Quantification of the arbuscular mycorrhizal fungus <i> Glomus intraradices</i> in host tissue using real‐time polymerase chain reaction
Bibliographic record
Abstract
• A rapid method to quantify the colonization of the arbuscular mycorrhizal fungus (AMF) Glomus intraradices in planta using quantitative real-time polymerase chain reaction (qRT-PCR) technique. • Specific PCR primers for the fungus (28S rDNA sequence) and host root tissue (chitinase and chalcone synthase gene) were developed and their respective specificity determined. • The plant specific primers for Lycopersicon esculentum, Medicago truncatula amplified linearly over a concentration range of: 6.4 pg to 20 ng. The G. intraradices-specific primer amplified as low as 1 pg of its target DNA, which allowed us to detect a single spore of the fungus. High degrees of correlation were obtained when threshold cycle (Ct) was plotted against vesicular, hyphal and total colonization using microscopically quantified host roots. • This is the first report of the application of the qRT-PCR technique for quantification of AMF colonization in planta. The success of its application should open up the possibility of its wider application in AM research.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".