Role of the oral and gut microbiota as a biomarker in locoregionally advanced oropharyngeal squamous cell carcinoma (ROMA LA-OPSCC).
Bibliographic record
Abstract
6045 Background: The ROMA LA-OPSCC ( NCT03759730) study prospectively evaluated the oral and gut microbiota in a single-centre cohort of LA-OPSCC patients (pts) receiving chemoradiotherapy (CRT). Methods: LA-OPSCC pts treated with definitive CRT (IMRT plus single-agent cisplatin) were eligible. Oral swabs over the tumor site and stool samples were collected at baseline and end of CRT (EOT). Taxonomic profiles were generated by 16S rRNA sequencing. ANOSIM/Kruskal-Wallis tests were used to identify differences between baseline and EOT samples. Results: A total of 96 samples were collected from 24 evaluable pts (100% compliance). Baseline characteristics: median age = 61 (range, 50-71); smoking status current/former/never = 5/11/8; HPV+/- = 23/1; stage I/II/III/IVA = 7/7/9/1; use of antibiotics = 12 pts. In oral swabs, decreased Shannon diversity ( p< 0.01) and changes in abundance (adjusted p value: q< 0.05) of multiple taxa including Prevotella, Veillonella, and Streptococcuswere observed at EOT vs baseline. Stool diversity did not differ between baseline and EOT ( p= 0.42), but abundance of Ruminoccocus and Roseburia decreased ( q< 0.05). CRT-associated changes remained significant when controlled for stage, smoking, antibiotics, cisplatin dose and mucositis grade ( p< 0.01). In HPV+ pts, stage I-II baseline oral swabs had higher relative abundance of Clostridium IV ( p= 0.02) and Escherichia ( p= 0.04) than stage III, which had higher Fusobacterium ( p =0.03) and Gemella ( p< 0.01). Relative abundance of Actinobacteria (p < 0.01), Proteobacteria (p < 0.01) and Firmicutes (p = 0.03) was higher in stool from stage III pts . Akkermansia muciniphila was present in 57% of the stage I-II stool samples, and 11% in stage III ( p= 0.04). Conclusions: CRT in LA-OPSCC is associated with increases in potentially pathogenic genera in the oropharynx. HPV+ stage III disease was associated with higher Fusobacterium in the oropharynx, which has been implicated in tumor metastases, and with decreased prevalence of the immunotherapy-response-associated species Akkermansia in stool. These preliminary observations suggest an opportunity for the evaluation of IO based therapies or manipulation of the gut microbiota in this patient population. Clinical trial information: NCT03759730.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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".