2/ This work was a multidisciplinary effort, & I am REALLY proud of that! I think this is a great example of the cool work we can do when we put our clinical laboratory and infectious disease minds together to answer questions about diagnostic tests and #stewardship#IDtwitter
3/ Dr. Sarah parker (@HandshakeASP@COpedsID ), Dr. Anna Sick-Samuels (@asicksamuels ) and myself all had a similar question: Do hospitals that use more endotracheal aspirate cultures have more days of therapy in their mechanically ventilated patients?
4 / Endotracheal aspirate cultures (EACs) are often used in pediatrics to assist in assessing cause of fever, diagnosing VAP/VAT, etc...but they are messy specimens. Contaminated w/commensal orgs, VERY hard to differentiate between colonization & infection asm.org/Articles/2020/…
5/ All components for this process seem to be broken.
* The way we order/collect EACs is broken (collected as surveillance, clinical picture may not fit VAT/VAP when specimen collected, etc. Collecting/using less EACs doesn't seem to impact patient care pubmed.ncbi.nlm.nih.gov/33827937/
6/ There is a TREMENDOUS amount of variability in how EACs are handled in the lab -- from processing to results reporting. This makes it nearly impossible to study anything involving EACs (including VAP & VAT). pubmed.ncbi.nlm.nih.gov/33298605/
7/ Additionally, reporting organisms from these poor-quality cultures may prompt clinicians to treat, even when it isn't warranted. It's a sticky situation: mechanically ventilated patients are VERY sick, and everyone is probably doing their best, but we have to #saveantibiotics
8 / So given that:
-EACs are usually very junky
-There's lab variability and reporting of EAC results may prompt unnecessary ABX use
We wanted to know:
Is there variability in EAC use across pediatric hospitals in the US, and if so, is ⬆️EAC use associated with ⬆️ABX?
9 / We use the Pediatric Health Information System (PHIS) to gather billing data on mechanically ventilated patients who were admitted between 2016-2019 and had EACs. It took us nearly 2 years to build a data extraction algorithm for this: EACs are hard to capture correctly!
10/ PT Incusion:
- <18 yrs
- >= 1 day of mechanical ventilation (CTC code for mechanical ventilation).
-We did some local validation(s) to determine which codes to use/not to use to ensure we captured the right patients
-Pts without daily coding were excluded (i.e., OR pts)
11 / EAC & Lab stuff
* EACs are billed for differently among labs & may be nonspecific (aerobic culture, "other"). This is a challenge!
* We teamed up with our amazing PHIS team and accessed the "charge description master" - allowed us to identify EACs w/better accuracy
12 /
We defined the rate of EAC use as the total number of EACs billed for on a ventilated day per 1000 total ventilator-days. We identified EACs when the patient had a code for respiratory aerobic culture coinciding with a charge for ventilation on the same calendar day.
13 /
As a team, we went through antibiotics one by one and selected those that would reasonably be used to treat a respiratory infection in these patients. We excluded abx with small n's, or those that were inhaled.
14/ We defined the rate of antibiotic use as an antibiotic day of therapy (DOT) occurring on a ventilated day per 1000 ventilator-days. A DOT was identified when the patient had a billing code for an antibiotic coinciding with a charge for ventilation on the same calendar day.
15/
We also collected patient and hospital demographics like:
Hospital case mix index, age, race/ethnicity, presence of underlying chronic condition(s), cumulative number of ventilator days, geographic location of the hospital, sex, etc.
16/ GET READY FOR SOME BIG NUMBERS!
*31 hospitals met inclusion criteria
*152,132 patients were admitted and received mechanical ventilation on a ventilated day during the study period
*These patients had 79,691 EACs that were collected on a ventilator day.
17/ Unadjusted rate of use for EACS
We broke use down by unit: 1. Overall = 46 per 1000 vent days (IQR, 32-73) 2. ICU group was 100 per 1000 vent days (IQR, 63-137)
3.NICU group= 24 per 1000 vent days (IQR, 11-34)
18/ factors associated with getting an EAC prior to adjustment included: 1. Case mix index (OR, 1.03 [95% CI, 1.02-1.03]; P < .001), 2. non-Hispanic Black race (OR, 1.16 [95% CI, 1.13-1.20]; P < .001) 3. presence of any chronic condition (OR, 2.13 [95% CI, 2.06-2.20]; P < .001)
19/ To try to understand the impact of EAC use on ABX use in ventilated patients, we adjusted for covariates that were associated with receiving an antibiotic. In other words, we tried to account for other reasons why a patient would receive an antibiotic other than EAC results
20 / Adjusted EAC use rates (median): 1. Median, all hospitals=57 per 1000 vent days. 2. The adjusted EAC rates for individual institutions ranged from 20 per 1000 total ventilator-days (95% CI, 13-26) to 119 per 1000 total ventilator-days (95% CI, 80-158)... AKA VARIABILITY!
21 / Patients were more likely to get an EAC test if: 1. Their hospital had a higher case mix index (AOR 1.03) 2. They were in the 1-4 yr age group (AOR 1.31) 3. They were non-Hispanic black patients (1.08) 4. They had more cumulative vent days (2.60)
22 / ANTIBOTICS: Unadjusted median DOT Rates--> 1. All units = 783 per 100 vent days (IQR, 686-875) (all antibiotics) 2. ICU = 1,181 per 1000 vent days (1,062-1,387) 3. NICU=740 per 1000 vent days (IQR, 648-838)
23/ Many variables were significantly associated w/ receiving ABX. Interestingly, Non-Hispanic Black patients had significantly less odds of receiving ABX on a ventilated day than non-Hispanic White patients (AOR, 0.80 [95% CI, 0.77-0.83]). This warrants more investigation.
24/ Correlation of ABX vs EAC 1. All units: R = 0.46; P = .009 2. ICU subgroup: All ABX R = 0.48; P = .001, anti-Staph drugs R = 0.43; P = .015
3.NICU subgroup: All ABX R = 0.5; P = .005, anti-Pseudo ABX R = 0.39; P = .03, anti-Staph ABX R = 0.51, P = .004.
25/ Final analysis:
After adjustment, patients who received EAC testing on a ventilated day had 3 times the odds of receiving an antibiotic than patients with mechanical ventilation who did not receive EAC testing (AOR, 2.87 [95% CI, 2.74-3.01]).
For those who like a longer format tweetorial, @threadreaderapp unroll
2/ First, just a quick note on writing for @ASMicrobiology. Volunteering my time to write has been one of the highlights of the last 2 yrs for me! So grateful for the amazing Bugs & Drugs team, especially @JulieMarieWolf@JClinMicro@ScienceInTheDMV who took a chance on me.
3/
YELLOW FEVER AND FRACTIONAL DOSES #Publichealth piece discussing the yellow fever outbreak of 2015/16 in Africa & highlighting the amazing work of researchers working on fractional #vaccine dosing. It's an amazing story, full of impressive characters. asm.org/Articles/2021/…
2 / This is a follow up article to the one I wrote back in May that briefly detailed the history of #YellowFever in the United States, and how the development of #diagnostics for the disease as well as modern research stemmed from that #history. asm.org/Articles/2021/…
3/ The #YellowFever#outbreak that started in Angola in 2015 ravaged major cities like Luanda & Kinshasa, and resulted in 11 imported cases in China - a country that harbors the mosquito that spreads the yellow fever virus and has a population immunologically naïve to YF.
2/ Some background:
* Historically, infants and children are given antibiotics until blood cultures are negative at 48-72 hours.
*Empirically treating is essential for children with bacteremia, but waiting for this negative BC period may be unnecessary. pubmed.ncbi.nlm.nih.gov/25567785/
3/ Why we did this study:
* Understanding the time it takes for blood cultures to become positive (with respect to certain organisms and subspecialties) can help shorten overall antimicrobial duration.
*Shortening duration= fewer adverse events, less resistance, shorter stays
2/ First, I want to emphasize that this project highlights many of the reasons I chose to pursue a #PhD in clinical & translational science. As a long-time microbiologist, I can say that the clinical lab doesn't often have a seat at the clinical effectiveness / research table.
3/ This project focuses on the tracheal aspirate culture- a diagnostic process that is greatly limited by contamination with normal respiratory flora, and which lacks consensus or standardization across labs and hospitals. @ASCLS@ASMicrobiology@ASCP_Chicago
1/Dr. Lewis Roberts is giving a really interesting talk at @ACTScience#TS21 that walks us through the art of reviewing and questioning a scientific talk.
We are all pretty familiar with reviewing manuscripts, but I think this is a fresh take! @EdgeforScholars#phdlife#PhD
2/ This is like a dynamic (real-time) manuscript review. The corollary:
* One key for presenters: strategically repeat yourself
*Tell them what you're going to say (abstract)
*Tell them (introduction, methods, results)
*Tell them what you told them (discussion) #TS21@ACTScience
3/ The 40,000 ft view:
*What is the main aim of the study? Should be in the first few minutes of a presentation
*When you are listening, pick out:
-What is the problem they are trying to solve?
-What is the overall hypothesis? #TS21
3/ Making your own "Scientist Oath" using social media:
If you were making your own platform, what rules would YOU write?
-Be deliberate in thinking about what you share and how you share it