Scientific Methods (I)

48
Scientific Methods (I) Jau-Song Yu ( 余余余 ) Department of Cell and Molecular Biology CGU 1

description

Scientific Methods (I). Jau-Song Yu ( 余兆松 ) Department of Cell and Molecular Biology CGU. 1. What Are Scientific Methods?. 2. What Are Scientific Methods?. The way scientists discover the truth. 3. What kind of truths you want to discover?. 4. What kind of truths you want to - PowerPoint PPT Presentation

Transcript of Scientific Methods (I)

Page 1: Scientific Methods (I)

Scientific Methods (I)

Jau-Song Yu ( 余兆松 )

Department of Cell and Molecular BiologyCGU

1

Page 2: Scientific Methods (I)

What Are Scientific Methods?

2

Page 3: Scientific Methods (I)

What Are Scientific Methods?

The way scientists discover the truth

3

Page 4: Scientific Methods (I)

What kind of truths you want to discover?

4

Page 5: Scientific Methods (I)

What kind of truths you want to discover?

Curiosity

Used to keep watching on curious things

5

Page 6: Scientific Methods (I)

What kind of truths you want to discover?

Curiosity

Used to keep watching on curious things

How to learn scientific methods?

6

Page 7: Scientific Methods (I)

To Learn Scientific Methods ----

To be an apprentice ( 學徒 ) in a lab under the instruction of a teacher or teachers*

*What can we learn from our supervisor(s)?

Other sources for learning scientific methods??*

*Can we learn by ourselves??? When, Where and How????

7

Page 8: Scientific Methods (I)

What can we learn from our supervisor ?

Basic experimental techniques (1-10 or more) (enough or not enough?) (instruction manual)

The topic(s) and the problem(s) that the supervisor is interested in (how important and what is the interesting point) (‘good’ or ‘good enough’ science, the wider-range of impact)

The way about the formation of the question (hypothesis) that the supervisor wants to address (to solve a important question remained unanswered or just for fun……)

The thinking logic that the supervisor has applied to solve the problem (read a lot of papers and then point out 1-10 methods or just by intuition……)

The way (experimental techniques and attitude) to solve the problem (right methods? Insist or compromise when encounter difficulty? how detail he(she) wants to ask into? how does he(she) explain the data? the attitude about the “truth”)

8

Page 9: Scientific Methods (I)

Basic experimental techniques (1-10 or more) (enough or not enough?) (instruction manual)

The principle behind the technique and its limitation --- ( 君子務本 , 本立道生 ) determination of protein concentration measurement of cell viability, mobility, ROS…. The “feeling” about a series of steps in performing one experiment The ability to foresee results --- Expectation

The “control” group --- how many controls should be done in one experiment?

Authority (it must be….. 想當然耳…… .)

9

Page 10: Scientific Methods (I)

Determination of protein concentration

Warburg-Christian method --- A280 for Trp, Tyr

Lowry method --- folin phenyl reagent

Modified Lowry method

Bradford method --- Protein dye-binding

BCA assay kit --- bicinchoninic acid/Cu2+

Gel-based method

(1 mg/ml protein >>> A280 ~0.4-1.5; parvalbumins = 0, lysozyme = 2.65)

10

Page 11: Scientific Methods (I)

J Biol Chem. 1951 Nov;193(1):265-75.

MCDONALD CE, CHEN LL. Anal Biochem. 10:175-7. (1965) THE LOWRY MODIFICATION OF THE FOLIN REAGENT FOR DETERMINATION OF PROTEINASE ACTIVITY.

11

Page 12: Scientific Methods (I)

Measurement of cell viability

Trypan Blue dye exclusion

MTT assay

Other methods ??

Measurement of cell motility

Wound healing assayTranswell assaySingle cell or a collection of cells? Other methods ??

12

Page 13: Scientific Methods (I)

Cell Death Differ. 2009 Aug;16(8):1093-107. Epub 2009 Apr 17.Guidelines for the use and interpretation of assays for monitoring cell death in higher eukaryotes.Galluzzi L, Aaronson SA, Abrams J, Alnemri ES, Andrews DW, Baehrecke EH, Bazan NG, Blagosklonny MV, Blomgren K, Borner C, Bredesen DE, Brenner C, Castedo M, Cidlowski JA, Ciechanover A, Cohen GM, De Laurenzi V, De Maria R, Deshmukh M, Dynlacht BD, El-Deiry WS, Flavell RA, Fulda S, Garrido C, Golstein P, Gougeon ML, Green DR, Gronemeyer H, Hajnóczky G, Hardwick JM, Hengartner MO, Ichijo H, Jäättelä M, Kepp O, Kimchi A, Klionsky DJ, Knight RA, Kornbluth S, Kumar S, Levine B, Lipton SA, Lugli E, Madeo F, Malomi W, Marine JC, Martin SJ, Medema JP, Mehlen P, Melino G, Moll UM, Morselli E, Nagata S, Nicholson DW, Nicotera P, Nuñez G, Oren M, Penninger J, Pervaiz S, Peter ME, Piacentini M, Prehn JH, Puthalakath H, Rabinovich GA, Rizzuto R, Rodrigues CM, Rubinsztein DC, Rudel T, Scorrano L, Simon HU, Steller H, Tschopp J, Tsujimoto Y, Vandenabeele P, Vitale I, Vousden KH, Youle RJ, Yuan J, Zhivotovsky B, Kroemer G. INSERM, U848, Villejuif, France.

Cell death is essential for a plethora of physiological processes, and its deregulation characterizes numerous human diseases. Thus, the in-depth investigation of cell death and its mechanisms constitutes a formidable challenge for fundamental and applied biomedical research, and has tremendous implications for the development of novel therapeutic strategies. It is, therefore, of utmost importance to standardize the experimental procedures that identify dying and dead cells in cell cultures and/or in tissues, from model organisms and/or humans, in healthy and/or pathological scenarios. Thus far, dozens of methods have been proposed to quantify cell death-related parameters. However, no guidelines exist regarding their use and interpretation, and nobody has thoroughly annotated the experimental settings for which each of these techniques is most appropriate. Here, we provide a nonexhaustive comparison of methods to detect cell death with apoptotic or nonapoptotic morphologies, their advantages and pitfalls. These guidelines are intended for investigators who study cell death, as well as for reviewers who need to constructively critique scientific reports that deal with cellular demise. Given the difficulties in determining the exact number of cells that have passed the point-of-no-return of the signaling cascades leading to cell death, we emphasize the importance of performing multiple, methodologically unrelated assays to quantify dying and dead cells.

13

Page 14: Scientific Methods (I)

Autophagy. 2008 Feb 16;4(2):151-75. Epub 2007 Nov 21.Guidelines for the use and interpretation of assays for monitoring autophagy in higher eukaryotes.Klionsky DJ, Abeliovich H, Agostinis P, Agrawal DK, Aliev G, Askew DS, Baba M, Baehrecke EH, Bahr BA, Ballabio A, Bamber BA, Bassham DC, Bergamini E, Bi X, Biard-Piechaczyk M, Blum JS, Bredesen DE, Brodsky JL, Brumell JH, Brunk UT, Bursch W, Camougrand N, Cebollero E, Cecconi F, Chen Y, Chin LS, Choi A, Chu CT, Chung J, Clarke PG, Clark RS, Clarke SG, Clavé C, Cleveland JL, Codogno P, Colombo MI, Coto-Montes A, Cregg JM, Cuervo AM, Debnath J, Demarchi F, Dennis PB, Dennis PA, Deretic V, Devenish RJ, Di Sano F, Dice JF, Difiglia M, Dinesh-Kumar S, Distelhorst CW, Djavaheri-Mergny M, Dorsey FC, Dröge W, Dron M, Dunn WA Jr, Duszenko M, Eissa NT, Elazar Z, Esclatine A, Eskelinen EL, Fésüs L, Finley KD, Fuentes JM, Fueyo J, Fujisaki K, Galliot B, Gao FB, Gewirtz DA, Gibson SB, Gohla A, Goldberg AL, Gonzalez R, González-Estévez C, Gorski S, Gottlieb RA, Häussinger D, He YW, Heidenreich K, Hill JA, Høyer-Hansen M, Hu X, Huang WP, Iwasaki A, Jäättelä M, Jackson WT, Jiang X, Jin S, Johansen T, Jung JU, Kadowaki M, Kang C, Kelekar A, Kessel DH, Kiel JA, Kim HP, Kimchi A, Kinsella TJ, Kiselyov K, Kitamoto K, Knecht E, Komatsu M, Kominami E, Kondo S, Kovács AL, Kroemer G, Kuan CY, Kumar R, Kundu M, Landry J, Laporte M, Le W, Lei HY, Lenardo MJ, Levine B, Lieberman A, Lim KL, Lin FC, Liou W, Liu LF, Lopez-Berestein G, López-Otín C, Lu B, Macleod KF, Malorni W, Martinet W, Matsuoka K, Mautner J, Meijer AJ, Meléndez A, Michels P, Miotto G, Mistiaen WP, Mizushima N, Mograbi B, Monastyrska I, Moore MN, Moreira PI, Moriyasu Y, Motyl T, Münz C, Murphy LO, Naqvi NI, Neufeld TP, Nishino I, Nixon RA, Noda T, Nürnberg B, Ogawa M, Oleinick NL, Olsen LJ, Ozpolat B, Paglin S, Palmer GE, Papassideri I, Parkes M, Perlmutter DH, Perry G, Piacentini M, Pinkas-Kramarski R, Prescott M, Proikas-Cezanne T, Raben N, Rami A, Reggiori F, Rohrer B, Rubinsztein DC, Ryan KM, Sadoshima J, Sakagami H, Sakai Y, Sandri M, Sasakawa C, Sass M, Schneider C, Seglen PO, Seleverstov O, Settleman J, Shacka JJ, Shapiro IM, Sibirny A, Silva-Zacarin EC, Simon HU, Simone C, Simonsen A, Smith MA, Spanel-Borowski K, Srinivas V, Steeves M, Stenmark H, Stromhaug PE, Subauste CS, Sugimoto S, Sulzer D, Suzuki T, Swanson MS, Tabas I, Takeshita F, Talbot NJ, Tallóczy Z, Tanaka K, Tanaka K, Tanida I, Taylor GS, Taylor JP, Terman A, Tettamanti G, Thompson CB, Thumm M, Tolkovsky AM, Tooze SA, Truant R, Tumanovska LV, Uchiyama Y, Ueno T, Uzcátegui NL, van der Klei I, Vaquero EC, Vellai T, Vogel MW, Wang HG, Webster P, Wiley JW, Xi Z, Xiao G, Yahalom J, Yang JM, Yap G, Yin XM, Yoshimori T, Yu L, Yue Z, Yuzaki M, Zabirnyk O, Zheng X, Zhu X, Deter RL.

Life Sciences Institute, University of Michigan, Ann Arbor, Michigan 48109-2216, USA. [email protected]

Research in autophagy continues to accelerate,(1) and as a result many new scientists are entering the field. Accordingly, it is important to establish a standard set of criteria for monitoring macroautophagy in different organisms. Recent reviews have described the range of assays that have been used for this purpose.(2,3) There are many useful and convenient methods that can be used to monitor macroautophagy in yeast, but relatively few in other model systems, and there is much confusion regarding acceptable methods to measure macroautophagy in higher eukaryotes. A key point that needs to be emphasized is that there is a difference between measurements that monitor the numbers of autophagosomes versus those that measure flux through the autophagy pathway; thus, a block in macroautophagy that results in autophagosome accumulation needs to be differentiated from fully functional autophagy that includes delivery to, and degradation within, lysosomes (in most higher eukaryotes) or the vacuole (in plants and fungi). Here, we present a set of guidelines for the selection and interpretation of the methods that can be used by investigators who are attempting to examine macroautophagy and related processes, as well as by reviewers who need to provide realistic and reasonable critiques of papers that investigate these processes. This set of guidelines is not meant to be a formulaic set of rules, because the appropriate assays depend in part on the question being asked and the system being used. In addition, we emphasize that no individual assay is guaranteed to be the most appropriate one in every situation, and we strongly recommend the use of multiple assays to verify an autophagic response.

14

Page 15: Scientific Methods (I)

The importance to read instruction manual

15

Page 16: Scientific Methods (I)

Basic experimental techniques (1-10 or more) (enough or not enough?)

The principle behind the technique and its limitation --- ( 君子務本 , 本立道生 ) determination of protein concentration measurement of cell viability, mobility, ROS…. The “feeling” about a series of steps in performing one experiment The ability to foresee results --- Expectation

The “control” group --- how many controls should be done in one experiment?

Authority (it must be….. 想當然耳…… .)

16

Page 17: Scientific Methods (I)

Example: measuring kinase activity in cells

IP

17

The “feeling” about a series of steps in performing one experiment

Page 18: Scientific Methods (I)

18

Kinase assay in immunoprecipitate (IP) Cells

*homogenization (10-cm dish/0.5 ml lysis buffer)*centrifugation (12000~15000 rpm, 15 min, 4oC)

Supernatants*protein concentration determination*1 mg protein/0.5 ml extracts

*add Ab against specific kinase (5 g)*incubation (1 h, 4oC) *add protein A/G-S4B (50% v/v, 25 l, shaking)

*centrifugation (6000 rpm, 1min, 4oC)*wash/cfg 3 times in Buffer B

Immunoprecipitates*suspended in 20 l Buffer A*substrate (5-10 g), [-32P]ATP.Mg2+ (0.2-20 mM)*shaking for 10-30 min at RT*adding SDS-sample buffer

SDS-PAGE

Autoradiography

Lysis buffer-----10 mM Tris-HCl at pH 7.4, 2 mM EDTA, 1 mM EGTA, 1% Triton X-100, 1 mM benzamidine, 1 mM phenylmethylsulfonyl fluoride,0.5 mg/ml aprotininBuffer A --- 20 mM Tris-HCl at pH 7.0, 0.5 mM dithiothreitolBuffer B --- 0.5 M NaCl in buffer A

cfg

Kinase assay in immunoprecipitate (IP) Cells

*homogenization (10-cm dish/0.5 ml lysis buffer)*centrifugation (12000~15000 rpm, 15 min, 4oC)

Supernatants*protein concentration determination*1 mg protein/0.5 ml extracts

*add Ab against specific kinase (5 g)*incubation (1 h, 4oC) *add protein A/G-S4B (50% v/v, 25 l, shaking)

*centrifugation (6000 rpm, 1min, 4oC)*wash/cfg 3 times in Buffer B

Immunoprecipitates*suspended in 20 l Buffer A*substrate (5-10 g), [-32P]ATP.Mg2+ (0.2-20 mM)*shaking for 10-30 min at RT*adding SDS-sample buffer

SDS-PAGE

Autoradiography

Lysis buffer-----10 mM Tris-HCl at pH 7.4, 2 mM EDTA, 1 mM EGTA, 1% Triton X-100, 1 mM benzamidine, 1 mM phenylmethylsulfonyl fluoride,0.5 mg/ml aprotininBuffer A --- 20 mM Tris-HCl at pH 7.0, 0.5 mM dithiothreitolBuffer B --- 0.5 M NaCl in buffer A

cfg

Page 19: Scientific Methods (I)

Basic experimental techniques (1-10 or more) (enough or not enough?)

The principle behind the technique and its limitation --- ( 君子務本 , 本立道生 ) determination of protein concentration measurement of cell viability, mobility, ROS…. The “feeling” about a series of steps in performing one experiment The ability to foresee results --- Prediction/Expectation

The “control” group --- how many controls should be done in one experiment?

Authority (it must be….. 想當然耳…… .)

19

Page 20: Scientific Methods (I)

The ability to foresee results --- Prediction/Expectation

Exp. 1

Yes No ?Re-design

Exp. 2

Yes No ?Re-design

Exp. 3

Yes No ?Re-design

Exp. 4, 5, 6 and so on…

Page 21: Scientific Methods (I)

Basic experimental techniques (1-10 or more) (enough or not enough?)

The principle behind the technique and its limitation --- ( 君子務本 , 本立道生 ) determination of protein concentration measurement of cell viability, mobility, ROS…. The “feeling” about a series of steps in performing one experiment The ability to foresee results --- Expectation

The “control” group --- how many controls should be done in one experiment?

Authority (it must be….. 想當然耳…… .)

21

Page 22: Scientific Methods (I)

The “control” group --- how many controls should be done in one experiment?

Changing only one parameter in a single exp. at a time

MYO18A PIX

GIT

1

PAK2

Example: identification of novel interacting proteins of a target in cells

22

Page 23: Scientific Methods (I)

Basic experimental techniques (1-10 or more) (enough or not enough?)

The principle behind the technique and its limitation --- ( 君子務本 , 本立道生 ) determination of protein concentration measurement of cell viability, mobility, ROS…. The “feeling” about a series of steps in performing one experiment The ability to foresee results --- Expectation

The “control” group --- how many controls should be done in one experiment?

Authority (it must be….. 想當然耳…… .)

23

Page 24: Scientific Methods (I)

【來源:中國華文教育網 】

——宋•張載《經學理窟•義理篇 》

[ 解讀 ]

能在別人不會懷疑的地方提出疑問,這才會有長進。 愛因斯坦曾說過,提出問題比解決問題更為重要。 不發現問題就談不上解決問題,也就談不上有什麼進步。 當然,僅僅能提出一些人人都能提出的問題也是沒有什麼長進的。

“學則須疑” ,“於不疑處有疑方是進矣”

24

Page 25: Scientific Methods (I)

【來源:中國華文教育網 】

——宋•張載《經學理窟•義理篇 》

[ 解讀 ]

能在別人不會懷疑的地方提出疑問,這才會有長進。 愛因斯坦曾說過,提出問題比解決問題更為重要。 不發現問題就談不上解決問題,也就談不上有什麼進步。 當然,僅僅能提出一些人人都能提出的問題也是沒有什麼長進的。

“學則須疑” ,“於不疑處有疑方是進矣”

25

Should be very helpful in:

1. Formation of novel idea in a research field --- ribozyme2. Trouble-shooting for experimental details ---3. ……

Page 26: Scientific Methods (I)

What can we learn from our supervisor ???

Basic experimental techniques (1-10 or more) (enough or not enough?) (instruction manual)

The topic(s) and the problem(s) in which that the supervisor is interested (how important and what is the interesting point) (‘good’ or ‘good enough’ science, the wider range of impact)

The way about the formation of the question (hypothesis) that the supervisor wants to address (to solve a important question remained unanswered or just for fun……)

The thinking logic that the supervisor has applied to solve the problem (read a lot of papers and then point out 1-10 methods or just by intuition……)

The way (experimental techniques and attitude) to solve the problem (right methods? Insist or compromise when encounter difficulty? how detail he(she) wants to ask into? how does he(she) explain the data? the attitude about the “truth”)

26

Page 27: Scientific Methods (I)

The Scientist 2000, 14(14):31OPINIONDistinguishing 'Good' Science from 'Good Enough' Scienceby Gregory J Feist

By ‘good’ I mean a scientist who does work that has more of an impact than that the work of most of his or her peers ---- GJ Feist

27

Page 28: Scientific Methods (I)

What can we learn from our supervisor ???

Basic experimental techniques (1-10 or more) (enough or not enough?) (instruction manual)

The topic(s) and the problem(s) that the supervisor is interested in (how important and what is the interesting point) (‘good’ or ‘good enough’ science, the wider-range of impact)

The way about the formation of the question (hypothesis) that the supervisor wants to address (to solve a important question remained unanswered or just for fun……)

The thinking logic that the supervisor has applied to solve the problem (read a lot of papers and then point out 1-10 methods or just by intuition……)

The way (experimental techniques and attitude) to solve the problem (right methods? Insist or compromise when encounter difficulty? how detail he(she) wants to ask into? how does he(she) explain the data? the attitude about the “truth”)

28

Page 29: Scientific Methods (I)

What can we learn from our supervisor ???

Basic experimental techniques (1-10 or more) (enough or not enough?) (instruction manual)

The topic(s) and the problem(s) that the supervisor is interested in (how important and what is the interesting point) (‘good’ or ‘good enough’ science, the wider-range of impact)

The way about the formation of the question (hypothesis) that the supervisor wants to address (to solve a important question remained unanswered or just for fun……)

The thinking logic that the supervisor has applied to solve the problem (read a lot of papers and then point out 1-10 methods or just by intuition……)

The way (experimental techniques and attitude) to solve the problem (right methods? Insist or compromise when encounter difficulty? how detail he (she) wants to ask into? how does he (she) explain the data? the attitude about the “truth”)

29

Page 30: Scientific Methods (I)

What can we learn from our supervisor ???

Basic experimental techniques (1-10 or more) (enough or not enough?) (instruction manual)

The topic(s) and the problem(s) that the supervisor is interested in (how important and what is the interesting point) (‘good’ or ‘good enough’ science, the wider-range of impact)

The way about the formation of the question (hypothesis) that the supervisor wants to address (to solve a important question remained unanswered or just for fun……)

The thinking logic that the supervisor has applied to solve the problem (read a lot of papers and then point out 1-10 methods or just by intuition……)

The way (experimental techniques and attitude) to solve the problem (right methods? Insist or compromise when encounter difficulty? how detail he (she) wants to ask into? how does he (she) explain the data? the attitude about the “truth”)

30

Page 31: Scientific Methods (I)

Other sources for learning scientific methods??

Other experienced investigators in your/other lab

(which one is the best for you to learn?)

(the one who succeeds or fails in doing each experiment)

31

Page 32: Scientific Methods (I)

Can we learn by ourselves ???

Do you always keep in mind and think about your problems ?

Do you really recognize the fundamentals of your problems ? How to analyze ?

Do you know all of the methods that can be potentially applied to solve your problems ? How to know ?

Have you ever created any new idea in doing experiments (generate a new question/hypothesis or think about a new method) ?

Have you ever tried to establish a new method in you lab ? When and how ?

Free thinking to link two or more things together

How you describe your experiments in terms of novelty, importance and feasibility ?

32

Page 33: Scientific Methods (I)

Can we learn by ourselves ???

Do you always keep in mind and think about your problems ?

Do you really recognize the fundamentals of your problems ? How to analyze ?

Do you know all of the methods that can be potentially applied to solve your problems ? How to know ?

Have you ever created any new idea in doing experiments (generate a new question/hypothesis or think about a new method) ?

Have you ever tried to establish a new method in you lab ? When and how ?

Free thinking to link two or more things together

How you describe your experiments in terms of novelty, importance and feasibility ?

33

Page 34: Scientific Methods (I)

Can we learn by ourselves ???

Do you always keep in mind and think about your problems ?

Do you really recognize the fundamentals of your problems ? How to analyze ?

Do you know all of the methods that can be potentially applied to solve your problems ? How to know ?

Have you ever created any new idea in doing experiments (generate a new question/hypothesis or think about a new method) ?

Have you ever tried to establish a new method in you lab ? When and how ?

Free thinking to link two or more things together

How you describe your experiments in terms of novelty, importance and feasibility ?

34

Page 35: Scientific Methods (I)

Can we learn by ourselves ???

Do you always keep in mind and think about your problems ?

Do you really recognize the fundamentals of your problems ? How to analyze ?

Do you know all of the methods that can be potentially applied to solve your problems ? How to know ?

Have you ever created any new idea in doing experiments (generate a new question/hypothesis or think about a new method) ?

Have you ever tried to establish a new method in you lab ? When and how ?

Free thinking to link two or more things together

How you describe your experiments in terms of novelty, importance and feasibility ?

35

Page 36: Scientific Methods (I)

Can we learn by ourselves ???

Do you always keep in mind and think about your problems ?

Do you really recognize the fundamentals of your problems ? How to analyze ?

Do you know all of the methods that can be potentially applied to solve your problems ? How to know ?

Have you ever created any new idea in doing experiments (generate a new question/hypothesis or think about a new method) ?

Have you ever tried to establish a new method in you lab ? When and how ?

Free thinking to link two or more things together

How you describe your experiments in terms of novelty, importance and feasibility ?

36

Page 37: Scientific Methods (I)

Can we learn by ourselves ???

Do you always keep in mind and think about your problems ?

Do you really recognize the fundamentals of your problems ? How to analyze ?

Do you know all of the methods that can be potentially applied to solve your problems ? How to know ?

Have you ever created any new idea in doing experiments (generate a new question/hypothesis or think about a new method) ?

Have you ever tried to establish a new method in you lab ? When and how ?

Free thinking to link two or more things together

How you describe your experiments in terms of novelty, importance and feasibility ?

37

Page 38: Scientific Methods (I)

Can we learn by ourselves ???

Do you always keep in mind and think about your problems ?

Do you really recognize the fundamentals of your problems ? How to analyze ?

Do you know all of the methods that can be potentially applied to solve your problems ? How to know ?

Have you ever created any new idea in doing experiments (generate a new question/hypothesis or think about a new method) ?

Have you ever tried to establish a new method in you lab ? When and how ?

Free thinking to link two or more things together

How you describe your experiments in terms of novelty, importance and feasibility ?

38

Page 39: Scientific Methods (I)

39

Page 40: Scientific Methods (I)

40

Page 41: Scientific Methods (I)

41

Page 42: Scientific Methods (I)

42

Page 43: Scientific Methods (I)

43

Page 44: Scientific Methods (I)

44

Page 45: Scientific Methods (I)

45

Page 46: Scientific Methods (I)

46

Page 47: Scientific Methods (I)

47

Page 48: Scientific Methods (I)

The End

48