Table 5. Numerical optimizations of culture conditions with Design Expert.
Factor | Input Bounds | Model Output | ||
---|---|---|---|---|
A7 | HUVEC | SC | ||
5.1 CONFLUENT | ||||
space width | 10–50 μm | 17–50 μm | 10–49 μm | 10–50 μm |
stripe width | 10–50 μm | 17–50 μm | 10–50 μm | 10–50 μm |
plating density | 17–49K cm −2 | 45–49K cm−2 | 29–49K cm−2 | 17K–49K cm−2 |
culture time | 24–48h 48–72h (SC) |
33–48h | 27–48h | 48–72h |
terminal density | 85–125K cm−2 (A7) 32–50K cm−2 (HUVEC) 41–69K cm−2 (SC) |
85–96K cm−2 | 32–41K cm−2 | 41–68K cm−2 |
Desirability | 1.000 (60 answers) | 1.000 (80 answers) | 1.000 (80 answers) | |
5.2 OPTIMAL ALIGNMENT | ||||
space width | 10–50μm | 10 μm | 10 μm | 10 μm |
stripe width | 10–50 μm | 10 μm | 10 μm | 50 μm |
plating density | 17–49K cm−2 | 17K cm−2 | 49K cm−2 | 49K cm−2 |
culture time | 24–48h 48–72h (SC) |
24h | 48h | 48h |
mean vector length | maximize | 0.578 ± 0.035 | 0.373 ± 0.017 | 0.763 ± 0.014 |
desirability | 0.808 | 0.752 | 0.844 | |
5.3 OPTIMAL ALIGNMENT AT CONFLUENCE (IN RANGE OF EXPERIMENTS) | ||||
space width | 10–50 μm | 16 μm | 10 μm | 10 μm |
stripe width | 10–50 μm | 50 μm | 10 μm | 49 μm |
plating density | 17–49K cm−2 | 49K cm−2 | 49K cm−2 | 46K cm−2 |
culture time | 24–48h 48–72h (SC) |
48h | 48h | 48h |
mean vector length | maximize | 0.498 ± 0.046 | 0.373 ± 0.017 | 0.759 ± 0.014 |
terminal density | 85–125K cm−2 (A7) 32–50K cm −2 (HUVEC) 41–69K cm−2 (SC) |
85K ± 8K cm−2 | 32K ± 2K cm−2 | 69K ± 6K cm−2 |
desirability | 0.674 | 0.752 | 0.829 | |
5.4 MATCHED ALIGNMENT AT CONFLUENCE | ||||
space width | 10–50 μm | 50 μm | 10 μm | 50 μm |
stripe width | 10–50 μm | 50 μm | 10 μm | 28 μm |
plating density | 17–49K cm−2 | 49K cm−2 | 49K cm−2 | 17K cm−2 |
culture time | 24–48h 48–72h (SC) |
31h | 48h | 72h |
mean vector length | 0.373 minimize (SC) |
0.376 ± 0.036 | 0.373 ± 0.017 | 0.659 ± 0.011 |
terminal density | 85–125K cm−2 (A7) 32–50K cm−2 (HUVEC) 41–69K cm−2 (SC) |
85K ± 6K cm−2 | 32K ± 2K cm−2 | 41K ± 3K cm−2 |
Desirability | 1.000 | 0.752 | 0.533 | |
5.5 OPTIMAL ALIGNMENT AT CONFLUENCE (LARGER RANGE) | ||||
space width | 1–100 μm | 1–31 μm | 1 μm | 1–84 μm |
stripe width | 1–100 μm | 1–100 μm | 1 μm | 1–98 μm |
plating density | 0–100K cm−2 | 50–81K cm−2 | 100K cm−2 | 45–68K cm−2 |
culture time | 0–72h 0–96h (SC) |
58–72h | 18h | <1–36h |
mean vector length | maximize | 0.693–0.784 | 0.435 ± 0.037 | 0.806–0.863 |
terminal density | 85–125K cm−2 (A7) 32–50K cm−2 (HUVEC) 41–69K cm−2 (SC) |
95–125K cm−2 | 50K ± 5K cm−2 | 42–68K cm−2 |
Desirability | 1.000 (75 answers) | 0.941 | 1.000 (77 answers) |