Seasonal Temperature Impacts Patients’ Laboratory Results
By LabMedica International staff writers Posted on 23 Dec 2021 |

Image: Schematic graphics showing how variation in common laboratory test results caused by ambient temperature (Photo courtesy of Cell Press)
Every year, 13 billion laboratory tests are performed in the USA, nearly 800 million in the UK, and many more worldwide. Test results provide critical data on clinically important changes in patient physiology.
These test including acute variations in plasma volume, body temperature, circadian rhythms, but can also vary for more idiosyncratic reasons from one phlebotomy to the next, like differences in technique or sample processing. The effect of ambient temperature on the day blood is drawn has been explored.
Health scientists at the University of California, Berkeley (Berkeley, CA, USA) and from the University of Chicago (Chicago, IL, USA) analyzed a large dataset of test results from 2009 to 2015, spanning several climate zones. In a sample of more than four million patients, they modeled more than two million test results as a function of temperature. They measured how day-to-day temperature fluctuations affected results, over and above the patients’ average values, and seasonal variation. In the dataset were 4,877,039 individuals who had laboratory result data. Daily temperature ranges from a low of −28 °C (Fairbanks, AK, USA; February 16, 2011) to 49 °C (Yuma, AZ, USA; July 23, 2014).
The investigators reported that the results showed that temperature affected more than 90% of individual tests and 51 of 75 assays, are significantly affected by temperature, including measures of kidney function (increased creatinine, urea nitrogen, and urine specific gravity), cellular blood components (decreased neutrophils, erythrocytes, and platelets), and lipids (increased high-density lipoprotein [HDL] and decreased total cholesterol, triglycerides, and low-density lipoprotein [LDL]). These small, day-to-day fluctuations did not likely reflect long-term physiological trends. For example, lipid panels checked on cooler days appeared to suggest a lower cardiovascular risk, leading to almost 10% fewer prescriptions for cholesterol-lowering drugs called statins to patients tested on the coolest days compared to the warmest days, even though these results probably did not reflect stable changes in cardiovascular risk.
One practical implication of the study is that laboratories could statistically adjust for ambient temperature on the test day when reporting laboratory results. Doing so could reduce weather-related variability at a lower cost than new laboratory assay technology or investments in temperature control in transport vans. In practice, decisions on adjustment would need to be at the discretion of the laboratory staff and the treating physician, potentially on a case-by-case basis.
Ziad Obermeyer, MD is the Distinguished Associate Professor of Health Policy and Management and first author of the study, said, “The textbook way of thinking about medical investigation is bench to bedside. First, we come up with a hypothesis, based on theory, then we test it with data. As more and more big data comes online, like the massive dataset of laboratory tests we used, we can flip that process on its head: discover fascinating new patterns and then use bench science to get to the bottom of it. I think this bedside-to-bench model is just as important as its better-known cousin because it can open up totally new questions in human physiology.”
The authors concluded that ambient temperature affects the results of many laboratory tests. These distortions, in turn, affect medical decision-making. Statistical adjustment in reporting is feasible and could limit undesired temperature-driven variability. The study was published on December 10, 2021 in the new journal MED.
Related Links:
University of California, Berkeley
University of Chicago
These test including acute variations in plasma volume, body temperature, circadian rhythms, but can also vary for more idiosyncratic reasons from one phlebotomy to the next, like differences in technique or sample processing. The effect of ambient temperature on the day blood is drawn has been explored.
Health scientists at the University of California, Berkeley (Berkeley, CA, USA) and from the University of Chicago (Chicago, IL, USA) analyzed a large dataset of test results from 2009 to 2015, spanning several climate zones. In a sample of more than four million patients, they modeled more than two million test results as a function of temperature. They measured how day-to-day temperature fluctuations affected results, over and above the patients’ average values, and seasonal variation. In the dataset were 4,877,039 individuals who had laboratory result data. Daily temperature ranges from a low of −28 °C (Fairbanks, AK, USA; February 16, 2011) to 49 °C (Yuma, AZ, USA; July 23, 2014).
The investigators reported that the results showed that temperature affected more than 90% of individual tests and 51 of 75 assays, are significantly affected by temperature, including measures of kidney function (increased creatinine, urea nitrogen, and urine specific gravity), cellular blood components (decreased neutrophils, erythrocytes, and platelets), and lipids (increased high-density lipoprotein [HDL] and decreased total cholesterol, triglycerides, and low-density lipoprotein [LDL]). These small, day-to-day fluctuations did not likely reflect long-term physiological trends. For example, lipid panels checked on cooler days appeared to suggest a lower cardiovascular risk, leading to almost 10% fewer prescriptions for cholesterol-lowering drugs called statins to patients tested on the coolest days compared to the warmest days, even though these results probably did not reflect stable changes in cardiovascular risk.
One practical implication of the study is that laboratories could statistically adjust for ambient temperature on the test day when reporting laboratory results. Doing so could reduce weather-related variability at a lower cost than new laboratory assay technology or investments in temperature control in transport vans. In practice, decisions on adjustment would need to be at the discretion of the laboratory staff and the treating physician, potentially on a case-by-case basis.
Ziad Obermeyer, MD is the Distinguished Associate Professor of Health Policy and Management and first author of the study, said, “The textbook way of thinking about medical investigation is bench to bedside. First, we come up with a hypothesis, based on theory, then we test it with data. As more and more big data comes online, like the massive dataset of laboratory tests we used, we can flip that process on its head: discover fascinating new patterns and then use bench science to get to the bottom of it. I think this bedside-to-bench model is just as important as its better-known cousin because it can open up totally new questions in human physiology.”
The authors concluded that ambient temperature affects the results of many laboratory tests. These distortions, in turn, affect medical decision-making. Statistical adjustment in reporting is feasible and could limit undesired temperature-driven variability. The study was published on December 10, 2021 in the new journal MED.
Related Links:
University of California, Berkeley
University of Chicago
Latest Clinical Chem. News
- 3D Printed Point-Of-Care Mass Spectrometer Outperforms State-Of-The-Art Models
- POC Biomedical Test Spins Water Droplet Using Sound Waves for Cancer Detection
- Highly Reliable Cell-Based Assay Enables Accurate Diagnosis of Endocrine Diseases
- New Blood Testing Method Detects Potent Opioids in Under Three Minutes
- Wireless Hepatitis B Test Kit Completes Screening and Data Collection in One Step
- Pain-Free, Low-Cost, Sensitive, Radiation-Free Device Detects Breast Cancer in Urine
- Spit Test Detects Breast Cancer in Five Seconds
- Electrochemical Sensors with Next-Generation Coating Advances Precision Diagnostics at POC
- First-Of-Its-Kind Handheld Device Accurately Detects Fentanyl in Urine within Seconds
- New Fluorescent Sensor Array Lights up Alzheimer’s-Related Proteins for Earlier Detection
- Automated Mass Spectrometry-Based Clinical Analyzer Could Transform Lab Testing
- Highly Sensitive pH Sensor to Aid Detection of Cancers and Vector-Borne Viruses
- Non-Invasive Sensor Monitors Changes in Saliva Compositions to Rapidly Diagnose Diabetes
- Breakthrough Immunoassays to Aid in Risk Assessment of Preeclampsia
- Urine Test for Monitoring Changes in Kidney Health Markers Can Predict New-Onset Heart Failure
- AACC Releases Comprehensive Diabetes Testing Guidelines
Channels
Molecular Diagnostics
view channel
Unique Autoantibody Signature to Help Diagnose Multiple Sclerosis Years before Symptom Onset
Autoimmune diseases such as multiple sclerosis (MS) are thought to occur partly due to unusual immune responses to common infections. Early MS symptoms, including dizziness, spasms, and fatigue, often... Read more
Blood Test Could Detect HPV-Associated Cancers 10 Years before Clinical Diagnosis
Human papilloma virus (HPV) is known to cause various cancers, including those of the genitals, anus, mouth, throat, and cervix. HPV-associated oropharyngeal cancer (HPV+OPSCC) is the most common HPV-associated... Read moreHematology
view channel
Next Generation Instrument Screens for Hemoglobin Disorders in Newborns
Hemoglobinopathies, the most widespread inherited conditions globally, affect about 7% of the population as carriers, with 2.7% of newborns being born with these conditions. The spectrum of clinical manifestations... Read more
First 4-in-1 Nucleic Acid Test for Arbovirus Screening to Reduce Risk of Transfusion-Transmitted Infections
Arboviruses represent an emerging global health threat, exacerbated by climate change and increased international travel that is facilitating their spread across new regions. Chikungunya, dengue, West... Read more
POC Finger-Prick Blood Test Determines Risk of Neutropenic Sepsis in Patients Undergoing Chemotherapy
Neutropenia, a decrease in neutrophils (a type of white blood cell crucial for fighting infections), is a frequent side effect of certain cancer treatments. This condition elevates the risk of infections,... Read more
First Affordable and Rapid Test for Beta Thalassemia Demonstrates 99% Diagnostic Accuracy
Hemoglobin disorders rank as some of the most prevalent monogenic diseases globally. Among various hemoglobin disorders, beta thalassemia, a hereditary blood disorder, affects about 1.5% of the world's... Read moreImmunology
view channel
Diagnostic Blood Test for Cellular Rejection after Organ Transplant Could Replace Surgical Biopsies
Transplanted organs constantly face the risk of being rejected by the recipient's immune system which differentiates self from non-self using T cells and B cells. T cells are commonly associated with acute... Read more
AI Tool Precisely Matches Cancer Drugs to Patients Using Information from Each Tumor Cell
Current strategies for matching cancer patients with specific treatments often depend on bulk sequencing of tumor DNA and RNA, which provides an average profile from all cells within a tumor sample.... Read more
Genetic Testing Combined With Personalized Drug Screening On Tumor Samples to Revolutionize Cancer Treatment
Cancer treatment typically adheres to a standard of care—established, statistically validated regimens that are effective for the majority of patients. However, the disease’s inherent variability means... Read moreMicrobiology
view channel
Mouth Bacteria Test Could Predict Colon Cancer Progression
Colon cancer, a relatively common but challenging disease to diagnose, requires confirmation through a colonoscopy or surgery. Recently, there has been a worrying increase in colon cancer rates among younger... Read more.jpg)
Unique Metabolic Signature Could Enable Sepsis Diagnosis within One Hour of Blood Collection
Sepsis is a life-threatening condition triggered by an extreme response of the body to an infection. It requires immediate medical intervention to prevent potential death or lasting damage.... Read morePathology
view channel
Spatial Tissue Analysis Identifies Patterns Associated With Ovarian Cancer Relapse
High-grade serous ovarian carcinoma is the most lethal type of ovarian cancer, and it poses significant detection challenges. Typically, patients initially respond to surgery and chemotherapy, but the... Read more.jpg)
Unique Hand-Warming Technology Supports High-Quality Fingertip Blood Sample Collection
Warming the hand is an effective way to facilitate blood collection from a fingertip, yet off-the-shelf solutions often do not fulfill laboratory requirements. Now, a unique hand-warming technology has... Read moreTechnology
view channel
New Diagnostic System Achieves PCR Testing Accuracy
While PCR tests are the gold standard of accuracy for virology testing, they come with limitations such as complexity, the need for skilled lab operators, and longer result times. They also require complex... Read more
DNA Biosensor Enables Early Diagnosis of Cervical Cancer
Molybdenum disulfide (MoS2), recognized for its potential to form two-dimensional nanosheets like graphene, is a material that's increasingly catching the eye of the scientific community.... Read more
Self-Heating Microfluidic Devices Can Detect Diseases in Tiny Blood or Fluid Samples
Microfluidics, which are miniature devices that control the flow of liquids and facilitate chemical reactions, play a key role in disease detection from small samples of blood or other fluids.... Read more
Breakthrough in Diagnostic Technology Could Make On-The-Spot Testing Widely Accessible
Home testing gained significant importance during the COVID-19 pandemic, yet the availability of rapid tests is limited, and most of them can only drive one liquid across the strip, leading to continued... Read moreIndustry
view channel
ECCMID Congress Name Changes to ESCMID Global
Over the last few years, the European Society of Clinical Microbiology and Infectious Diseases (ESCMID, Basel, Switzerland) has evolved remarkably. The society is now stronger and broader than ever before... Read more
Bosch and Randox Partner to Make Strategic Investment in Vivalytic Analysis Platform
Given the presence of so many diseases, determining whether a patient is presenting the symptoms of a simple cold, the flu, or something as severe as life-threatening meningitis is usually only possible... Read more