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1.
mSystems ; 7(6): e0090022, 2022 12 20.
Article in English | MEDLINE | ID: mdl-36409084

ABSTRACT

Attempts to understand gene regulation by global transcription factors have largely been limited to expression studies under binary conditions of presence and absence of the transcription factor. Studies addressing genome-wide transcriptional responses to changing transcription factor concentration at high resolution are lacking. Here, we create a data set containing the entire Escherichia coli transcriptome in Luria-Bertani (LB) broth as it responds to 10 different cAMP concentrations spanning the biological range. We use the Hill's model to accurately summarize individual gene responses into three intuitively understandable parameters, Emax, n, and k, reflecting the sensitivity, nonlinearity, and midpoint of the dynamic range. Our data show that most cAMP-regulated genes have an n of >2, with their k values centered around the wild-type concentration of cAMP. Additionally, cAMP receptor protein (CRP) affinity to a promoter is correlated with Emax but not k, hinting that a high-affinity CRP promoter need not ensure transcriptional activation at lower cAMP concentrations and instead affects the magnitude of the response. Finally, genes belonging to different functional classes are tuned to have different k, n, and Emax values. We demonstrate that phenomenological models are a better alternative for studying gene expression trends than classical clustering methods, with the phenomenological constants providing greater insights into how genes are tuned in a regulatory network. IMPORTANCE Different genes may follow different trends in response to various transcription factor concentrations. In this study, we ask two questions: (i) what are the trends that different genes follow in response to changing transcription factor concentrations and (ii) what methods can be used to extract information from the gene trends so obtained. We demonstrate a method to analyze transcription factor concentration-dependent genome-wide expression data using phenomenological models. Conventional clustering methods and principal-component analysis (PCA) can be used to summarize trends in data but have limited interpretability. The use of phenomenological models greatly enhances the interpretability and thus utility of conventional clustering. Transformation of dose-response data into phenomenological constants opens up avenues to ask and answer many different kinds of question. We show that the phenomenological constants obtained from the model fits can be used to generate insights about network topology and allows integration of other experimental data such as chromatin immunoprecipitation sequencing (ChIP-seq) to understand the system in greater detail.


Subject(s)
Escherichia coli Proteins , Gene Expression Regulation, Bacterial , Transcription Factors/genetics , Escherichia coli/genetics , Cyclic AMP Receptor Protein/genetics , Escherichia coli Proteins/genetics
2.
Transplant Proc ; 54(7): 1816-1821, 2022 Sep.
Article in English | MEDLINE | ID: mdl-35933230

ABSTRACT

BACKGROUND: Sarcopenia is associated with adverse outcomes in end-stage kidney disease. We evaluated if pretransplant sarcopenia affects posttransplant outcomes in kidney transplant (KT) recipients. METHODS: In this single-center retrospective study of adult patients with end-stage kidney disease, we analyzed the association between pre-KT psoas muscle cross-sectional area and critical posttransplant outcomes of decline in estimated glomerular filtration rate (eGFR), graft loss, rehospitalization, and mortality using Cox proportional hazard model adjusted for age, sex, and race. RESULTS: Pre-KT abdomen and pelvic computed tomography scans performed during evaluation for KT eligibility were available for 573 KT recipients. Of these, 465 KT recipients received kidney alone transplant, 71 received simultaneous liver kidney transplant (SLK), and 37 received simultaneous pancreas kidney transplant (SPK). Patients were 49 (SD, 13) years old, 16% Black, and 60% men. For kidney alone transplant recipients, a higher psoas muscle cross-sectional area was associated with a shorter length of hospitalization (ß coefficient = -0.003; 95% CI, -0.005 to -0.0007). Conversely, pre-KT psoas muscle cross-sectional area did not predict decline in eGFR, graft loss, mortality, or early rehospitalization. For SLK recipients, psoas muscle cross-sectional area did not predict any of the priori outcomes. For SPK recipients, higher pretransplant psoas muscle cross-sectional area predicted a longer length of hospitalization (ß coefficient = 0.03; 95% CI, 0.01-0.05). There was no association between psoas muscle cross-sectional area and other outcomes assessed. CONCLUSIONS: Pretransplant psoas muscle cross-sectional areas are not predictive of post-transplant decline in eGFR, graft loss, rehospitalization or mortality in kidney alone, SPK, or SLK transplants.


Subject(s)
Kidney Failure, Chronic , Sarcopenia , Adult , Male , Humans , Adolescent , Female , Graft Survival , Psoas Muscles/diagnostic imaging , Retrospective Studies , Sarcopenia/complications , Kidney Failure, Chronic/complications , Risk Factors
3.
Clin Transplant ; 36(11): e14798, 2022 11.
Article in English | MEDLINE | ID: mdl-35989467

ABSTRACT

INTRODUCTION: Transplant centers hesitate to transplant patients with cognitive impairment. It is unclear if pre-kidney transplant (KT) cognitive screening can predict post-KT cognitive function. METHODS: We evaluated pre- to post-KT cognitive function with the Montreal Cognitive Assessment (MoCA) in a cohort of 108 patients. We used an adjusted logistic regression model to assess pre- to post-KT changes in cognitive status (continuous variable) and a linear mixed model to assess changes in MoCA scores (categorical variable) pre- to post- KT. RESULTS: The average pre- and post-KT MoCA scores were 25.3 ± 3.0 and 26.4 ± 2.8, respectively. Final pre-KT score did not predict post-KT cognitive status (OR = 1.08; 95% CI: .92-1.26; P = .35). 32% of the patients with a final pre-KT score ≥26 had at least one post-KT score < 26. Conversely, 61% of the patients with a final pre-KT score < 26 had at least one post KT score ≥26. In the linear mixed model analysis, the final pre-KT score was associated with a small, clinically insignificant (ß = .34; 95% CI: .19-.49; P < .001) effect on the post-KT score. CONCLUSION: A low pre-KT MoCA score is not a strong independent predictor of post-KT cognitive function and should not preclude patients from receiving a KT.


Subject(s)
Cognitive Dysfunction , Kidney Transplantation , Humans , Kidney Transplantation/adverse effects , Cognitive Dysfunction/diagnosis , Cognitive Dysfunction/etiology , Cognition
4.
BMJ Open Gastroenterol ; 6(1): e000241, 2019.
Article in English | MEDLINE | ID: mdl-30997139

ABSTRACT

BACKGROUND: Patients with decompensated hepatitis C virus (HCV) cirrhosis experience various outcomes after sustained virological response (SVR), ranging from clinical recovery to further deterioration. We hypothesised that the genetic risk for steatosis, namely the polymorphisms rs738409 of Patatin-like Phospholipase Domain-Containing 3 (PNPLA3), rs58542926 of Transmembrane-6-Superfamily-2 (TM6SF2), and rs641738 of Membrane-bound O-acyltransferase Domain-Containing 7 (MBOAT7), is predictive of recovery. METHODS: We prospectively enrolled 56 patients with Child-Pugh (CPT) B/C cirrhosis who underwent antiviral therapy. The primary outcome was change in CPT score at 12, 24, and 48 weeks after SVR. We used a linear mixed-effects model for analysis. RESULTS: Forty-five patients (PNPLA3: 21 CC, 19 CG, 5 GG) survived to the first endpoint without liver transplantation. The mean change in CPT score at 12, 24, and 48 weeks was -1.57 (SE=0.30), -1.76 (SE=0.32), and -2.0 (SE=0.36), respectively, among the patients with the PNPLA3 CC genotype and -0.50 (SE=0.20), -0.41 (SE=0.25), and -0.24 (SE=0.27), respectively, among the other 24 patients. After adjustment for baseline characteristics, the PNPLA3 CG/GG genotypes were associated with a 1.29 (SE=0.30, p<0.0001) point higher CPT score. Most of the difference came from differences in hepatic encephalopathy and bilirubin. The results for rs58542926 and rs641738 were not significant. CONCLUSION: The PNPLA3 CG/GG genotypes could identify a subgroup of patients with decompensated HCV cirrhosis that had suboptimal clinical recovery despite SVR. An understanding of the genetic factors that influence clinical outcomes will help target patients for liver transplant based on individual genetic risk factors and provide insight leading to new therapeutic approaches.

5.
Clin J Am Soc Nephrol ; 14(4): 567-575, 2019 04 05.
Article in English | MEDLINE | ID: mdl-30890576

ABSTRACT

BACKGROUND AND OBJECTIVES: Cognitive impairment is common in patients with kidney disease and can affect physicians' perception and/or patients' ability to complete the pretransplant evaluation. We examined whether cognitive impairment influences the likelihood for transplant listing and whether patients with cognitive impairment take longer to be listed. DESIGN, SETTING, PARTICIPANTS, & MEASUREMENTS: We conducted a single-center longitudinal cohort study. Patients presenting for their index kidney transplant evaluation were screened for cognitive impairment using the Montreal Cognitive Assessment. A score <26 indicated cognitive impairment. The transplant selection committee was blinded to the scores. Kaplan-Meier analysis assessed time to active listing by level of cognition. A Cox proportional hazards model that included age, sex, race/ethnicity, smoking, coronary artery disease, and diabetes was constructed to evaluate the association between Montreal Cognitive Assessment score and listing for transplant. RESULTS: In total, 349 patients who underwent Montreal Cognitive Assessment testing at their initial visit were included in the analysis. Patients with cognitive impairment were more likely to be older, black, and smokers. The time to listing in patients with cognitive impairment was longer than the time to listing in those with no cognitive impairment (median time, 10.6 versus 6.3 months; log rank test P=0.01). Cognitive impairment was independently associated with a lower likelihood of being listed for transplant (hazard ratio, 0.93 per unit lower Montreal Cognitive Assessment score; 95% confidence interval, 0.88 to 0.99; P=0.02). A lower proportion of patients with cognitive impairment were listed compared with patients without cognitive impairment at 1 month (2% versus 11%), 6 months (17% versus 37%), and 1 year (23% versus 41%), (P<0.001 for all). CONCLUSIONS: Cognitive impairment is associated with a lower likelihood of being listed for kidney transplant, and is associated with longer time to transplant listing.


Subject(s)
Cognitive Dysfunction , Kidney Transplantation , Patient Selection , Waiting Lists , Aged , Cognitive Dysfunction/diagnosis , Cohort Studies , Female , Humans , Longitudinal Studies , Male , Middle Aged
6.
Hepatology ; 59(2): 453-60, 2014 Feb.
Article in English | MEDLINE | ID: mdl-24123231

ABSTRACT

UNLABELLED: The rs738409 G>C single nucleotide polymorphism occurring in the patatin-like phospholipase 3 gene has been identified as a novel genetic marker for hepatic steatosis. Recent studies also associated rs738409 with fibrosis in hepatitis C (HCV). Therefore, we sought to determine the impact of donor and recipient rs738409 genotype on the progression of fibrosis after liver transplantation for HCV. This cohort study included 101 patients infected with HCV who underwent liver transplantation between January 2008, and June 2011. Donor and recipient rs738409 genotypes were determined from donor wedge biopsies and recipient explants. The time to Ishak stage 3 fibrosis, or HCV-related mortality/graft loss was analyzed by the Cox model adjusting for HCV-Donor Risk Index, warm ischemic time, pretransplant Model for Endstage Liver Disease (MELD) and viral load. The rs738409 CC variant was present in 56% of donors and 57% of recipients. The median follow-up period was 620 days. A total of 39 patients developed the primary outcome of ≥stage 3 fibrosis or HCV-related mortality/graft loss, the time to which differed by donor (P = 0.019) but not recipient (P = 0.89) genotype. In the multivariate model, donor GC or GG variants had 2.53 times the risk (95% confidence interval [CI] 1.25-5.02, P = 0.008) compared to CC variants. In the alternative endpoint: stage 3 fibrosis or all-cause mortality/graft loss, the effect of donor genotype was attenuated but remained significant at 1.98 (95% CI 1.11-3.53). CONCLUSIONS: The rs738409 genotype is an important predictor of posttransplant outcome in HCV. Liver, and not adipocytes, is the site at which this effect occurs. Our finding may be useful in donor selection for liver transplantation with HCV, and may guide decisions regarding early antiviral treatment.


Subject(s)
Disease Progression , Genotype , Hepatitis C/surgery , Lipase/genetics , Liver Cirrhosis/genetics , Liver Transplantation , Membrane Proteins/genetics , Tissue Donors , Biopsy , Cohort Studies , Female , Follow-Up Studies , Humans , Liver/pathology , Liver Cirrhosis/pathology , Male , Middle Aged , Multivariate Analysis , Polymorphism, Single Nucleotide/genetics , Retrospective Studies , Transplantation , Treatment Outcome
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