rewirebio.iobenchmarks
Protocol

Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026)

Sensitivity and specificity of the sequencing workflow for each pathogen target tested by the routine PCR panel, in samples passing QC.

2 evaluations · 14 results

Overview

An explanatory profile has not yet been reviewed for this record.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

2 recorded evaluations, 14 metric rows. A comparison chart has not yet been validated for these results. The table retains the individual findings and their sources.

View coverage and remaining gaps across all benchmarks

Results

Results are available, but no reviewed comparison panel is linked in this release.

All evaluations

2 evaluations · 14 results. Different protocols are not a single leaderboard.

Protocol: Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026) · Dataset: Validation set: 344 prospectively collected nasopharyngeal swabs (Sanderson et al. 2026)

Sorted by Recall (all PCR targets; target level; reference: routine multiplex PCR) (higher is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.

Tested configurationRecall (all PCR targets; target level; reference: routine multiplex PCR)Specificity (all PCR targets; target level; reference: routine multiplex PCR)False negatives (all PCR targets; target level; reference: routine multiplex PCR)False positives (all PCR targets; target level; reference: routine multiplex PCR)Recall (pathogen target: influenza A; target level; reference: routine multiplex PCR)Recall (pathogen target: rhinovirus/enterovirus; target level; reference: routine multiplex PCR)Recall (pathogen target: RSV; target level; reference: routine multiplex PCR)Recall (pathogen target: SARS-CoV-2; target level; reference: routine multiplex PCR)Recall (RNA pathogen targets excluding rhinovirus and enterovirus; target level; reference: routine multiplex PCR)Recall (RNA pathogen targets only (adenovirus and bacteria excluded); target level; reference: routine multiplex PCR)Recall (targets detectable by study qPCR; target level; reference: routine multiplex PCR)Recall (targets with study qPCR Ct < 35; target level; reference: routine multiplex PCR)
Alternative post-hoc detection criterion (Sanderson et al. 2026)Evaluation58% (best in column)99.9% (best in column)Not reportedNot reportedNot reportedNot reportedNot reportedNot reported70%61%75%83%
Pre-specified detection criteria (Sanderson et al. 2026)Evaluation51%99.8%127nine58%19%85%65%Not reportedNot reportedNot reportedNot reported
All 14 result rows with coverage, uncertainty and sources
Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Configuration: Alternative post-hoc detection criterion (Sanderson et al. 2026)Protocol: Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026)
Dataset: Validation set: 344 prospectively collected nasopharyngeal swabs (Sanderson et al. 2026)
58% Recall (all PCR targets; target level; reference: routine multiplex PCR)
percent · higher

Uncertainty: 95% CI 52 to 64

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Alternative post-hoc detection criterion on the validation set (Sanderson et al. 2026)

rna-pathogen-20261011-sanderson2026-protocol-validation

Aggregation: Not reported

Clinical validation of a novel metagenomic nanopore sequencing method for detecting viral respiratory pathogens: diagnostic accuracy study · Results 'Validation Set: Diagnostic performance' paragraph 6: "increased sensitivity to 58% (95% CI 52-64%; 159/274)"
Configuration: Alternative post-hoc detection criterion (Sanderson et al. 2026)Protocol: Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026)
Dataset: Validation set: 344 prospectively collected nasopharyngeal swabs (Sanderson et al. 2026)
83% Recall (targets with study qPCR Ct < 35; target level; reference: routine multiplex PCR)
percent · higher

Uncertainty: 95% CI 76 to 88

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Alternative post-hoc detection criterion on the validation set (Sanderson et al. 2026)

rna-pathogen-20261011-sanderson2026-protocol-validation

Aggregation: Not reported

Clinical validation of a novel metagenomic nanopore sequencing method for detecting viral respiratory pathogens: diagnostic accuracy study · Results 'Performance by viral load (Cn,Ct)' paragraph 2: "increased further to 83% (95% CI, 76-88%) when restricting to qPCR Ct <35"
Configuration: Alternative post-hoc detection criterion (Sanderson et al. 2026)Protocol: Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026)
Dataset: Validation set: 344 prospectively collected nasopharyngeal swabs (Sanderson et al. 2026)
75% Recall (targets detectable by study qPCR; target level; reference: routine multiplex PCR)
percent · higher

Uncertainty: 95% CI 68 to 81

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Alternative post-hoc detection criterion on the validation set (Sanderson et al. 2026)

rna-pathogen-20261011-sanderson2026-protocol-validation

Aggregation: Not reported

Clinical validation of a novel metagenomic nanopore sequencing method for detecting viral respiratory pathogens: diagnostic accuracy study · Results 'Performance by viral load (Cn,Ct)' paragraph 2: "sensitivity increased to 75% (95% CI, 68-81%)"
Configuration: Alternative post-hoc detection criterion (Sanderson et al. 2026)Protocol: Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026)
Dataset: Validation set: 344 prospectively collected nasopharyngeal swabs (Sanderson et al. 2026)
70% Recall (RNA pathogen targets excluding rhinovirus and enterovirus; target level; reference: routine multiplex PCR)
percent · higher

Uncertainty: 95% CI 63 to 76

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Alternative post-hoc detection criterion on the validation set (Sanderson et al. 2026)

rna-pathogen-20261011-sanderson2026-protocol-validation

Aggregation: Not reported

Clinical validation of a novel metagenomic nanopore sequencing method for detecting viral respiratory pathogens: diagnostic accuracy study · Results 'Performance by pathogen' paragraph 2 (after Figure 6 and its legend): "increased overall sensitivity using the alternative criteria further to 70% (145/207) (95% CI 63%-76%)"
Configuration: Alternative post-hoc detection criterion (Sanderson et al. 2026)Protocol: Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026)
Dataset: Validation set: 344 prospectively collected nasopharyngeal swabs (Sanderson et al. 2026)
61% Recall (RNA pathogen targets only (adenovirus and bacteria excluded); target level; reference: routine multiplex PCR)
percent · higher

Uncertainty: 95% CI 55 to 67

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Alternative post-hoc detection criterion on the validation set (Sanderson et al. 2026)

rna-pathogen-20261011-sanderson2026-protocol-validation

Aggregation: Not reported

Clinical validation of a novel metagenomic nanopore sequencing method for detecting viral respiratory pathogens: diagnostic accuracy study · Results 'Performance by pathogen' paragraph 2 (after Figure 6 and its legend): "increased sensitivity using the alternative criteria to 61% (159/260) (95% CI 55-67%)"
Configuration: Alternative post-hoc detection criterion (Sanderson et al. 2026)Protocol: Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026)
Dataset: Validation set: 344 prospectively collected nasopharyngeal swabs (Sanderson et al. 2026)
99.9% Specificity (all PCR targets; target level; reference: routine multiplex PCR)
percent · higher

Uncertainty: 95% CI 99.8 to 100

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Alternative post-hoc detection criterion on the validation set (Sanderson et al. 2026)

rna-pathogen-20261011-sanderson2026-protocol-validation

Aggregation: Not reported

Clinical validation of a novel metagenomic nanopore sequencing method for detecting viral respiratory pathogens: diagnostic accuracy study · Results 'Validation Set: Diagnostic performance' paragraph 6: "improved specificity to 99.9% (95% CI 99.8-100%; 4015/4017)"
Configuration: Pre-specified detection criteria (Sanderson et al. 2026)Protocol: Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026)
Dataset: Validation set: 344 prospectively collected nasopharyngeal swabs (Sanderson et al. 2026)
127 False negatives (all PCR targets; target level; reference: routine multiplex PCR)
count · lower

Uncertainty: Not reported by the source: No interval printed with this value

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Pre-specified detection criteria on the validation set (Sanderson et al. 2026)

rna-pathogen-20261011-sanderson2026-protocol-validation

Aggregation: Not reported

Clinical validation of a novel metagenomic nanopore sequencing method for detecting viral respiratory pathogens: diagnostic accuracy study · Results 'Validation Set: Diagnostic performance' paragraph 4: "There were 127 false-negative results"
Configuration: Pre-specified detection criteria (Sanderson et al. 2026)Protocol: Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026)
Dataset: Validation set: 344 prospectively collected nasopharyngeal swabs (Sanderson et al. 2026)
nine False positives (all PCR targets; target level; reference: routine multiplex PCR)
count · lower

Uncertainty: Not reported by the source: No interval printed with this value

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Pre-specified detection criteria on the validation set (Sanderson et al. 2026)

rna-pathogen-20261011-sanderson2026-protocol-validation

Aggregation: Not reported

Clinical validation of a novel metagenomic nanopore sequencing method for detecting viral respiratory pathogens: diagnostic accuracy study · Results 'Validation Set: Diagnostic performance' paragraph 5: "There were nine false-positive pathogen detections by sequencing"
Configuration: Pre-specified detection criteria (Sanderson et al. 2026)Protocol: Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026)
Dataset: Validation set: 344 prospectively collected nasopharyngeal swabs (Sanderson et al. 2026)
51% Recall (all PCR targets; target level; reference: routine multiplex PCR)
percent · higher

Uncertainty: 95% CI 45 to 57

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Pre-specified detection criteria on the validation set (Sanderson et al. 2026)

rna-pathogen-20261011-sanderson2026-protocol-validation

Aggregation: Not reported

Clinical validation of a novel metagenomic nanopore sequencing method for detecting viral respiratory pathogens: diagnostic accuracy study · Results 'Validation Set: Diagnostic performance' paragraph 4: "133/260 (51%, 95%CI: 45-57%) PCR-positive results (i.e. gold-standard positives) were also detected by sequencing"
Configuration: Pre-specified detection criteria (Sanderson et al. 2026)Protocol: Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026)
Dataset: Validation set: 344 prospectively collected nasopharyngeal swabs (Sanderson et al. 2026)
58% Recall (pathogen target: influenza A; target level; reference: routine multiplex PCR)
percent · higher

Uncertainty: 95% CI 40 to 75

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Pre-specified detection criteria on the validation set (Sanderson et al. 2026)

rna-pathogen-20261011-sanderson2026-protocol-validation

Aggregation: Not reported

Clinical validation of a novel metagenomic nanopore sequencing method for detecting viral respiratory pathogens: diagnostic accuracy study · Results 'Performance by pathogen' paragraph 1: "influenza A 58% (95% CI: 40-75%)"
Configuration: Pre-specified detection criteria (Sanderson et al. 2026)Protocol: Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026)
Dataset: Validation set: 344 prospectively collected nasopharyngeal swabs (Sanderson et al. 2026)
19% Recall (pathogen target: rhinovirus/enterovirus; target level; reference: routine multiplex PCR)
percent · higher

Uncertainty: 95% CI 8 to 29

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Pre-specified detection criteria on the validation set (Sanderson et al. 2026)

rna-pathogen-20261011-sanderson2026-protocol-validation

Aggregation: Not reported

Clinical validation of a novel metagenomic nanopore sequencing method for detecting viral respiratory pathogens: diagnostic accuracy study · Results 'Performance by pathogen' paragraph 1: "rhinovirus/enterovirus 19% (95% CI: 8-29%)"
Configuration: Pre-specified detection criteria (Sanderson et al. 2026)Protocol: Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026)
Dataset: Validation set: 344 prospectively collected nasopharyngeal swabs (Sanderson et al. 2026)
85% Recall (pathogen target: RSV; target level; reference: routine multiplex PCR)
percent · higher

Uncertainty: 95% CI 75 to 95

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Pre-specified detection criteria on the validation set (Sanderson et al. 2026)

rna-pathogen-20261011-sanderson2026-protocol-validation

Aggregation: Not reported

Clinical validation of a novel metagenomic nanopore sequencing method for detecting viral respiratory pathogens: diagnostic accuracy study · Results 'Performance by pathogen' paragraph 1: "RSV 85% (95% CI: 75-95%)"
Configuration: Pre-specified detection criteria (Sanderson et al. 2026)Protocol: Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026)
Dataset: Validation set: 344 prospectively collected nasopharyngeal swabs (Sanderson et al. 2026)
65% Recall (pathogen target: SARS-CoV-2; target level; reference: routine multiplex PCR)
percent · higher

Uncertainty: 95% CI 53 to 78

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Pre-specified detection criteria on the validation set (Sanderson et al. 2026)

rna-pathogen-20261011-sanderson2026-protocol-validation

Aggregation: Not reported

Clinical validation of a novel metagenomic nanopore sequencing method for detecting viral respiratory pathogens: diagnostic accuracy study · Results 'Performance by pathogen' paragraph 1: "SARS-CoV-2 65% (95% CI: 53-78%)"
Configuration: Pre-specified detection criteria (Sanderson et al. 2026)Protocol: Target-level detection of respiratory pathogens against routine multiplex PCR, validation set (Sanderson et al. 2026)
Dataset: Validation set: 344 prospectively collected nasopharyngeal swabs (Sanderson et al. 2026)
99.8% Specificity (all PCR targets; target level; reference: routine multiplex PCR)
percent · higher

Uncertainty: Not reported by the source: No interval printed with this value

Coverage: Not reported scored / Not reported eligible

Author-reported evaluation · Source checked
Methods, coverage and source

Pre-specified detection criteria on the validation set (Sanderson et al. 2026)

rna-pathogen-20261011-sanderson2026-protocol-validation

Aggregation: Not reported

Clinical validation of a novel metagenomic nanopore sequencing method for detecting viral respiratory pathogens: diagnostic accuracy study · Results 'Validation Set: Diagnostic performance' paragraph 5: "3901/3910 (99.8%) targets negative by PCR (as tested in the original assays) were also not detected from sequencing"

Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.

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Recorded evaluations

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Baseline coverage

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Author-reported evaluations
2

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Technical metadata and extraction receipts

Stable ID: rna-pathogen-20261011-sanderson2026-protocol-validation

areas
microbes-communities
contexts
clinical_research
protocol
Each pathogen target tested by the sample's routine PCR assay is a gold-standard positive or negative; sequencing detection uses the configuration's criteria. Sensitivity = detected PCR-positive targets / PCR-positive targets; specificity = undetected PCR-negative targets / PCR-negative targets. Laboratory staff were blinded to validation results. 95% intervals are Clopper-Pearson where stated (Figure 6 legend).
version
medRxiv v2 Results
source locator
Methods 'Procedures' paragraphs 1 and 5; Results 'Validation Set: Diagnostic performance'
limitations
Target level, not patient level.; Only samples passing batch and internal QC (273 of 344) are scored.; Sensitivity is bounded by the PCR panel's targets; detections outside the panel are not scored.; Spectrum bias: inclusion required a pathogen detected at Ct or Cn 30 or below on the four-target assays, or FilmArray testing, with about one FilmArray-negative sample collected per eight positive samples; sensitivity and specificity are not estimates for unselected swabs.; Reads were mapped only to a curated database of the 23 PCR-panel pathogens, so the study does not measure detection of organisms outside the panel or false calls outside it.
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