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2.
Glob Heart ; 17(1): 35, 2022.
Article in English | MEDLINE | ID: mdl-35837364

ABSTRACT

Non-communicable diseases, particularly cardiovascular diseases, are the leading cause of decreased life expectancy and death in Latin America and the Caribbean. Although a lifestyle, which includes no tobacco use, good nutrition, and regular physical activity is touted as key to health, the environmental, racial, social and economic conditions, which underpin lifestyle are often ignored or considered only secondarily. Placing the main responsibility on a patient to change their lifestyle or to simply comply with pharmacological treatment ignores the specific conditions in which the individual lives. Furthermore, there are major disparities in access to both healthy living conditions as well as access to medical care. There is sufficient evidence to support advocating for policies that support healthy living, particularly healthy food choices. Progress is being made to improve the food environment with enactment of front of package nutritional labels. However, policies were enacted only after intense regional research and advocacy supporting their implementation. Government officials must rise above the pressures of commercial interests and support health-promoting policies or be exposed as self-interest groups themselves. Strong advocacy is required to persuade officials that all policies should take health into consideration both to improve lives and economies.


Subject(s)
Cardiovascular Diseases , Cardiovascular Diseases/epidemiology , Cardiovascular Diseases/prevention & control , Caribbean Region/epidemiology , Health Policy , Humans , Latin America/epidemiology , Life Expectancy
3.
Diabetes ; 71(4): 722-732, 2022 04 01.
Article in English | MEDLINE | ID: mdl-35073398

ABSTRACT

Type 1 diabetes is characterized by a loss of tolerance to pancreatic ß-cell autoantigens and defects in regulatory T-cell (Treg) function. In preclinical models, immunotherapy with MHC-selective, autoantigenic peptides restores immune tolerance, prevents diabetes, and shows greater potency when multiple peptides are used. To translate this strategy into the clinical setting, we administered a mixture of six HLA-DRB1*0401-selective, ß-cell peptides intradermally to patients with recent-onset type 1 diabetes possessing this genotype in a randomized placebo-controlled study at monthly doses of 10, 100, and 500 µg for 24 weeks. Stimulated C-peptide (measuring insulin functional reserve) had declined in all placebo subjects at 24 weeks but was maintained at ≥100% baseline levels in one-half of the treated group. Treatment was accompanied by significant changes in islet-specific immune responses and a dose-dependent increase in Treg expression of the canonical transcription factor FOXP3 and changes in Treg gene expression. In this first-in-human study, multiple-peptide immunotherapy shows promise as a strategy to correct immune regulatory defects fundamental to the pathobiology of autoimmune diabetes.


Subject(s)
Diabetes Mellitus, Type 1 , Autoantigens , Diabetes Mellitus, Type 1/genetics , Humans , Immunologic Factors/therapeutic use , Immunotherapy , Peptides/therapeutic use , T-Lymphocytes, Regulatory
4.
Diabetologia ; 64(8): 1822-1833, 2021 08.
Article in English | MEDLINE | ID: mdl-34003304

ABSTRACT

AIMS/HYPOTHESIS: The circadian clock influences both diabetes and immunity. Our goal in this study was to characterise more thoroughly the circadian patterns of immune cell populations and cytokines that are particularly relevant to the immune pathology of type 1 diabetes and thus fill in a current gap in our understanding of this disease. METHODS: Ten individuals with established type 1 diabetes (mean disease duration 11 years, age 18-40 years, six female) participated in a circadian sampling protocol, each providing six blood samples over a 24 h period. RESULTS: Daily ranges of population frequencies were sometimes large and possibly clinically significant. Several immune populations, such as dendritic cells, CD4 and CD8 T cells and their effector memory subpopulations, CD4 regulatory T cells, B cells and cytokine IL-6, exhibited statistically significant circadian rhythmicity. In a comparison with historical healthy control individuals, but using shipped samples, we observed that participants with type 1 diabetes had statistically significant phase shifts occurring in the time of peak occurrence of B cells (+4.8 h), CD4 and CD8 T cells (~ +5 h) and their naive and effector memory subsets (~ +3.3 to +4.5 h), and regulatory T cells (+4.1 h). An independent streptozotocin murine experiment confirmed the phase shifting of CD8 T cells and suggests that circadian dysrhythmia in type 1 diabetes might be an effect and not a cause of the disease. CONCLUSIONS/INTERPRETATION: Future efforts investigating this newly described aspect of type 1 diabetes in human participants are warranted. Peripheral immune populations should be measured near the same time of day in order to reduce circadian-related variation.


Subject(s)
Chronobiology Disorders/immunology , Circadian Rhythm/immunology , Diabetes Mellitus, Type 1/immunology , Immune System/physiology , Adolescent , Adult , Animals , B-Lymphocytes/immunology , CD4-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/immunology , Circadian Clocks/genetics , Dendritic Cells/immunology , Female , Flow Cytometry , Humans , Interleukin-6/blood , Lymphocyte Count , Male , Mice , Mice, Inbred C57BL , T-Lymphocytes, Regulatory/immunology , Young Adult
5.
Future Sci OA ; 6(7): FSO604, 2020 Jun 23.
Article in English | MEDLINE | ID: mdl-32802401

ABSTRACT

AIM: Double-blind placebo-controlled intervention using glutamic acid decarboxylase (GAD)-alum, vitamin D and Ibuprofen in recent onset Type I diabetes (T1D). METHODS: 64 patients (T1D since <4 months, age 10-17.99, fasting sC-peptide ≥0.12 nmol/l, GADA-positive) were randomized into Day(D) 1-90 400 mg/day Ibuprofen, D1-450 vitamin D 2000 IU/day, D15, 45 sc. 20 µg GAD-alum; as A but placebo instead of Ibuprofen; as B but 40 µg GAD-alum D15, 45; placebo. RESULTS: Treatment was safe and tolerable. No C-peptide preservation was observed. We observed a linear correlation of baseline C-peptide, HbA1c and insulin/per kilogram/24 h with change in C-peptide AUC at 15 months (r = -0.776, p < 0.0001). CONCLUSION: Ibuprofen, vitamin D + GAD-alum did not preserve C-peptide. Treatment efficacy was influenced by baseline clinical and immunological factors and vitamin D concentration. Clinical Trial Registration: NCT01785108 (ClinicalTrials.gov).

6.
Diabetologia ; 63(10): 2177-2181, 2020 10.
Article in English | MEDLINE | ID: mdl-32754804

ABSTRACT

AIMS/HYPOTHESIS: The aim of this study was to determine if retention of C-peptide following immunotherapy using recombinant GAD65 conjugated to aluminium hydroxide (GAD-alum) is influenced by HLA risk haplotypes DR3-DQ2 and DR4-DQ8. METHODS: HLA-dependent treatment effect of GAD-alum therapy on C-peptide retention in individuals with recent-onset type 1 diabetes was evaluated using individual-level patient data from three placebo-controlled, randomised clinical trials using a mixed repeated measures model. RESULTS: A significant and dose-dependent effect was observed in individuals positive for the genotypes that include HLA-DR3-DQ2 but not HLA-DR4-DQ8 and in the broader subgroup of individuals positive for all genotypes that include HLA-DR3-DQ2 (i.e. including those also positive for HLA-DR4-DQ8). Higher doses (three or four injections) showed a treatment effect ratio of 1.596 (95% CI 1.132, 2.249; adjusted p = 0.0035) and 1.441 (95% CI 1.188, 1.749; adjusted p = 0.0007) vs placebo for the two respective HLA subgroups. CONCLUSIONS/INTERPRETATION: GAD65-specific immunotherapy has a significant effect on C-peptide retention in individuals with recent-onset type 1 diabetes who have the DR3-DQ2 haplotype. Graphical abstract.


Subject(s)
Adjuvants, Immunologic/therapeutic use , Aluminum Hydroxide/therapeutic use , C-Peptide/metabolism , Desensitization, Immunologic/methods , Diabetes Mellitus, Type 1/therapy , Glutamate Decarboxylase/therapeutic use , HLA-DQ Antigens/genetics , HLA-DR3 Antigen/genetics , Diabetes Mellitus, Type 1/genetics , Diabetes Mellitus, Type 1/immunology , Diabetes Mellitus, Type 1/metabolism , HLA-DR4 Antigen/genetics , Haplotypes , Humans , Immunotherapy/methods , Randomized Controlled Trials as Topic , Treatment Outcome
7.
J Immunol ; 204(12): 3129-3138, 2020 06 15.
Article in English | MEDLINE | ID: mdl-32404353

ABSTRACT

We previously reported that costimulation blockade by abatacept limits the decline of ß-cell function and the frequency of circulating CD4+ central memory T cells (TCM) (CD45RO+CD62L+) in new-onset type 1 diabetes. In human subjects receiving placebo, we found a significant association between an increase in CD4+ TCM cells and the decline of ß-cell function. To extend and refine these findings, we examined changes in human CD4+ and CD8+ naive and memory T cell subsets at greater resolution using polychromatic flow and mass cytometry. In the placebo group, we successfully reproduced the original finding of a significant association between TCM and ß-cell function and extended this to other T cell subsets. Furthermore, we show that abatacept treatment significantly alters the frequencies of a majority of CD4+ conventional and regulatory T cell subsets; in general, Ag-naive subsets increase and Ag-experienced subsets decrease, whereas CD8+ T cell subsets are relatively resistant to drug effects, indicating a lesser reliance on CD28-mediated costimulation. Importantly, abatacept uncouples the relationship between changes in T cell subsets and ß-cell function that is a component of the natural history of the disease. Although these data suggest immunological markers for predicting change in ß-cell function in type 1 diabetes, the finding that abatacept blunts this relationship renders the biomarkers nonpredictive for this type of therapy. In sum, our findings point to a novel mechanism of action for this successful immunotherapy that may guide other disease-modifying approaches for type 1 diabetes.


Subject(s)
B-Lymphocytes/immunology , CD4-Positive T-Lymphocytes/immunology , Diabetes Mellitus, Type 1/immunology , Immunologic Memory/immunology , Abatacept/pharmacology , B-Lymphocytes/drug effects , Biomarkers/blood , CD28 Antigens/immunology , CD4-Positive T-Lymphocytes/drug effects , CD8-Positive T-Lymphocytes/drug effects , CD8-Positive T-Lymphocytes/immunology , Cells, Cultured , Diabetes Mellitus, Type 1/blood , Humans , Immunologic Memory/drug effects , Insulin-Secreting Cells/drug effects , Insulin-Secreting Cells/immunology , T-Lymphocytes, Regulatory/drug effects , T-Lymphocytes, Regulatory/immunology
8.
Diabetologia ; 63(6): 1186-1198, 2020 06.
Article in English | MEDLINE | ID: mdl-32248243

ABSTRACT

AIMS/HYPOTHESIS: Antigen-specific therapy aims to modify inflammatory T cell responses in type 1 diabetes and restore immune tolerance. One strategy employs GAD65 conjugated to aluminium hydroxide (GAD-alum) to take advantage of the T helper (Th)2-biasing adjuvant properties of alum and thereby regulate pathological Th1 autoimmunity. We explored the cellular and molecular mechanism of GAD-alum action in the setting of a previously reported randomised placebo-controlled clinical trial conducted by Type 1 Diabetes TrialNet. METHODS: In the clinical trial conducted by Type 1 Diabetes TrialNet, participants were immunised with 20 µg GAD-alum (twice or three times) or alum alone and peripheral blood mononuclear cell samples were banked at baseline and post treatment. In the present study, GAD-specific T cell responses were measured in these samples and GAD-specific T cell lines and clones were generated, which were then further characterised. RESULTS: At day 91 post immunisation, we detected GAD-specific IL-13+ CD4 T cell responses significantly more frequently in participants immunised with GAD-alum (71% and 94% treated twice or three times, respectively) compared with those immunised with alum alone (38%; p = 0.003 and p = 0.0002, respectively) accompanied by high secreted levels of IL-13, IL-4 and IL-5, confirming a GAD-specific, GAD-alum-induced Th2 response. Of note, GAD-specific, IL-13+ CD4 T cells observed after immunisation co-secreted IFN-γ, displaying a bifunctional Th1/Th2 phenotype. Single-cell transcriptome analysis identified IL13 and IFNG expression in concert with the canonical Th2 and Th1 transcription factor genes GATA3 and TBX21, respectively. T cell receptor ß-chain (TCRB) CDR3 regions of GAD-specific bifunctional T cells were identified in circulating naive and central memory CD4 T cell pools of non-immunised participants with new-onset type 1 diabetes and healthy individuals, suggesting the potential for bifunctional responses to be generated de novo by GAD-alum immunisation or via expansion from an existing public repertoire. CONCLUSIONS/INTERPRETATION: GAD-alum immunisation activates and propagates GAD-specific CD4 T cells with a distinctive bifunctional phenotype, the functional analysis of which might be important in understanding therapeutic responses.


Subject(s)
CD4-Positive T-Lymphocytes/metabolism , Diabetes Mellitus, Type 1/immunology , Diabetes Mellitus, Type 1/therapy , Immunotherapy/methods , Th1 Cells/immunology , Th2 Cells/immunology , Cell Line , Cryopreservation , Humans , Randomized Controlled Trials as Topic , Receptors, Antigen, T-Cell/metabolism , Th1 Cells/metabolism , Th2 Cells/metabolism
9.
Sci Rep ; 10(1): 672, 2020 01 20.
Article in English | MEDLINE | ID: mdl-31959869

ABSTRACT

In this study, we sought to fill an important gap in fundamental immunology research by conducting a comprehensive systems immunology analysis of daily variation in the normal human peripheral immune system. Although variation due to circadian rhythmicity was not a significant source of variation in daily B-cell levels or any CD4+ functional subset, it accounted for more than 25% of CD4+ regulatory T-cell variation and over 50% of CD8+ central memory variation. Circadian rhythmicity demonstrated phase alignment within functional phenotypes. In addition, we observed that previously-described mechanistic relationships can also appear in the peripheral system as phase shifting in rhythmic patterns. We identified a set of immune factors which are ubiquitously correlated with other factors and further analysis also identified a tightly-correlated "core" set whose relational structure persisted after analytically removing circadian-related variation. This core set consisted of CD8+ and its subpopulations and the NK population. In sum, the peripheral immune system can be conceptualized as a dynamic, interconnected wave-field repeating its pattern on a daily basis. Our data provide a comprehensive inventory of synchronization and correlation within this wave-field and we encourage use of our data to discover unknown mechanistic relationships which can then be tested in the laboratory.


Subject(s)
Circadian Clocks/immunology , Circadian Rhythm/immunology , Immune System/immunology , Adult , B-Lymphocytes/immunology , CD4-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/immunology , Female , Humans , Killer Cells, Natural/immunology , Lymphocyte Activation/immunology , Male , Young Adult
14.
J Clin Invest ; 128(8): 3460-3474, 2018 08 01.
Article in English | MEDLINE | ID: mdl-29851415

ABSTRACT

In type 1 diabetes, cytotoxic CD8+ T cells with specificity for ß cell autoantigens are found in the pancreatic islets, where they are implicated in the destruction of insulin-secreting ß cells. In contrast, the disease relevance of ß cell-reactive CD8+ T cells that are detectable in the circulation, and their relationship to ß cell function, are not known. Here, we tracked multiple, circulating ß cell-reactive CD8+ T cell subsets and measured ß cell function longitudinally for 2 years, starting immediately after diagnosis of type 1 diabetes. We found that change in ß cell-specific effector memory CD8+ T cells expressing CD57 was positively correlated with C-peptide change in subjects below 12 years of age. Autoreactive CD57+ effector memory CD8+ T cells bore the signature of enhanced effector function (higher expression of granzyme B, killer-specific protein of 37 kDa, and CD16, and reduced expression of CD28) compared with their CD57- counterparts, and network association modeling indicated that the dynamics of ß cell-reactive CD57+ effector memory CD8+ T cell subsets were strongly linked. Thus, coordinated changes in circulating ß cell-specific CD8+ T cells within the CD57+ effector memory subset calibrate to functional insulin reserve in type 1 diabetes, providing a tool for immune monitoring and a mechanism-based target for immunotherapy.


Subject(s)
CD8-Positive T-Lymphocytes/immunology , Diabetes Mellitus, Type 1/immunology , Immunologic Memory , Insulin-Secreting Cells/immunology , Adult , CD8-Positive T-Lymphocytes/pathology , Child , Diabetes Mellitus, Type 1/pathology , Diabetes Mellitus, Type 1/therapy , Female , Humans , Insulin-Secreting Cells/pathology , Male
16.
J Clin Endocrinol Metab ; 102(12): 4428-4434, 2017 12 01.
Article in English | MEDLINE | ID: mdl-29040630

ABSTRACT

Context: There is little information regarding ß cell mass in individuals at early stages of type 1 diabetes (T1D). Objective: To investigate both acute insulin response to arginine at hyperglycemia (AIRmax), as a correlate of ß cell mass, and ß cell function by the intravenous glucose tolerance test (IVGTT) in subjects at early stages of T1D. Design/Setting/Participants: Forty subjects were enrolled: (1) low-risk group: relatives of patients with T1D with 0 to 1 antibody (n = 21) and (2) high-risk group: relatives with ≥2 antibodies (n = 19). Main Outcome Measure: Acute insulin and C-peptide responses to IVGTT and to AIRmax. Participants underwent two IVGTT and AIRmax procedures on different days. Results: AIRmax was reproducible, well tolerated, and correlated to first-phase insulin response (FPIR) from IVGTT (r = 0.779). The high-risk group had greater impaired ß cell function compared with the low-risk group, determined both by lower mean FPIR and a greater number of subjects below an established threshold for abnormal function [10 of 19 (52.6%) versus 4 of 21 (19%)]. There was a heterogeneous AIRmax response in these subjects with low FPIR, ranging from 38 to 250 µU/mL. Conclusions: There is significant variation in insulin secretory reserve as assessed by AIRmax in family members with low ß cell function assessed by FPIR. As AIRmax is a functional measure of ß cell mass, these data suggest heterogeneity in disease pathogenesis in which mass is preserved in relation to function in some individuals. The tolerability and reproducibility of AIRmax suggest it could be a useful stratification measure in clinical trials of disease-modifying therapy.


Subject(s)
Arginine/pharmacology , Diabetes Mellitus, Type 1/blood , Glucose/pharmacology , Hyperglycemia/blood , Insulin-Secreting Cells/drug effects , Pancreatic Function Tests/methods , Adult , Arginine/adverse effects , C-Peptide/blood , Cell Count , Female , Glucose Tolerance Test , Humans , Insulin/blood , Male , Reproducibility of Results , Risk
17.
Sci Transl Med ; 9(402)2017 08 09.
Article in English | MEDLINE | ID: mdl-28794283

ABSTRACT

Immunotherapy using short immunogenic peptides of disease-related autoantigens restores immune tolerance in preclinical disease models. We studied safety and mechanistic effects of injecting human leukocyte antigen-DR4(DRB1*0401)-restricted immunodominant proinsulin peptide intradermally every 2 or 4 weeks for 6 months in newly diagnosed type 1 diabetes patients. Treatment was well tolerated with no systemic or local hypersensitivity. Placebo subjects showed a significant decline in stimulated C-peptide (measuring insulin reserve) at 3, 6, 9, and 12 months versus baseline, whereas no significant change was seen in the 4-weekly peptide group at these time points or the 2-weekly group at 3, 6, and 9 months. The placebo group's daily insulin use increased by 50% over 12 months but remained unchanged in the intervention groups. C-peptide retention in treated subjects was associated with proinsulin-stimulated interleukin-10 production, increased FoxP3 expression by regulatory T cells, low baseline levels of activated ß cell-specific CD8 T cells, and favorable ß cell stress markers (proinsulin/C-peptide ratio). Thus, proinsulin peptide immunotherapy is safe, does not accelerate decline in ß cell function, and is associated with antigen-specific and nonspecific immune modulation.


Subject(s)
Diabetes Mellitus, Type 1/therapy , Immunotherapy/methods , Peptides/therapeutic use , Proinsulin/therapeutic use , Adolescent , Adult , Autoantibodies/immunology , Autoantigens/immunology , C-Peptide/metabolism , Diabetes Mellitus, Type 1/metabolism , Double-Blind Method , Female , Humans , Immunophenotyping , Male , Middle Aged , T-Lymphocytes, Regulatory/metabolism , Young Adult
18.
Diabetologia ; 60(1): 43-49, 2017 01.
Article in English | MEDLINE | ID: mdl-27704166

ABSTRACT

AIMS/HYPOTHESIS: GAD is a major target of the autoimmune response that occurs in type 1 diabetes mellitus. Randomised controlled clinical trials of a GAD + alum vaccine in human participants have so far given conflicting results. METHODS: In this study, we sought to see whether a clearer answer to the question of whether GAD65 has an effect on C-peptide could be reached by combining individual-level data from the randomised controlled trials using Bayesian meta-analysis to estimate the probability of a positive biological effect (a reduction in C-peptide loss compared with placebo approximately 1 year after the GAD vaccine). RESULTS: We estimate that there is a 98% probability that 20 µg GAD with alum administered twice yields a positive biological effect. The effect is probably a 15-20% reduction in the loss of C-peptide at approximately 1 year after treatment. This translates to an annual expected loss of between -0.250 and -0.235 pmol/ml in treated patients compared with an expected 2 h AUC loss of -0.294 pmol/ml at 1 year for untreated newly diagnosed patients. CONCLUSIONS/INTERPRETATION: The biological effect of this vaccination should be developed further in order to reach clinically desirable reductions in insulin loss in patients recently diagnosed with type 1 diabetes.


Subject(s)
Diabetes Mellitus, Type 1/drug therapy , Diabetes Mellitus, Type 1/immunology , Glutamate Decarboxylase/immunology , Insulin/metabolism , Vaccines/immunology , Adolescent , Adult , Bayes Theorem , Child , Diabetes Mellitus, Type 1/metabolism , Female , Humans , Male , Middle Aged , Young Adult
19.
Diabetes Technol Ther ; 17(12): 867-71, 2015 Dec.
Article in English | MEDLINE | ID: mdl-26375197

ABSTRACT

BACKGROUND: Islet autoantibody testing provides the basis for assessment of risk of progression to type 1 diabetes. We set out to determine the feasibility and acceptability of dried capillary blood spot-based screening to identify islet autoantibody-positive relatives potentially eligible for inclusion in prevention trials. MATERIALS AND METHODS: Dried blood spot (DBS) and venous samples were collected from 229 relatives participating in the TrialNet Pathway to Prevention Study. Both samples were tested for glutamic acid decarboxylase, islet antigen 2, and zinc transporter 8 autoantibodies, and venous samples were additionally tested for insulin autoantibodies and islet cell antibodies. We defined multiple autoantibody positive as two or more autoantibodies in venous serum and DBS screen positive if one or more autoantibodies were detected. Participant questionnaires compared the sample collection methods. RESULTS: Of 44 relatives who were multiple autoantibody positive in venous samples, 42 (95.5%) were DBS screen positive, and DBS accurately detected 145 of 147 autoantibody-negative relatives (98.6%). Capillary blood sampling was perceived as more painful than venous blood draw, but 60% of participants would prefer initial screening using home fingerstick with clinic visits only required if autoantibodies were found. CONCLUSIONS: Capillary blood sampling could facilitate screening for type 1 diabetes prevention studies.


Subject(s)
Autoantibodies/analysis , Diabetes Mellitus, Type 1/diagnosis , Dried Blood Spot Testing , Islets of Langerhans/immunology , Mass Screening/methods , Adolescent , Adult , Cation Transport Proteins/antagonists & inhibitors , Child , Diabetes Mellitus, Type 1/blood , Diabetes Mellitus, Type 1/immunology , Europe , Family Health , Feasibility Studies , Female , Glutamate Decarboxylase/antagonists & inhibitors , Humans , Insulin Antibodies/analysis , Male , North America , Patient Preference , Receptor-Like Protein Tyrosine Phosphatases, Class 8/antagonists & inhibitors , Sensitivity and Specificity , Young Adult , Zinc Transporter 8
20.
Clin Immunol ; 161(1): 31-6, 2015 Nov.
Article in English | MEDLINE | ID: mdl-26111480

ABSTRACT

Biomarkers have become, and will continue to become, increasingly important to clinical immunology research. Yet, biomarkers often present new problems and raise new statistical and study design issues to scientists working in clinical immunology. In this paper I discuss statistical considerations related to the important biomarker problems of: 1) The design and analysis of clinical studies which seek to determine whether changes from baseline in a biomarker are associated with changes in a metabolic outcome; 2) The conditions that are required for a biomarker to be considered a "surrogate"; 3) Considerations that arise when analyzing whether or not a predictive biomarker could act as a surrogate endpoint; 4) Biomarker timing relative to the clinical endpoint; 5) The problem of analyzing studies that measure many biomarkers from few subjects; and, 6) The use of statistical models when analyzing biomarker data arising from count data.


Subject(s)
Biomarkers/analysis , Diabetes Mellitus, Type 1/metabolism , Outcome Assessment, Health Care/statistics & numerical data , Research Design/statistics & numerical data , C-Peptide/analysis , Diabetes Mellitus, Type 1/diagnosis , Diabetes Mellitus, Type 1/drug therapy , Humans , Immunologic Factors/therapeutic use , Models, Statistical , Outcome Assessment, Health Care/methods , Rituximab/therapeutic use , Time Factors
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