Cluster Analysis in Diagnosis

1992 ◽  
Vol 38 (2) ◽  
pp. 182-198 ◽  
Author(s):  
Wolfgang Vogt ◽  
Dorothea Nagel

Abstract The purpose of this paper is to survey the usefulness of cluster analysis in the special case of diagnoses. This complex topic is restricted, however, to the application on laboratory characteristics, separately or in connection with clinical data. The article is subdivided into three parts: (a) the fields of a possible use of cluster analysis, detection of diseases or subgroups of diseases, and data reduction by detection of structures; (b) a brief mathematical description of hierarchical and partitioning classification techniques (as a crucial point, the problems associated with these methods are discussed); (c) a critical review of 24 publications of the past 10 years concerning cluster analysis and diagnoses.

1996 ◽  
Vol 8 (1) ◽  
pp. 1-10 ◽  
Author(s):  
Ken Bartley

This paper discusses the need for nationally based analytical models of the medieval period. The use of cluster analysis as a method for classifying demesne farms, by the crops they grew and their livestock management, is explained. Successful implementation of cluster analysis requires both the existence of a large base sample, to permit isolation of specific groupings within the data, and access to considerable processing time. The paper concludes by demonstrating how discriminant analysis can provide an efficient and systematic way of classifying even a single manor within a national frame of reference.


2016 ◽  
Vol 11 (4) ◽  
pp. 230-240 ◽  
Author(s):  
Salomao Queiroz ◽  
Helenilton Alves ◽  
Gleysson Assis ◽  
Thalita Conceicao ◽  
Adriano Germano ◽  
...  

Author(s):  
Milan Radojicic ◽  
Aleksandar Djokovic ◽  
Nikola Cvetkovic

Unpredictable and uncontrollable situations have happened throughout history. Inevitably, such situations have an impact on various spheres of life. The coronavirus disease 2019 has affected many of them, including sports. The ban on social gatherings has caused the cancellation of many sports competitions. This paper proposes a methodology based on hierarchical cluster analysis (HCA) that can be applied when a need occurs to end an interrupted tournament and the conditions for playing the remaining matches are far from ideal. The proposed methodology is based on how to conclude the season for Serie A, a top-division football league in Italy. The analysis showed that it is reasonable to play 14 instead of the 124 remaining matches of the 2019–2020 season to conclude the championship. The proposed methodology was tested on the past 10 seasons of the Serie A, and its effectiveness was confirmed. This novel approach can be used in any other sport where round-robin tournaments exist.


Clay Minerals ◽  
2017 ◽  
Vol 52 (4) ◽  
pp. 469-483 ◽  
Author(s):  
S. Petit ◽  
F. Baron ◽  
A. Decarreau

AbstractThe synthesis of clay minerals has been studied for decades in an attempt to better understand their formation in natural environments and more recently to obtain clay minerals with controlled compositions and properties. Even though nontronite has been synthesized successfully since 1935, the process is not a straightforward and has been poorly documented. In the present review concerning the synthesis of nontronite and other Fe-rich smectites, the experiments attempted in the past are discussed critically in light of the most recent data. Most notably, the application of relationships established recently, thanks to synthetic smectitic series, have allowed us to refine the chemical compositions of some nontronites synthesized previously.


2017 ◽  
Vol 238 ◽  
pp. 234-244 ◽  
Author(s):  
Jianpei Wang ◽  
Shihong Yue ◽  
Xiao Yu ◽  
Yaru Wang

2021 ◽  
Vol 24 (1) ◽  
pp. 39-42
Author(s):  
Szabolcs Szentesi ◽  
◽  
Béla Illés ◽  
Peter Tamas ◽  
◽  
...  

Consignment sales are a special case of supply chains, as the products are never the property of the seller, so the distribution logistics network and the logic of the structure of the products are radically different from those of normal supply chains. Another problem is that the products have a shelf life. The inventory mechanism (qmin; qmax) is most often used for the commissioned stocks of companies producing food supplements and when checking the central inventory, i.e. replenishment to the maximum stock level when a certain stock level is reached. There are several factors to consider when filling up commission stocks and reviewing them by period. With the mathematical correlations of these factors, it is possible to distribute the commissioned finished products optimally. The paper deals with this problem.


Fahm-i-Islam ◽  
2020 ◽  
Vol 3 (1) ◽  
pp. 55-70
Author(s):  
Dr Aurangzeb

Over the past several years, despite the constant evolution of the legislation the problem of gender equality in the West has been steadily increasing. What is the reason why there is no significant progress in solving gender equality issues in the West yet? Several reports and researches have pointed out to this problem. On the contrary, Islam provides a viable solution to this ever increasing problem; for Islam has a comprehensive yet simple view of gender equality. But the West, instead of understanding Islamic principles objectively, raises objections without a thorough study. However, the Western principle of gender equality has completely failed. In this article a critical analysis of the western gender equality and Islamic principles has been carried out. It also highlights Islamic view point of gender equality. The study argues that the contemporary gender equality problems and issues that have engulfed the world particularly the Western countries can be mitigated by employing the Islamic principles of gender equality


Blood ◽  
2020 ◽  
Vol 136 (Supplement 1) ◽  
pp. 1-2
Author(s):  
Nassim Djebli ◽  
Peter N Morcos ◽  
Félix Jaminion ◽  
Elena Guerini ◽  
Nicole A Kratochwil ◽  
...  

Introduction: Glofitamab (RG6026; RO7082859; CD20-TCB) is a novel '2:1' format T-cell-engaging bispecific antibody that has two CD20 and one CD3 binding domains, enabling increased tumor antigen avidity, rapid T-cell activation, and enhanced tumor cell killing in B-cell malignancies. Clinical data from NP30179 demonstrated that fixed dosing of glofitamab (0.6-25mg) induced high and durable complete responses with a manageable safety profile in heavily pre-treated R/R NHL patients (pts; Dickinson, et al. EHA 2020). Obinutuzumab pretreatment (Gpt) 7 days prior to first administration of glofitamab was shown to be effective in mitigating the risk of cytokine release syndrome (CRS), allowing for rapid escalation of glofitamab to clinically active doses (Dickinson, et al. EHA 2020). We previously investigated population pharmacokinetics (popPK) and exposure-response (ER) relationships for glofitamab in NP30179; NCT03075696 (Djebli N, et al. Blood 2019), where modelling indicated step-up dosing would further mitigate CRS while maximizing efficacy. The present analysis is an update of previous models, including confirmatory data from the first step-up dosing (SUD) pts. Methods: Pts with indolent (i) or aggressive (a) R/R NHL received glofitamab fixed dosing (0.005-25mg every 2 or 3 weeks) or SUD (n=31, 2.5/10/16 and 2.5/10/30mg) following single Gpt 1000mg on Cycle (C) 1 Day (D) −7 to mitigate CRS. Serial and sparse glofitamab, and sparse G PK data were used to develop a popPK model in NONMEM® software (v7.4). The cut-off date of April 17, 2020 enabled inclusion of 16 (2.5/10/16mg) and 15 (2.5/10/30mg) SUD pts. Physiologically relevant covariates were investigated for their potential influence on glofitamab PK variability. Using the established G popPK model (Gibiansky, et al. CPT Pharmacometrics Syst Pharmacol 2014), G concentration-time profiles were constructed to estimate glofitamab receptor occupancy (RO%) in the presence of G competing for CD20 receptors over time. The relationship between glofitamab AvgRO% over the first 24 hours and CRS, with a focus on Grade (Gr) ≥2 CRS (defined by ASTCT criteria [Lee, et al. 2019]) was investigated in iNHL and aNHL pts combined. ER relationships between glofitamab time-averaged RO% (AvgRO%) up to C3D1, which is when the first response assessment was taken, and complete response rate (CRR) were characterized in aNHL pts who reached C3D1. Results : PopPK were analyzed in 230 iNHL and aNHL pts with ≥1 PK sample (fixed and SUD). ER relationships were analyzed in 95 aNHL pts with PK/efficacy data at C3D1, and in 204 iNHL and aNHL pts with PK/safety data. Glofitamab PK were best described using a two-compartment PK model with linear clearance and were comparable in pts with iNHL and aNHL. The effect of bodyweight on volumes and clearances was retained. Positive ER relationships were observed between AvgRO% over the first 24 hours and Gr ≥2 CRS in both iNHL and aNHL pts (p=0.002; Figure 1A), and between AvgRO% up to C3D1 and efficacy in aNHL pts (p=0.008; Figure 1B). Based on previous ER analyses (Djebli, et al. Blood 2019) of data from pts receiving fixed dosing, a SUD regimen (2.5/10/30mg Q3W) was selected to optimize the benefit/risk profile by beginning treatment at a dose to have CRS at manageable levels whilst allowing escalation to a higher dose associated with better clinical response. Updated ER analysis from fixed (n=199) and SUD (n=31) pts predicts an AvgRO% in the first 24 hours of 0.16% (0.10-0.29%), corresponding to a predicted Gr ≥2 CRS rate of 23.3% (20.8-26.8%) in iNHL and aNHL pts, and an AvgRO% to C3D1 of 0.75% (0.49-1.98%) corresponding to an anticipated CRR at Cycle 3 of 46.1% (42.7-53.8%) in aNHL pts. In comparison, clinical data from aNHL and iNHL pts receiving 2.5/10/16 and 2.5/10/30mg SUD (Hutchings, et al. ASH 2020) demonstrated a Gr ≥2 CRS rate of 21.6 % following the 2.5mg glofitamab dose (n=37), and a complete metabolic response rate of 40.6% (n=32). Conclusions: Glofitamab PopPK and ER relationships for efficacy/safety were updated, including data from SUD pts. These models and emerging SUD clinical data confirm that in NHL pts, the SUD regimen allowed glofitamab escalation up to 30mg to maximize efficacy while minimizing the risk of increased CRS at the first administration. These models are being developed further to support optimal biological-dose selection of glofitamab, both as monotherapy and in combination with other agents. Disclosures Djebli: F. Hoffmann-La Roche: Current Employment, Current equity holder in private company. Morcos:F. Hoffmann-La Roche: Current equity holder in publicly-traded company, Ended employment in the past 24 months. Jaminion:F. Hoffmann-La Roche: Current Employment, Current equity holder in private company. Guerini:F. Hoffmann-La Roche: Current Employment, Current equity holder in private company. Kratochwil:F. Hoffmann-La Roche: Current Employment. Justies:F. Hoffmann-La Roche: Current Employment. Schick:F. Hoffmann-La Roche: Current Employment. Kwan:Genentech, Inc./ F. Hoffmann-La Roche: Current equity holder in publicly-traded company; Genentech, Inc.: Current Employment. Humphrey:F. Hoffmann-La Roche: Current Employment, Current equity holder in private company, Current equity holder in publicly-traded company. Lundberg:F. Hoffmann-La Roche: Current Employment, Current equity holder in publicly-traded company. Carlile:F. Hoffmann-La Roche: Current Employment, Current equity holder in publicly-traded company; AstraZeneca: Current equity holder in publicly-traded company, Ended employment in the past 24 months. OffLabel Disclosure: Glofitamab (RG6026; CD20-TCB) is a full-length, fully humanized immunoglobulin G1 (IgG1) bispecific antibody with a 2:1 molecular format that facilitates bivalent binding to CD20 on B-cells, and monovalent binding to CD3 on T-cells. Glofitamab redirects T cells to engage and eliminate malignant B cells. Glofitamab is an investigational agent.


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