In this appeal from various summary judgment rulings by the district court in a toxic-tort case involving a claim that the ingestion of prescription medication allegedly containing phenylpropanolamine caused brain injury, we primarily consider the admissibility of testimony from an ex *682 pert witness that the injuries allegedly suffered by the plaintiff were caused by the ingestion of phenylpropanolamine. The district court determined the causation opinion by the expert witness would be inadmissible at trial and granted summary judgment to the defendants. On appeal, we affirm the decision of the district court.
I. Background Facts and Proceedings.
Phenylpropanolamine (PPA) is a drug that was used over the course of three decades as an ingredient in many cough and cold products, as well as in appetite-suppressant products. It was approved by the Food and Drug Administration (FDA) in the 1970s as safe and effective and eventually became one of the most commonly used drug ingredients in the United States. It was widely used in both prescription and over-the-counter drugs, with billions of doses sold each year.
In November 2000, the FDA notified manufacturers and distributors of drug products containing PPA that a recent epidemiological study, conducted by the Yale University School of Medicine in collaboration with the FDA and manufacturers of PPA, had found a low risk of hemorrhagic stroke among women who used weight-loss products containing PPA. The FDA did not initiate a drug recall in response to the study, but recommended drug companies discontinue marketing products containing PPA. The study found no increased risk of hemorrhagic stroke among men who used products with PPA. It also found no increased risk among women who used cold and cough products containing PPA, but suggested such products presented a possible risk for hemorrhagic stroke in women based on the increased risk found with weight-loss products. See Walter N. Ker-nan, et al., Phenylpropanolamine and the Risk of Hemorrhagic Stroke, 343 New Eng. J. Med. 1826, 1826-32 (2000) [hereinafter Kernan].
The FDA recommendation was widely reported to the public by the news media. Most manufacturers of the drug products containing PPA promptly responded to the announcement by discontinuing the distribution of their products containing PPA, including Adams Laboratories, Inc. and Adams Respiratory Therapeutics, the manufacturers of a prescription cough and cold medicine containing PPA called “Aquatab C.” Adams also notified distributors and customers to return the product. Adams then reformulated Aquatab C by substituting PPA with pseudophedrine and made the new product available in March 2001. Aquatab C was distributed for Adams by McKesson Corporation.
On February 4, 2002, Bryan Ranes ingested Aquatab C. He had gone to Mercy Medical Center in Centerville with complaints of a sore throat, congestion, and a stuffy nose. He was seen by Dr. Michael Rinaldi, who prescribed three medications, including Aquatab C. Ranes’ mother went to Owl Pharmacy in Centerville to fill the Aquatab C prescription. The pharmacist who filled the prescription was Amanda Mathews. The supervising pharmacist at Owl Pharmacy was Frank Reznieek. Owl Pharmacy did not have Aquatab C in stock at the time, but obtained it for Ranes from a nearby Hy-Vee Pharmacy.
Within thirty-five minutes of ingesting a tablet of Aquatab C, Ranes claimed he began to experience intense and excruciating pain on the left side of his head and numbness in his left arm and left side of his head. These symptoms, and many others, allegedly reoccurred after Ranes ingested additional tablets of Aquatab C.
In the months and years that followed, Ranes was seen by a number of physicians at a number of medical facilities both in and outside Iowa for a growing number of *683 symptoms and complaints. The complaints and symptoms Ranes reported included convulsions, urinary incontinence, unsteady walk, vision and hearing problems, back and chest pain, diarrhea, altered taste and smell, muscle spasms, arm pain and weakness, tremors, numbness, and even the sight of worms crawling out of his hands. Some of the symptoms predated the ingestion of PPA. Prior to Ranes’ visit with Dr. Rinaldi, on November 14, 2001, Ranes was examined at the Cen-terville Medical Clinic by Dr. Donald Fraser for multiple complaints of pain in every body part. The results of the examination were normal, and Dr. Fraser believed the complaints may have been attributable to general psychiatric problems such as hypo-chondriasis and chronic anxiety.
Following Ranes’ visit with Dr. Rinaldi on February 4, 2002, Ranes was examined by a variety of physicians. An examination at Mercy Hospital in Des Moines on February 8, 2002, four days after Ranes was prescribed Aquatab C, included an MRI of the brain. The MRI was unremarkable, and the neurological examination by Dr. Paul Babikian was normal. Dr. Babikian testified he did not believe Ranes suffered from vasculitis of the cerebral vascular system. Subsequently, on March 6, 2002, Ranes was seen by Dr. Hala Shamsuddin, an infectious disease specialist at the University of Iowa Hospitals and Clinics. The accompanying neurological examination was normal, although Dr. Shamsuddin’s records indicate Ranes may have been suffering from so-matization disorder (a multisymptomatic disorder characterized by multiple physical complaints with no known medical explanation) and delusions of parasitosis. A CT scan at Mercy Medical Center in Des Moines on March 13, 2002, was normal, with no indication of intracranial hemorrhage. Ranes was subjected to a multis-pecialty team evaluation conducted at Mayo Clinic in Rochester, Minnesota, from March 25, 2002, to April 26, 2002. A CT scan of the brain was normal, and no neurological disorder was observed by neurologist Dr. Jeffrey Britton. Doctors could find no indication of a stroke, intracranial hemorrhage, or seizure. An MRI, MRA, CT scan, and spinal tap conducted at St. Anthony’s Regional Medical Hospital in Rockford, Illinois, on April 30, 2002, showed no abnormalities. St. Anthony’s neurosurgeon Dr. Charles Wright could not diagnose Ranes with a neurological disorder, but his summary reported possible significant depression. Still unsatisfied with the results, Ranes went to the University of Nebraska Medical Center on August 8, 2002. An MRI of the brain and an MRA of the heart conducted at the University of Nebraska Medical Center were normal. A neurological exam conducted at Creighton Medical Center on September 10, 2002, was normal. Finally, on November 11, 2003, an examination performed at Washington University School of Medicine by Dr. Jin-Moo Lee, a stroke neurologist and assistant professor of neurology, concluded the symptoms displayed by Ranes from February of 2002 to date were not consistent with a stroke. Dr. Lee considered PPA in his analysis and ruled it out due to the absence of stroke in Ranes’ case.
On March 5, 2004, Ranes filed a lawsuit against multiple individuals and corporations based on multiple legal claims, including negligence, strict liability, fraudulent nondisclosure, breach of fiduciary duty, battery, and infliction of emotional distress. Underlying each legal claim was an allegation that the ingestion of Aquatab C supplied by the defendants was the cause of a brain stroke or other neurological event that resulted in his myriad ailments.
*684 Ranes continued to seek out medical evaluations after he filed his lawsuit. In April of 2004, Ranes was examined at the McFarland Clinic in Ames by Dr. Michael Kitchell, a neurologist. Dr. Kitchell found some indication of neurological problems, but no evidence of a stroke. Dr. Kitchell believed, to a reasonable degree of medical certainty, that Ranes’ symptoms were not associated with PPA. In April and May of 2005, Dr. Terry Rolan and Dr. Dale Vas-low at the University of Missouri School of Medicine similarly found Ranes suffered from neurologically related symptoms, but his problems were not associated with a cerebral hemorrhage. They too did not believe Ranes’ case was associated with PPA, but rather most likely a “parainfec-tious autoimmune event leading to a brain stem encephalitis.” Dr. Rolan also believed Ranes likely had a psychological aspect to his problems.
During the course of the legal proceedings, Ranes identified Dr. Mark Thoman as an expert witness who would testify at trial in support of his claim that his ailments resulted from a brain stroke or otherwise permanent, progressively degenerative neurological sequelae caused by the ingestion of Aquatab C containing PPA. Dr. Thoman is a specialist in toxicology and has primarily practiced medicine as a pediatrician. He is not a neurologist and has not authored any reports or articles on the effects of PPA. He is not one of Ranes’ treating physicians and has never examined him. Dr. Thoman agrees that his diagnosis of vasculitis is not supported by any imaging tests or other medical tests. Dr. Thoman diagnosed Ranes with vasculitis because he believed Ranes’ continual signs and symptoms are consistent with the toxic effects of PPA. The defendants identified Dr. Michael Jacoby, a neurologist, as one of their expert witnesses for trial. Dr. Jacoby concluded the symptoms identified by Ranes did not result from a stroke, but were consistent with a progressive degenerative neurological condition. Dr. Jacoby agreed with other neurologists who concluded Ranes did not suffer from vasculitis. He disagreed with Dr. Thoman’s diagnosis.
Defendants eventually moved for summary judgment on a variety of grounds, including the claim that Dr. Thoman was not qualified to render an opinion that the ingestion of PPA caused Ranes’ alleged injuries, and such an opinion failed to satisfy the standard of reliability. The defendants claimed summary judgment was proper because Ranes could not establish the causation element of any of his claims without expert opinion evidence. The motion for summary judgment was preceded by a motion to exclude the opinion testimony of Dr. Thoman from trial. Ranes acknowledged Dr. Thoman was the only witness who would testify at trial that the ingestion of PPA was a cause of Ranes’ alleged injuries. However, he claimed Dr. Thoman was qualified to provide opinion testimony on causation, and his opinion was reliable and admissible.
In a detailed and well-written decision, the district court found Dr. Thoman’s testimony on causation should be excluded from trial. The court found Dr. Thoman was unqualified to testify about his diagnosis that Ranes suffered from a neurological injury. It further found the differential diagnosis methodology used by Dr. Tho-man, purporting to link PPA to the alleged neurological injuries by Ranes, was unreliable under Iowa law and relevant considerations. The court granted the motion to exclude his opinion from trial and granted summary judgment for all defendants.
Ranes appealed from the decision by the district court to exclude the opinion testimony of Dr. Thoman and to grant summary judgment. Defendants cross-appeal *685 ed from various prior summary judgment rulings by the district court. On appeal, Ranes claims the district court abused its discretion to exclude the opinion testimony of Dr. Thoman from trial and erred in granting summary judgment.
II. Standard of Review.
We review a trial court’s decision to admit or exclude expert testimony for an abuse of discretion.
Hyler v. Garner,
We review a district court decision to grant or deny a motion for summary judgment for correction of errors at law.
Kolarik v. Cory Int’l Corp.,
III. Expert Testimony on Proof of Causation in Iowa.
Generally, we have been committed to a liberal view on the admissibility of expert testimony.
See Leaf v. Goodyear Tire & Rubber Co.,
In assessing the reliability of scientific evidence under the first area of preliminary inquiry, we essentially utilize
*686
an ad hoc approach to decide if the scientific area of expertise produces results that are reliable enough to assist the trier of fact.
State v. Hall,
(1) whether the theory or technique is scientific knowledge that can and has been tested, (2) whether the theory or technique has been subjected to peer review or publication, (3) the known or potential rate of error, or (4) whether it is generally accepted within the relevant scientific community.
Leaf,
We emphasize that the ad hoc
Hall
test remains our general approach to evaluating reliability, but the rapid advancements in science and medicine have presented particularly unique challenges for courts seeking to ensure the integrity of scientific evidence used by juries. This judicial role has become increasingly difficult and complex, yet important, as the access to and availability of sources of information and opinions continue to expand. Thus, we encourage a more expansive judicial gatekeeping function in difficult scientific cases. At the same time, it follows that application of
Daubert
considerations is not appropriate in cases involving “technical! ] or other specialized knowledge” because such nonscientific evidence is not as complex.
Johnson,
In all circumstances involving expert testimony, the proponent of the evidence has the burden of demonstrating to the court as a preliminary question of law the witness’s qualifications and the reliability of the witness’s opinion. Iowa R. Evid. 5.104(a);
see State v. Myers,
Like
Daubert,
the case before us is a toxic-tort case. The proffered testimony at issue involves complex medical issues, including the potential biological effect of PPA on the human body and on Ranes, a corresponding differential diagnosis, and the alternative diagnosis of a complex neurological disease. Such testimony is certainly complex, and it has the “potential to achieve an exaggerated impact on the fact-finding process.”
Leaf,
IV. Qualification of an Expert.
A witness is qualified to assist the jury as an expert to resolve a disputed fact if the witness has adequate “knowledge, skill, experience, training, or education” on the subject matter in question. Iowa R. Evid. 5.702. All expert witnesses must be qualified in the area of their testimony based on one of the five areas of qualification. Yet, a particular degree or type of education is not needed.
Leaf,
A. Overview of Analysis. In this case, the disputed factual issue is whether the PPA contained in Aquatab C medication caused the plaintiffs injuries. The district court in this case examined the issue in terms of “general” and “specific” causation. Courts have commonly bifurcated toxic-tort-causation analysis into two separate but related parts: general causation and specific causation.
See
David E. Bernstein,
Getting to Causation in Toxic Tort Cases,
74 Brook. L.Rev. 51, 52-53 ns.4, 6 (2008) [hereinafter Bernstein];
see also Henricksen v. ConocoPhillips Co.,
This bifurcated analysis has not been explicitly used as the standard in Iowa. However, due to its general acceptance among scholars and courts of other jurisdictions, as well as the relative ease of application the analysis offers to courts examining complex issues of causation, we believe it is appropriate for courts to use the bifurcated causation language in toxic-tort cases. In the toxic-tort case before us, both types of causation must be proven, and expert medical and toxicological testimony is unquestionably required to assist the jury. Consequently, Ranes offered the testimony of Dr. Mark Thoman to not only show the effects that PPA is capable of producing, but also that the PPA contained in Aquatab C actually caused the neurological injuries alleged by Ranes.
The relevant expert or experts on causation in toxic-tort cases must be qualified to testify competently to both general and specific causation.
See Hyler,
B. Qualification of Dr. Tho-man. Dr. Thoman is a toxicologist. Toxicologists study the nature, effects, and detection of poisons and specialize in the treatment of poisoning. Commonly accepted traits of a qualified expert in toxicology include a degree in toxicology (a recently developed postgraduate program at many universities), certification by the American Board of Toxicology, and membership in professional toxicological organizations, such as the Academy of Toxicological Sciences. Bernard D. Goldstein & Mary Sue Henifin, Reference Guide on Toxicology, in Reference Manual on Scientific Evidence 401, 415-17 (Fed. Judicial Ctr. 2d ed. 2000) [hereinafter Goldstein & Henifin].
Dr. Thoman appears to be qualified to testify about the effects of PPA on the human body, including common symptoms of PPA poisoning, and whether those effects appeared in the plaintiffs medical records. Dr. Thoman holds a medical degree, is certified by the American Board of Medical Toxicology, and is a member of a variety of national toxicology associations. The record also reflects that Dr. Thoman has extensive experience in the practice of toxicology. Although Dr. Thoman has not personally conducted a study involving PPA, it is the commonly accepted practice of toxicologists to review the relevant research literature and treatises before rendering an expert opinion. See Goldstein & Henifin at 415. Dr. Thoman testified that he reviewed numerous case studies in medical journals before arriving at his conclusion. Thus, the district court did not abuse its discretion by concluding Dr. Tho-man was qualified to render an opinion on general causation, and we proceed to consider whether Dr. Thoman was also qualified to opine that PPA probably caused the specific harm alleged in this case.
The district court found Dr. Thoman was not qualified to testify that PPA caused Ranes’ specific injuries because Dr. Thoman is not a neurologist, and he purported to include a neurological diagnosis as the foundation of his opinion. The district court considered Dr. Thoman’s testimony as an offer of proof that Ranes suffered from vasculitis. However, we believe the inquiry is narrower. Although Dr. Thoman is not a specialist in neurology, he may nevertheless be qualified to offer an expert opinion on the cause of Ranes’ alleged injury if he otherwise has adequate knowledge, skill, experience, or training that would aid the jury in deciding if Ranes’ injuries were in fact caused by PPA. An expert’s qualification “should always relate to his or her background, education, and experience, rather than to a label which may be applied to a profession or trade.” 31A Am.Jur.2d
Expert and Opinion Evidence
§ 41, at 66-67 (2002). Indeed, our rule of evidence does not include a requirement for how the qualifications to testify should be obtained, and our previous cases have held “[t]he criteria for qualifications under rule 702 ... are too broad to allow distinctions based on whether or not a proposed expert belongs to a particular profession or has a particular degree.”
Hutchison v. Am. Family Mut. Ins. Co.,
The evidence in this case showed Dr. Thoman has read literature on the effects *690 that PPA potentially has on the human brain. Dr. Thoman’s clinical experiences as a physician and toxicologist have generally made him familiar with the biological effects of sympathomimeties such as cocaine, amphetamine, and PPA. As a board-certified medical toxicologist, Dr. Thoman was certainly qualified to discuss the potential effects of PPA on the human body, but Dr. Thoman was also qualified to offer an analysis of PPA’s potential effects on Ranes. Consequently, we next turn to consider whether Dr. Thoman’s analysis in this case was scientifically sound. In doing so, we must decide whether the district court abused its discretion by excluding Dr. Thoman’s testimony as unreliable.
V. Reliability of the Scientific Knowledge of a Qualified Expert.
Dr. Thoman offered a differential diagnosis to show both general and specific causation in this case. In order to determine whether this differential diagnosis is reliable, we must first decide whether a sufficiently reliable scientific foundation existed for Dr. Thoman’s decision to “rule in” PPA as a potential cause of Ranes’ alleged injuries. We begin by scrutinizing Dr. Thoman’s opinion on general causation because his differential diagnosis rests on the necessary assumption that the underlying methodology used to rule PPA in as a cause is sound. Failure to reliably “rule in” the defendant’s drug as a cause of the injuries in a particular case is commonly fatal to plaintiffs seeking to survive summary judgment in toxic tort cases.
See
Faigman § 21:2, at 9 (“[A] failure to lay a sufficient general causation predicate is often cited as grounds for excluding an expert’s differential diagnosis testimony.”);
id.
§ 21:6, at 25 (“The ‘rule in before ruling out’ position of
Cavallo [v. Star Enter.,
A. Overview of Reliability Under General Causation Analysis. Rule 5.702 places a gatekeeping function with the district court to “[ensure] that evidence submitted to the jury meets [the rule’s] criteria for relevance and reliability.”
Bonner,
B. Reliability of Dr. Tho-man’s Testimony. In order to establish general causation, Ranes must show PPA is capable of causing the injuries he claims. See Henifin at 469 (“The third step [in determining external causation] is to demonstrate that the medical and scientific literature provides evidence that in some circumstances the exposure under consideration can cause the outcome under consideration. This step is synonymous with establishment of general causation.”). Problems can often arise in showing reliability of causation testimony in toxic-tort cases because of the “uncertainties concerning the mechanisms by which medical conditions develop from [exposure to a toxic substance] and the difficulties of ruling out other potential causes of those conditions.” 4 Jack B. Weinstein & Margaret A. Berger, Weinstein’s Federal Evidence § 702.06(c)®, at 702-127 (Joseph M. McLaughlin ed., 2d ed. 2009). When no scientific basis exists for conclusively identifying causation between the plaintiffs medical condition and the alleged wrong, medical experts recognize certain protocols to permit an opinion on causation to be expressed in terms of a reasonable medical certainty. Id. at 702-128.
The proffered evidence by Ranes on general causation was based primarily on case studies and case reports on the association between PPA and incidents of diagnosed stroke or vasculitis. Dr. Thoman did not conduct his own study on the effects of PPA on Ranes or on any other patients. Thus, with Daubert considerations in mind, we assess the validity of Dr. Thoman’s methodology based on the research and literature available to him.
The district court examined whether Dr. Thoman’s theory is “scientific knowledge that can and has been tested” and whether the theory or technique “has been subjected to peer review or publication.” We have also highlighted one particular factor in our previous case law: “proof of acceptance of the theory or technique in the scientific community.”
Leaf,
Dr. Thoman relied on two different types of studies in formulating his general causation opinion: a ease-control study and case reports (also referred to as “case studies”). Dr. Thoman did not use any clinical trials. In epidemiological parlance, clinical trials are considered the “gold standard” for determining the relationship between a drug and a health outcome. See Michael D. Green et al., Reference Guide on Epidemiology, in Reference Manual on Scientific Evidence 333, 338 (Fed. Judicial Ctr. 2d ed. 2000). In clinical trials, participants are divided into two groups: one group is exposed to the substance under study and the other group, a “control group,” is left unexposed. Id. Yet, clinical trials are not commonly available for the study of harmful toxins because ethical constraints preclude it. See id. at 339 (observing “[w]hen an agent’s effects are suspected to be harmful, we cannot knowingly expose people to the agent”). Thus, medical experts are accustomed to using other methods of arriving at a causation opinion.
One such alternative method is to consider relevant case-control studies. Case-control studies “measure and compare the frequency of exposure in the group with the disease (the ‘cases’) and the group without the disease (the ‘controls’).... [C]ase-control studies begin with individuals who are selected based on whether they have the disease or do not have the disease_”
Id.
at 340. Experts assess the validity of using these studies in a particular case according to the studies’ direct relevance to the injuries alleged in a case and according to the studies’ known sources of error.
See id.
at 354;
see also In re Rezulin,
Dr. Thoman used one case-control study — the Yale study in the New England Journal of Medicine — in his general causation analysis. The study concluded PPA was likely to cause hemorrhagic stroke in women, but also concluded “[a]n analysis in men showed no increased risk of hemorrhagic stroke in association with the use of cough or cold remedies containing phenylpropanolamine.” Kernan at 1826. Dr. Thoman reasoned, from this study, PPA can likely cause stroke, and since Ranes likely suffered a “stroke-like event,” this study tended to show a relevant causal connection. This study is simply not relevant to the case before us. It excludes men and only references hemorrhagic stroke in women. Moreover, the study does not describe an injury following PPA ingestion called “stroke-like event.” In fact, stroke does not appear to be the injury at issue in this case at all. Dr. Michael Jacoby, a neurologist, testified “[t]here is no medically recognized ‘deathlike’ condition of brain cells ... [and] there is no such recognized medical condition as a stroke-like event....” Dr. Thoman acknowledged he deferred to neurologists to determine whether a stroke in fact occurred, and all eight neurologists involved with Ranes’ case refuted the diagnosis of stroke. Dr. Thoman did not attempt to explain his extrapolation from the study’s reference to “stroke” to Ranes’ so-called “stroke-like event,” involving a progressive neurologic degeneration. As such, this case-control study is not relevant to the injuries alleged in this case and cannot be the basis of any general causation opinion.
Next, the record shows Dr. Thoman relied heavily upon several case *693 reports from various sources. Case reports are reports in medical journals describing clinical events involving one individual or a few individuals. See Henifin at 474. The reports may show, among other things, an association between a specific exposure and a disease or injury. Id. Case report results are often confirmed or dismissed later by clinical trials or case-control studies. Id. Because unconfirmed case reports lack controls, they do not provide as much useful information to medical experts in directly assigning causation as controlled epidemiological studies. Id. at 475. As a result, “[clausal attribution based on case studies must be regarded with caution.” Id. As the eleventh circuit has articulated,
case reports are merely accounts of medical events. They reflect only reported data, not scientific methodology-•••
... Even these more detailed case reports, however, are not reliable enough, by themselves, to demonstrate the causal link the plaintiffs assert that they do because they report symptoms observed in a single patient in an uncontrolled context.... As such, while they may support other proof of causation, case reports alone ordinarily cannot prove causation.
Rider v. Sandoz Pharms. Corp.,
Many courts, like the eleventh circuit, have found expert opinions based in part on case studies and reports and in part by other data and individual research to be reliable.
See id.; see also
Goldstein
&
Henifin at 475
&
n. 132. On the other hand, courts generally conclude, as the district court concluded in this case, that a bare analogy from case reports to the injuries alleged in a particular case is unreliable.
See McClain,
*694
Dr. Thoman attempted to support the case study conclusions by offering his own clinical experience with children and some adults in whom exposure to PPA caused headaches, photophobia, ataxia, chest pain, weakness, and inappropriate behavior. Yet, in Dr. Thoman’s experience, these symptoms disappeared when the patient stopped taking the substance. In contrast, Ranes’ symptoms not only continued after he stopped taking Aquatab C, but multiplied. Dr. Thoman made no attempt to offer an independent analysis in tandem with the case study to explain the differences between Ranes’ symptoms and existing cases of PPA-induced injury. Instead, Dr. Thoman continuously testified there were no existing case reports that tended to show a patient with or without a diagnosis of vasculitis had the same symp-tomology as Ranes. This analysis amounts to a bare case report analogy, with no accompanying facts or circumstances to support the analogy. Moreover, if Dr. Thoman had taken his opinion in this case to a medical journal for publication, it would be in the form of another case report related to PPA, not a clinical trial or case-control study.
See McClain,
Dr. Thoman sought to sidestep criticism that the case reports described disorders dissimilar to the disorder suffered by Ranes by diagnosing Ranes with vasculitis and then connecting this diagnosis with those particular case reports tending to show a specific instance of vasculitis may have been caused by the ingestion of PPA. This analysis, of course, does not aid in establishing the reliability of the case reports to support causation because a diagnosis of a disorder does not constitute additional evidence of causation of the disorder. A diagnosis of vasculitis relates to a description of the disorder, not additional scientific methodology or evidence to make the case reports reliable proof of a causal link between PPA and vasculitis. In the end, Dr. Thoman merely described his own isolated case report. He does not advance the reliability of his opinion that PPA can cause vasculitis.
Moreover, the diagnosis of vasculitis made by Dr. Thoman gives rise to additional concerns normally addressed in the analysis of specific causation. 2 Even assuming there was reliable evidence that PPA can cause vasculitis, such an opinion is relevant only if Dr. Thoman meets the foundational standards to diagnosis Ranes with vasculitis. If PPA can cause vasculi-tis in men, then part of specific causation requires a showing that the disorder suffered by the plaintiff is vasculitis. The diagnosis of vasculitis by Dr. Thoman is critical to the analysis because he was the *695 only physician to diagnose Ranes with the disorder.
C. Reliability Under Specific Causation Analysis. Specific causation in toxic-tort cases examines whether the toxin at issue could have reasonably caused the plaintiffs specific alleged injuries. As noted previously, a differential diagnosis in a proper specific causation analysis assumes the toxin at issue is capable of causing the outcome under consideration.
See
Goldstein & Henifin at 469-70. A differential diagnosis involves “ruling in” specific causes, followed by a process of elimination, and “the final suspected ‘cause’ remaining after this process of elimination must actually be
capable
of causing the injury.”
Cavallo,
Additionally, even assuming PPA could be “ruled in” to a differential causation diagnosis to support the specific causation of the claimed disorder, Ranes must first show he suffered from the disorder alleged. Although doctors are ordinarily qualified to render a medical diagnosis, both the parties presented evidence that vasculitis is a rare disease that is difficult to diagnose. In the context of this complex toxic-tort case, and mindful of the complicated nature of the alleged disease at issue, we proceed to analyze the admissibility of Dr. Thoman’s diagnosis testimony under our legal principles and the relevant Daubert considerations.
1.
Qualification of Dr. Tho-man as a diagnosing medical expert.
In Dr. Thoman’s deposition, he concluded Ranes suffered from PPA-induced vasculi-tis because his symptoms were consistent with symptoms characteristic of vasculitis. Vasculitis is the inflammation of blood vessels. Dr. Jacoby testified vasculitis is “a very rare disorder,” complex and difficult to diagnose, with symptoms that are often fatal if left untreated appropriately. As we have said before, the ability of a witness to testify is determined according to the specific issue presented.
Tappe ex rel. Tappe v. Iowa Methodist Med. Ctr.,
Here, the issue is whether Ranes suffered from the effects of vasculitis. The plaintiff presented no evidence that Dr. Thoman has knowledge, skill, experience, training, or education suitable to an expert testifying about a neurological diagnosis of a complex nature. Dr. Thoman is undisput-edly neither a qualified neurologist, nor one of Ranes’ treating physicians. The diagnosis of vasculitis does not fall within his general area of expertise.
See Hunter v. Bd. of Trs. of Broadlawns Med. Ctr.,
2. Reliability of methodology used by Dr. Thoman. Dr. Thoman’s purported methodology in reaching his diagnosis was also unreliable. In making a clinical diagnosis, it is common practice among medical experts to perform a differential diagnosis 3 by developing a “list of all the possible *696 diseases that could produce the observed signs and symptoms,” then comparing the expected clinical findings for each of the possible diseases with the patient’s actual symptoms and test results. See Goldstein & Henifin at 463. Although the process of medical diagnosis is not an exact science, there does appear to be a medically accepted method of arriving at a diagnosis in any given case. See generally id. at 468-64 (describing the process for clinical diagnosis). Probabilities of disease are combined with a physician’s “knowledge of the frequency of signs and symptoms in a given disease and competing diseases to progressively modify and ultimately arrive at their view of the likelihood of the disease under consideration.” See id. at 467.
In this case, Dr. Thoman departed from a recognized medical process of diagnosing disease. First, evidence was presented to show Dr. Thoman did not consider the variety of diseases that tend to mimic the symptoms of vasculitis. Instead of considering the negative imaging results for vas-culitis, Dr. Thoman dismissed all neurological tests performed over the course of three years as faulty. Of course, all diagnostic imaging tests that would have likely revealed inflammation to support the vas-culitis, including an angiogram, were performed on Ranes and showed no abnormalities. Yet, a diagnosis of vasculitis, while seemingly far-fetched, is not impossible. Indeed, diagnostic imaging tests are known to be limited by potential error. See Goldstein & Henifin at 458. Dr. Vas-low testified that “standard MRI sequences may fail to detect acute stroke in 10 to 20 percent of patients.” MRIs with diffusion and profusion weighted imaging are more accurate at detecting stroke. While Ranes was tested with an MRI machine within days of the first headache following prescribed dosages of Aquatab C, Dr. Vaslow could not determine whether the machine used at that time was an MRI with a diffusion and profusion weighted imaging. It is the plaintiffs burden to demonstrate it is more likely than not that the imaging technology in this case was too inaccurate to detect Ranes’ alleged brain lesion, and such evidence does not appear on the record.
Notwithstanding, the state of the technology used to diagnose Ranes is only one of many potential considerations in diagnosing a patient. Importantly, Dr. Thoman’s diagnosis of vasculitis and subsequent brain cell death was premised solely on Ranes’ degenerative symptoms. Dr. Thoman did not perform a proper differential analysis to arrive at his diagnosis of vasculitis. Instead, Dr. Thoman summarily dismissed as many as eight mimicking conditions due to his lack of background and experience in diagnosing neurological diseases. Several other neurologists, including Dr. Babikian, dismissed vasculitis as a diagnosis in the course of their individual differential diagnoses. In the end, the record shows Dr. Thoman relied only on symptoms Ranes reported to tie the case reports he located to Ranes’ case. This analysis is clearly inconsistent with the accepted methodology. Expert analy
*697
sis that discusses only the evidence the expert believes will advance the plaintiffs position, and ignores a large amount of information that calls the expert’s theory into question, cannot be considered reliable.
See In re Rezulin,
Regardless of the reasons or motives for Dr. Thoman to diagnose Ranes with vasculitis in order to reach his opinion that PPA is capable of causing the injuries alleged by Ranes, the methodology he used to diagnose vasculitis is contrary to the methodology described by the scientific literature. Our standard for admission of expert evidence does not seek to exclude scientific hypotheses merely because they are “novel” or “unusual.” However, “scientific knowledge” implies the opinion is based on more than unsupported speculation.
Daubert,
VI. Conclusion.
We conclude the district court did not abuse its discretion by finding Dr. Thoman did not practice a reliable methodology in reaching his opinion that the ingestion of PPA was the cause of Ranes’ alleged injuries. Consequently, Ranes failed to offer sufficient evidence to generate a factual question for the jury on the issue of causation to support his cause of action, and the district court properly granted summary judgment. Because the summary judgment dismissed the case against all defendants, we need not address any remaining issues in the case, and we do not consider the issues presented in the cross-appeals by defendants.
AFFIRMED.
Notes
. Federal Rule of Evidence 702 was amended following the Supreme Court’s holding in Daubert and is consistent with Daubert’s holding. See 3 David L. Faigman, et al., Modem Scientific Evidence: The Law and Science of Expert Testimony § 22:8 & n. 2, at 127-28 (2008-2009 ed.). Because we determine Daubert principles should apply in this case, we proceed with our analysis using relevant authority that applies and interprets Federal Rule of Evidence 702.
. In toxic-tort cases, both general and specific causation address the link between a drug and a disorder. The evidence to support general causation, however, normally focuses on the science that shows a causal connection between drugs and disorders in people. In turn, this science further tends to define the scope or range of disorders linked to the drug. Thus, if reliable science supports a causal connection between a specific drug and a particular brain disorder, the plaintiff completes the general causation analysis by alleging he or she suffered from that brain disorder. The evidence to support specific causation generally focuses on facts specific to a particular case that show a drug was an actual cause of the disorder suffered by the plaintiff. Thus, supporting evidence not only pertains to the cause of disorder, but also relates to a diagnosis of the disorder.
. The phrase "differential diagnosis” is used by the medical profession to refer to two different processes: the process of determining the disease responsible for causing a par *696 ticular patient's symptoms in a specific case, and the process of determining the cause of a diagnosed disease in a specific case. Henifin at 443. Some courts and expert witnesses use the phrase "differential etiology” to identify the process of determining causation and "differential diagnosis” for the process of diagnosing disease because the term "etiology” refers to the cause of disease, but this distinc-tical is not by the medical profession. Id. The same scientific process may be used in both general and specific causation analyses, and here, we use it to refer to the process by which Dr. Thoman arrived at his diagnosis of vasculitis, a disease. We use the phrase "differential diagnosis” in this opinion the same way the medical profession uses it in order to maintain clarity and consistency.
. Prior to submission of this case, the plaintiff offered a "Notice of Additional Authority” for consideration. Generally, courts may consider authority outside the record in interpreting statutes and legislative facts. However, the facts the plaintiff proposes to include are evi-dentiary, not legal, in nature and will therefore be excluded from our discussion. Even assuming the facts offered are not precluded, such evidence would not support the plaintiff’s efforts to establish the reliability of Dr. Thoman’s methodology in this case due to Dr. Thoman’s unqualified and unreliable process in diagnosing Ranes with vasculitis.
