ad libitum 0.14 M NH4Cl containing water was given. NH4Cl load increased the expression of Rhcg in membrane fraction. Adrenalectomy decreased NH4Cl-induced Rhcg expression, which was restored by administration of aldosterone. Immunohistochemical studies revealed that NH4Cl load induced the localization of Rhcg at the apical membrane of ICs in the outer medullary collecting duct. Adrenalectomy decreased NH4Cl-induced membrane localization of Rhcg, which was restored by administration of aldosterone. For in vitro experiments, IN-IC cells, an immortalized cell line stably expressing Flag-tagged Rhcg (Rhcg-Flag), were used. Western blot analysis showed that aldosterone increased the expression of Rhcg-Flag in membrane fraction, while the increase in extracellular potassium level inhibited the effect of aldosterone. Both spironolactone and GÓ§6983, a PKC inhibitor, inhibited the expression of Rhcg-Flag in the membrane fraction. These results suggest that aldosterone regulates the membrane expression of Rhcg through the mineralocorticoid receptor and PKC pathways, which is modulated by extracellular potassium level.


Subject(s)
Aldosterone/pharmacology , Cation Transport Proteins/metabolism , Gene Expression Regulation/drug effects , Kidney/metabolism , Membrane Glycoproteins/metabolism , Acid-Base Equilibrium , Aldosterone/administration & dosage , Ammonium Chloride/administration & dosage , Ammonium Compounds/urine , Animals , Cation Transport Proteins/genetics , Immediate-Early Proteins/genetics , Immediate-Early Proteins/metabolism , Infusions, Subcutaneous , Male , Membrane Glycoproteins/genetics , Mice , Mice, Inbred C57BL , Oligopeptides/genetics , Oligopeptides/metabolism , Potassium/metabolism , Protein Kinase C/metabolism , Protein Serine-Threonine Kinases/genetics , Protein Serine-Threonine Kinases/metabolism
6.
Genome Inform ; 23(1): 3-12, 2009 Oct.
Article in English | MEDLINE | ID: mdl-20180257

ABSTRACT

This paper investigates applying statistical topic models to extract and predict relationships between biological entities, especially protein mentions. A statistical topic model, Latent Dirichlet Allocation (LDA) is promising; however, it has not been investigated for such a task. In this paper, we apply the state-of-the-art Collapsed Variational Bayesian Inference and Gibbs Sampling inference to estimating the LDA model. We also apply probabilistic Latent Semantic Analysis (pLSA) as a baseline for comparison, and compare them from the viewpoints of log-likelihood, classification accuracy and retrieval effectiveness. We demonstrate through experiments that the Collapsed Variational LDA gives better results than the others, especially in terms of classification accuracy and retrieval effectiveness in the task of the protein-protein relationship prediction.


Subject(s)
Proteins/chemistry , Algorithms , Bayes Theorem , Likelihood Functions , Probability , Protein Binding , Proteins/metabolism
7.
PLoS One ; 12(8): e0184185, 2017.
Article in English | MEDLINE | ID: mdl-28859164

ABSTRACT

Metabolic acidosis often results from chronic kidney disease; in turn, metabolic acidosis accelerates the progression of kidney injury. The mechanisms for how acidosis facilitates kidney injury are not fully understood. To investigate whether low pH directly affects the expression of genes controlling local homeostasis in renal tubules, we performed transcription start site sequencing (TSS-Seq) using IN-IC cells, a cell line derived from rat renal collecting duct intercalated cells, with acid loading for 24 h. Peak calling identified 651 up-regulated and 128 down-regulated TSSs at pH 7.0 compared with those at pH 7.4. Among them, 424 and 38 TSSs were ≥ 1.0 and ≤ -1.0 in Log2 fold change, which were annotated to 193 up-regulated and 34 down-regulated genes, respectively. We used gene ontology analysis and manual curation to profile the up-regulated genes. The analysis revealed that many up-regulated genes are involved in renal fibrosis, implying potential molecular mechanisms induced by metabolic acidosis. To verify the activity of the ubiquitin-proteasome system (UPS), a candidate pathway activated by acidosis, we examined the expression of proteins from cells treated with a proteasome inhibitor, MG132. The expression of ubiquitinated proteins was greater at pH 7.0 than at pH 7.4, suggesting that low pH activates the UPS. The in vivo study demonstrated that acid loading increased the expression of ubiquitin proteins in the collecting duct cells in mouse kidneys. Motif analysis revealed Egr1, the mRNA expression of which was increased at low pH, as a candidate factor that possibly stimulates gene expression in response to low pH. In conclusion, metabolic acidosis can facilitate renal injury and fibrosis during kidney disease by locally activating various pathways in the renal tubules.


Subject(s)
Acidosis/genetics , Acute Kidney Injury/genetics , Renal Insufficiency, Chronic/genetics , Transcription Initiation Site , Acidosis/complications , Acidosis/pathology , Acute Kidney Injury/complications , Acute Kidney Injury/pathology , Animals , Fibrosis/genetics , Fibrosis/pathology , Gene Expression Regulation , Humans , Hydrogen-Ion Concentration , Kidney/metabolism , Kidney/pathology , Kidney Tubules/metabolism , Kidney Tubules/pathology , Leupeptins/administration & dosage , Mice , Rats , Renal Insufficiency, Chronic/complications , Renal Insufficiency, Chronic/pathology , Signal Transduction/genetics
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