4. Evaluating a paper 1Prof. Talal Aburjai. A thorough understanding and evaluation of a paper involves answering several questions: a. What questions.

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Presentation transcript:

4. Evaluating a paper 1Prof. Talal Aburjai

A thorough understanding and evaluation of a paper involves answering several questions: a. What questions does the paper address? b. What are the main conclusions of the paper? c. What evidence supports those conclusions? d. Do the data actually support the conclusions? e. What is the quality of the evidence? f. Why are the conclusions important? 2Prof. Talal Aburjai

a. What questions does the paper address? Before addressing this question, we need to be aware that research in biochemistry and molecular biology can be of several different types: Type of research Question asked: Descriptive What is there? What do we see? Comparative How does it compare to other organisms? Are our findings general? Analytical How does it work? What is the mechanism? 3Prof. Talal Aburjai

Descriptive research often takes place in the early stages of our understanding of a system. We can't formulate hypotheses about how a system works, or what its interconnections are, until we know what is there. Typical descriptive approaches in molecular biology are DNA sequencing and DNA microarray approaches. In biochemistry, one could regard x-ray crystallography as a descriptive endeavor. 4Prof. Talal Aburjai

Comparative research often takes place when we are asking how general a finding is. Is it specific to my particular organism, or is it broadly applicable? A typical comparative approach would be comparing the sequence of a gene from one organism with that from the other organisms in which that gene is found. One example of this is the observation that the actin genes from humans and budding yeast are 89% identical and 96% similar. 5Prof. Talal Aburjai

Analytical research generally takes place when we know enough to begin formulating hypotheses about how a system works, about how the parts are interconnected, and what the causal connections are. A typical analytical approach would be to devise two (or more) alternative hypotheses about how a system operates. These hypotheses would all be consistent with current knowledge about the system. Ideally, the approach would devise a set of experiments to distinguish among these hypotheses. A classic example is the Meselson- Stahl experiment. 6Prof. Talal Aburjai

b. What are the main conclusions of the paper? This question can often be answered in a preliminary way by studying the abstract of the paper. Here the authors highlight what they think are the key points. This is not enough, because abstracts often have severe space constraints, but it can serve as a starting point. Still, you need to read the paper with this question in mind. 7Prof. Talal Aburjai

c. What evidence supports those conclusions? Generally, you can get a pretty good idea about this from the Results section. The description of the findings points to the relevant tables and figures. This is easiest when there is one primary experiment to support a point. However, it is often the case that several different experiments or approaches combine to support a particular conclusion. For example, the first experiment might have several possible interpretations, and the later ones are designed to distinguish among these. 8Prof. Talal Aburjai

d. Do the data actually support the conclusions? One major advantage of doing this is that it helps you to evaluate whether the conclusion is sound. If we assume for the moment that the data are believable (see next section), it still might be the case that the data do not actually support the conclusion the authors wish to reach. There are at least two different ways this can happen: 9Prof. Talal Aburjai

i. The logical connection between the data and the interpretation is not sound ii. There might be other interpretations that might be consistent with the data. 10Prof. Talal Aburjai

e. What is the quality of that evidence? This is the hardest question to answer, for novices and experts alike. At the same time, it is one of the most important skills to learn as a young scientist. It involves a major reorientation from being a relatively passive consumer of information and ideas to an active producer and critical evaluator of them. This is not easy and takes years to master. 11Prof. Talal Aburjai

Beginning scientists often wonder, "Who am I to question these authorities? After all the paper was published in a top journal, so the authors must have a high standing, and the work must have received a critical review by experts." Unfortunately, that's not always the case. In any case, developing your ability to evaluate evidence is one of the hardest and most important aspects of learning to be a critical scientist and reader. 12Prof. Talal Aburjai

How can you evaluate the evidence? First, you need to understand thoroughly the methods used in the experiments. Often these are described poorly or not at all. The details are often missing, but more importantly the authors usually assume that the reader has a general knowledge of common methods in the field (such as immunoblotting, cloning, genetic methods, or DNase I footprinting). If you lack this knowledge, as discussed above you have to make the extra effort to inform yourself about the basic methodology before you can evaluate the data. 13Prof. Talal Aburjai

Second, you need to know the limitations of the methodology. Every method has limitations, and if the experiments are not done correctly they can't be interpreted. 14Prof. Talal Aburjai

Third, you need to distinguish between what the data show and what the authors say they show. The latter is really an interpretation on the authors' part, though it is generally not stated to be an interpretation. Papers usually state something like "the data in Fig. x show that...". This is the authors' interpretation of the data. 15Prof. Talal Aburjai

Do you interpret it the same way? You need to look carefully at the data to ensure that they really do show what the authors say they do. You can only do this effectively if you understand the methods and their limitations. 16Prof. Talal Aburjai

Fourth, it is often helpful to look at the original journal (or its electronic counterpart) instead of a photocopy. Particularly for half- tone figures such as photos of gels or autoradiograms, the contrast is distorted, usually increased, by photocopying, so that the data are misrepresented. 17Prof. Talal Aburjai

Fifth, you should ask if the proper controls are present. Controls tell us that nature is behaving the way we expect it to under the conditions of the experiment. If the controls are missing, it is harder to be confident that the results really show what is happening in the experiment. You should try to develop the habit of asking "where are the controls?" and looking for them 18Prof. Talal Aburjai

f. Why are the conclusions important? Do the conclusions make a significant advance in our knowledge? Do they lead to new insights, or even new research directions? Again, answering these questions requires that you understand the field relatively well. 19Prof. Talal Aburjai