Integration of Primary Murine Osteocytes for In Vitro Mechanobiology Studies
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Bibliographic record
Abstract
This article describes the isolation, culture, and integration of primary murine osteocytes on a microfluidic platform for in vitro mechanobiology studies. Osteocytes are mechanosensitive cells embedded within the bone matrix and regulate bone remodeling. The MLO-Y4 osteocyte-like cell line typically used for mechanobiology studies can provide a good physiological response to mechanical stimulation but has been shown to have missing or low levels of key osteocyte markers found in vivo, such as sclerostin. However, primary osteocytes are difficult to isolate and study in vitro due to their location within the bone matrix, and the scope of existing protocols for osteocyte extraction only includes the isolation of primary cells using collagenase. Here, optimized protocols for the isolation, culture, and real-time calcium imaging of primary osteocytes in response to oscillatory fluid flow are outlined. Moreover, we discuss how to incorporate and maintain primary osteocytes on a physiologically relevant microfluidic platform for in vitro bone metastasis studies. In calcium imaging and microfluidic experiments, primary osteocytes are compared to the MLO-Y4 cell line as a control or reference group. Primary osteocytes can be extracted in 6 to 8 hr and typically require 1 week to recover before use in experiments. Calcium imaging of primary osteocytes can be completed in 24 hr. The time required for microfluidic culture varies on the platform used; the microfluidic experiment described here takes 6 days to complete. We anticipate that the information from this protocol will aid other researchers with incorporating primary osteocytes to enhance the biological relevance of in vitro studies on bone mechanobiology and disease. © 2025 The Author(s). Current Protocols published by Wiley Periodicals LLC. Basic Protocol 1: Isolation of primary murine osteocytes using Liberase TM Basic Protocol 2: Primary osteocyte subculture and E11/podoplanin staining Basic Protocol 3: Real-time calcium imaging of primary osteocytes Basic Protocol 4: Integration of primary murine osteocytes onto a microfluidic platform for observing bone metastasis.
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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 | 0.000 |
| 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