Ana Szarfman, MD, PhD

Senior Medical Officer & Safety Data Mining Developer, FDA CDER

Co-developer of FDA's data mining system; advocated for the RGPS method during COVID-19 vaccine safety surveillance.

Timeline appearances (38)

Quotes (15)

  • "the 20-year-old MGPS model could potentially mask signals."
    Szarfman raised concerns about the current methodology to the Commonwealth contractor running FDA's data mining system, in a call where Baer also participated. · 2021-08-12 view in /quotes/ →
  • "49 examples of extreme masking"
    Szarfman shared a DuMouchel RGPS analysis with FDA officials, with over twenty examples now showing a statistically significant safety signal when adjusted for masking. · 2021-03-26 view in /quotes/ →
  • "a method that automatically unmask[s] signals that remain hidden by other data mining methodologies, including MGPS [FDA's current data mining method abbreviated for Multi-item Gamma Poisson Shrinker]."
    Szarfman warned Forshee that her and DuMouchel's method had detected an increased mortality signal with the COVID-19 vaccines. · 2021-07-12 view in /quotes/ →
  • "Note the safety signals for cardiac events with the Pfizer and Moderna vaccines, now in the news, that are better identified by RGPS than by MGPS."
    Szarfman resent DuMouchel's analysis to Niu and other FDA officials, explicitly drawing attention to cardiac event signals coinciding with public reporting. · 2021-04-25 view in /quotes/ →
  • "demonstrates the potential utility of a new signal detection methodology called RGPS that can address masking and confounding effects that cannot be properly controlled by conventional signaling methodologies."
    Szarfman received clearance from Stockbridge to publish her co-authored paper on masking and described its contribution. · 2021-06-04 view in /quotes/ →
  • "Note that the ER05 signals of RPGS are higher than the EB05 signals of MGPS."
    Szarfman emailed FDA colleagues with DuMouchel's analysis showing the new RGPS method detected higher safety signals than FDA's MGPS method, particularly for acute myocardial infarction. · 2021-05-06 view in /quotes/ →
  • "the background will only be for covid-19 vaccines, instead of for other vaccines. Therefore, masking covid-19 vaccine signals that are common with these vaccines, but not common across other types of vaccines."
    Szarfman explained the masking concern to Commonwealth contractors after they directed her to speak with Menschik or Baer. · 2021-09-03 view in /quotes/ →
  • "is roughly eight times more likely to occur with COVID-19 vaccines than with other vaccines."
    Szarfman, DuMouchel, and others published in Drug Safety quantifying how much more likely masking was to occur in COVID-19 vaccine surveillance. · 2022-06 view in /quotes/ →
  • "signals for a vaccine of interest are hidden by the presence of other reported vaccines. This masking effect may in turn limit or delay our understanding of the risks associated with new and established vaccines."
    From Szarfman, DuMouchel, and Harpaz's 2022 Drug Safety paper defining the masking phenomenon. · 2022-06 view in /quotes/ →
  • "I am not astonished that [FDA's data mining system] was unable to detect these signals."
    Szarfman emailed FDA colleagues about CDC and FDA discussions on myocardial events and the lack of signals in VAERS, resending DuMouchel's RGPS analysis from one month earlier. · 2021-06-11 view in /quotes/ →
  • "RGPS is much, much better at unmasking signals than MGPS. It automatically identifies and corrects for confounders. This is an important function to have, given the pandemic situation."
    Szarfman urged Menschik directly to adopt the RGPS methodology, after Commonwealth contractors directed her to speak with him or Baer about her data mining questions. · 2021-09-03 view in /quotes/ →
  • "RGPS is the state of the art"
    In her March 2021 presentation to Marks and other senior FDA officials, Szarfman emphasized that RGPS incorporates more information into the signal generation process, leading to a lower rate of missed signals and less false alerts. · 2021-03-01 view in /quotes/ →
  • "safety signals may remain hidden"
    Szarfman organized a virtual meeting on Dec 23, 2020 to discuss new safety methodology with Forshee, Nair, and Stockbridge, noting in introductory remarks that signals may remain hidden under current practices. · 2020-12-23 view in /quotes/ →
  • "This is a method that also strongly reduces confounding"
    Szarfman replied to Zinderman after being told to hold off on her data mining, defending the new RGPS methodology and emphasizing its advantages. · 2021-05-07 view in /quotes/ →
  • "especially in the capacity to unmask hidden signals"
    Szarfman emailed her published Drug Safety paper to FDA Commissioner Califf, summarizing what advances her data mining methodology offered. · 2022-07-17 view in /quotes/ →