islet insulin production in diabetes model: spatial comparison of mouse strains
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1 islet insulin production in diabetes model: spatial comparison of mouse strains mentor: Brian S. Yandell, UW-Biostat Trainee scientist: Donnie Stapleton, Attie Biochem Lab objective of project: improve methods to distinguish "quality" of insulin production between two strains of mice based on 3-color images of islets in pancreas slices (C) 2005 BS Yandell UW Summer Research Program 1
2 why do this project? Knowledge/Skills needed Basic statistics (t-test, ideally some nonparametrics) R programming (a la biostat training) Knowledge/Skills obtained communication skills with scientist (lab biochemist) image analysis basics nonparametric density estimation (mechanics at least) experimental design considerations (nesting, balance, etc.) (C) 2005 BS Yandell UW Summer Research Program 2
3 project abstract insulin is produced in the pancreas specifically the Islets of Langerhans by "beta" cells (there are "alpha" cells as well.) scientists in biochemistry have imaged hundreds of islets for two strains of obese mice BTBR.ob mimics type II (mature onset) diabetes mellitus B6.ob appears healthy roughly a hundred islets per mouse, 3 mice per strain can visually see differences in production of insulin in beta cells have summary measurements on many islets to compare strains opportunity beyond data analysis how to improve measurement process? how to improve experimental design? goal: clearly infer differences in "quality" of insulin production between BTBR.ob and B6.ob you can meet with the scientist and work with measurement system (C) 2005 BS Yandell UW Summer Research Program 3
4 of mice and men obese strains: BTBR.ob vs. B6.ob obese BTBR mice mimic human diabetes high glucose, low insulin obese B6 mice appear non-diabetic congenic substrains A and B mostly BTBR mouse genome A congenic: insert small segment of B6 B congenic: essentially BTBR mice (C) 2005 BS Yandell UW Summer Research Program 4
5 glucose insulin (C) 2005 BS Yandell UW Summer Research Program 5 (courtesy AD Attie)
6 Type 2 Diabetes Mellitus (C) 2005 BS Yandell UW Summer Research Program 6
7 Insulin Requirement decompensation from (C) Unger 2005 & BS Orci Yandell FASEB J. (2001) 15,312 UW Summer Research Program 7
8 islet degradation series A vs. B congenics healthy sick (C) 2005 BS Yandell UW Summer Research Program 8
9 comparison of 3 type A and 2 type B congenic mice healthy (C) 2005 BS Yandell UW Summer Research Program 9 sick
10 A and B congenic data A congenics: Class.I Class.II Class.III Class.IV Class.V Total.Islets A A A B congenics: Class.I Class.II Class.III Class.IV Class.V Total.Islets A A (C) 2005 BS Yandell UW Summer Research Program 10
11 B6 Female&Male OB 14wk (C) 2005 BS Yandell UW Summer Research Program 11
12 Btbr Female& Male OB 14wk (C) 2005 BS Yandell UW Summer Research Program 12
13 Btbr Male & Female OB 14wks (C) 2005 BS Yandell UW Summer Research Program 13
14 total percent area for islets raw totals log2 totals B BT B BT B BT.1429 B BT B BT.1507 B BT (C) 2005 BS Yandell UW Summer Research Program 14 0 e+00 2 e-05 4 e-05 6 e-05 0 e+00 2 e e e e e e e e e e e e e
15 B BT percent glu/som, dapi, insulin by mouse (smooth histogram + median) B B BT BT (C) 2005 BS Yandell UW Summer Research Program 15
16 B BT sum of insulin, glu/som, dapi percents B B BT BT (C) 2005 BS Yandell UW Summer Research Program 16
17 i (C) 2005 BS Yandell UW 70 Summer 90 Research Program g d tot percent pairs (correlation) plot
18 i intensity pairs (correlation) plot g d (C) 2005 BS Yandell UW Summer Research Program
19 intensity thresholded millisec calibration study intensity thresholded millisec percent signal.noise percent signal.noise (C) 2005 BS Yandell UW Summer millisec Research Program millisec 19
20 90 80 lin vs Are B6 Btbr Percent Insulin a of islet (C) 2005 BS Yandell UW Summer 60 Research 80 Program x Area (um^2)
21 50 plot: Glu/So B6 Btbr Percent Glu/Som mvs Area of Islet 10 (C) 2005 BS Yandell UW Summer 60 Research 80 Program x Area (um^2)
22 plot: Insuli n vs B6 Btbr Percent Insulin Glu/S om (C) 2005 BS Yandell UW Summer Research Program 22 Percent Glu/Som
23 Female ob/ob B6 (C) 2005 BS Yandell UW Summer Research Program 23
24 Female ob/ob BTBR (C) 2005 BS Yandell UW Summer Research Program 24
25 Male ob/ob B6 (C) 2005 BS Yandell UW Summer Research Program 25
26 Male ob/ob BTBR (C) 2005 BS Yandell UW Summer Research Program 26
27 Summary table for ob/ob B6 and Btbr islets All animals ob/ob and 6 wk of age. #'s show mean of guassian fit for all islets analyzed. Islet area Islet diameter Strain # islets ( µm2) ( µm) % Gluc&Som % DAPI % Insulin Total % B6 F Btbr F B6 M Btbr M (C) 2005 BS Yandell UW Summer Research Program 27
28 14 week Congenic Females Is there a difference between A & B congenics? Is there a difference between Btbr and the B congenic strain? How does the glucose and insulin values effect our comparisons? (C) 2005 BS Yandell UW Summer Research Program 28
29 Btbr Female OB 14wk (C) 2005 BS Yandell UW Summer Research Program 29
30 A33-18, Female OB A 14wk (C) 2005 BS Yandell UW Summer Research Program 30
31 A34-19, Female OB B 14wk (C) 2005 BS Yandell UW Summer Research Program 31
32 A34-22, Female OB A 14wk (C) 2005 BS Yandell UW Summer Research Program 32
33 A39-15, Female OB A 14wk (C) 2005 BS Yandell UW Summer Research Program 33
34 A48-4, Female OB B 14wk (C) 2005 BS Yandell UW Summer Research Program 34
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