Establishment and comparison of air-liquid interface culture systems for primary and immortalized swine tracheal epithelial cells
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
BACKGROUND: Air-liquid interface (Ali) systems allow the establishment of a culture environment more representative of that in vivo than other culture systems. They are useful for performing mechanistic studies of respiratory epithelial cells as drug permeation barriers and can be used to study the interactions between hosts and respiratory pathogens. However, there have been few studies concerning Ali cultures of primary swine tracheal epithelial cells (STECs) and an immortalized STEC line, and the differences between these two systems remain poorly defined. RESULTS: In this study, we established Ali culture systems for primary STECs and for immortalized STEC line, and we systematically compared the differentiation capacities and immunological functions of these systems for the first time. Under Ali culture conditions, immortalized STEC line and primary STECs could survive for at least forty days, formed tight junctions and differentiated into stratified cells. They both possessed complete abilities to produce mucin and inflammatory cytokines and develop cilia. However, in contrast to primary STECs, which had a heterogeneous morphology, Ali-cultured immortalized STEC line appeared to be a homogenous population. The formation of tight junctions in Ali-cultured primary STECs was superior to that in immortalized STEC line. In addition, cilia in Ali-cultured immortalized STEC line were more pronounced, but their duration of expression was shorter than in primary STECs. CONCLUSIONS: Ali-cultured primary STECs and immortalized STEC line systems possessing complete abilities to undergo ciliary differentiation and inflammatory cytokine production were established for the first time in this study, and several differences in morphology and the formation of tight junctions and cilia were observed between these two systems. These two systems will be important tools for drug screening studies, as well as for detailed analyses of the interactions between hosts and respiratory pathogens.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it