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Items: 3

1.

Generating automated kidney transplant biopsy reports combining molecular measurements with ensembles of machine learning classifiers

(Submitter supplied) We previously reported a system for assessing rejection in kidney transplant biopsies using microarray-based gene expression data, the Molecular Microscope® Diagnostic System (MMDx). Ensembles generated diagnoses that were both more accurate than the best individual classifiers, and nearly as stable as the best, consistent with expectations from the machine learning literature. Human experts had ~93% agreement (balanced accuracy) signing out the reports, and random forest-based automated sign-outs showed similar levels of agreement with the human experts (92% and 94% for predicting the expert MMDx sign-outs for T cell-mediated (TCMR) and antibody-mediated rejection (ABMR) respectively). more...
Organism:
Homo sapiens
Type:
Expression profiling by array
Platform:
GPL13667
1745 Samples
Download data: CEL
Series
Accession:
GSE124203
ID:
200124203

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2.

[HG-U219] Affymetrix Human Genome U219 Array

(Submitter supplied) see manufacturer's website
Organism:
Homo sapiens
219 Series
10 Related Platforms
20079 Samples
Download data
Platform
Accession:
GPL13667
ID:
100013667

3.

kidney biopsy 585

Organism:
Homo sapiens
Source name:
kidney biopsy
Platform:
GPL13667
Series:
GSE124203
Download data: CEL
Sample
Accession:
GSM3524039
ID:
303524039

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db=gds|term=GSM3524039[Accession]|query=1|qty=2|blobid=MCID_674c531496d9ad0406257659|ismultiple=true|min_list=5|max_list=20|def_tree=20|def_list=|def_view=|url=/Taxonomy/backend/subset.cgi?|trace_url=/stat?
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