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Clusters previously defined based on the patterns of oncogenic pathway activation were analyzed to assess whether alternative chemotherapeutic options were likely to be effective for specific patient clusters predicted to be predominantly resistant to the original chemotherapy agent.
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While it is possible that transcript profiling of a higher number of DSD-patients could lead to demarcation of even diagnosis-specific patient clusters, the consistency of the transcript profiles across the different diagnoses argues strongly that these four categories are relatively robust.
This indicated that the basal subtype-specific patient cluster was enriched in genes expressed in normal epithelium when compared with other tumor subtypes.
These clusters were not merely dominated by a few specific patients with a particular outcome.
Consequently, cancer patients develop specific symptom clusters pathognomonic of a disrupted circadian organization, including poor nighttime sleep quality, depressed mood, and increased anxiety; daytime fatigue and lethargy; and anorexia, early satiety, and diminished taste sensation [ 15- 21].
This hypothesis is supported by our observation that the proportion of patients affected by specific comorbidity clusters that are strongly related to advancing age and obesity, such as hypertension and diabetes, increased most significantly over the study period.
Other LHAs prefer to focus their resources on intermediate structures, each providing care for specific clusters of patients (e.g., elderly people, post-acute and chronic patients, disabled people) and mirroring hospital settings through the establishment of a network of non-hospital structures with a higher level of appropriateness in relation to their inhabitants' needs.
Conditional models estimate predictor effects for patients in the specific clusters.
Our analysis of SNF2 family enzymes and CRC auxiliary subunits in different AML subtypes using the AML cohort from The Cancer Genome Atlas (TCGA) revealed that the expression patterns are not sufficiently specific to cluster the patients based on prognosis [ 92].
In theory, one can incorporate both patient-specific and cluster-specific random effects.
The primary objective of this study was to investigate whether specific clusters can be identified among patients with non-specific LBP, based on an explorative cluster analysis on patients' clinical course pattern of LBP over a 6 month period.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com