Monitoring intervals, and the case against measuring too often
Every additional analyte raises the probability of a flagged result and lowers the average information content of the panel.
TheCompound Journal
Reporting on incretins, compounding & the peptide supply chain
Laboratory medicine
The alternatives with shorter windows, what they measure, and why they are rarely ordered.
The assay itself is one of the better-behaved measurements in clinical chemistry. Standardisation programmes have driven inter-laboratory variation down substantially, certified methods carry analytical coefficients of variation of around two per cent or better, and within-person biological variation is small — on the order of one to two per cent. That combination gives a reference change value of roughly seven per cent in relative terms, which at a value of six per cent means an absolute change of about 0.4 percentage points is required before two results differ.
That figure is worth holding onto, because changes smaller than it are reported and discussed constantly.
Glycated haemoglobin accumulates over the lifespan of the erythrocyte, which averages around a hundred and twenty days. Because the circulating population is age-distributed, the contribution to the measured value is weighted towards recent glycaemia: approximately half the value derives from the preceding month, roughly a quarter from the month before that, and the remainder from the two months before that. The commonly repeated statement that HbA1c reflects three months of control is therefore true and misleading in equal measure.
The consequence for monitoring is specific. A person who starts treatment and achieves substantial glycaemic improvement within four weeks will show, at eight weeks, an HbA1c that has captured perhaps two-thirds of the eventual change. A person who stops treatment will show, at four weeks, almost none of the consequence. Panels drawn at these intervals are not wrong; they are measuring a window that includes the period before the change.
Where a shorter window is needed, fructosamine and glycated albumin reflect roughly two to three weeks and are available in most laboratories, though rarely ordered and less well standardised. The Journal notes that the trials in this class scheduled HbA1c at intervals of three months or more precisely because more frequent measurement of a three-month integral yields overlapping windows rather than independent observations.
Iron deficiency raises HbA1c independently of glycaemia, by a mechanism involving altered erythrocyte turnover and glycation kinetics; correcting the deficiency lowers it without any change in glucose. Any cause of accelerated erythrocyte turnover — haemolysis, recent transfusion, treatment of a deficiency anaemia, erythropoietin therapy — introduces young cells and lowers the value. Chronic kidney disease shortens erythrocyte survival and lowers it. Splenectomy raises it by extending survival.
Haemoglobin variants, including the common sickle and haemoglobin C traits, interfere with some assay methods, though not with all: ion-exchange chromatography and immunoassay behave differently and a laboratory should state its method when a variant is known. Pregnancy lowers it. Severe hypertriglyceridaemia and hyperbilirubinaemia interfere with some platforms.
Several of these are common in the population taking these drugs. Iron deficiency in particular is prevalent among people eating substantially less, and it pushes HbA1c in the direction that would make glycaemic control look worse than it is. A rising HbA1c during otherwise successful treatment is a reasonable prompt to check a full blood count and iron studies before concluding anything about glycaemia. That is an observation about assay behaviour and not clinical advice.
Half of an HbA1c comes from the preceding month. A panel drawn four weeks after stopping is measuring the treatment period.
On the lagThe tirzepatide monotherapy trial in type 2 diabetes reported HbA1c reductions of approximately 1.87 to 2.07 percentage points across its dose arms against approximately 0.04 for placebo, from a baseline of around 7.9 per cent.1 The head-to-head against semaglutide 1 mg reported reductions of approximately 2.01, 2.24 and 2.30 percentage points across tirzepatide doses against 1.86 for semaglutide, from a baseline near 8.3 per cent.2
Three things are worth extracting from those figures for a laboratory-medicine readership. The baseline value governs the achievable reduction — a trial recruiting at 8.3 per cent will report a larger fall than one recruiting at 7.9, and cross-trial comparison without baselines is uninterpretable. The reductions are far larger than the reference change value for HbA1c, so these are unambiguous signals rather than statistical artefacts. And the placebo arms moved barely at all, which tells you something about how stable the analyte is in the absence of an intervention.
Reductions of two percentage points are at the upper end of what any glucose-lowering therapy has achieved, and the Journal reports them as such while noting that they are group means from populations selected for baseline control in a defined range.
| Analyte | Direction during rapid loss | Principal reason | Finding or artefact? |
|---|---|---|---|
| Serum creatinine | Falls | Reduced muscle mass | Artefact of composition |
| eGFR (creatinine-based) | Rises | Follows creatinine | Artefact of composition |
| Alanine aminotransferase | Falls | Reduced hepatic fat | Finding |
| Triglycerides | Fall | Improved insulin sensitivity | Finding |
| LDL cholesterol | Falls slightly | Weight loss | Finding, small |
| Lipoprotein(a) | Little change | Largely genetic | Neither |
| Free triiodothyronine | Falls | Energy restriction adaptation | Artefact of deficit |
| C-reactive protein | Falls | Reduced adipose inflammation | Finding |
| Ferritin | Falls | Both inflammation and iron stores | Ambiguous |
| 25-hydroxyvitamin D | Rises | Smaller distribution volume | Artefact of composition |
| Lipase, amylase | Rise modestly | Drug class effect | Finding of unclear significance |
| Directions are typical rather than universal. The classification is the Journal’s own and is offered as an interpretive aid, not as a clinical rule. | |||
Timing is almost the whole of this. A panel drawn four weeks after a final injection is largely measuring the treatment period, because HbA1c integrates three months and the drug was present for most of them. A panel drawn at twelve weeks reflects the post-cessation period for HbA1c and reflects it fully at sixteen. Fasting glucose responds within days to weeks and is therefore the earlier indicator, at the cost of much larger within-person variation.
The other analytes have their own timescales. Alanine aminotransferase responds over weeks to months as hepatic fat returns with weight. Triglycerides respond quickly and noisily. Creatinine drifts back as lean mass is regained, which means estimated glomerular filtration rate falls during regain for the same non-renal reason it rose during loss. Blood pressure, which is not a laboratory measurement but travels with these panels, reverts over weeks.
The commonest misreading the Journal encounters in correspondence is a person concluding from a reassuring panel at four to six weeks after stopping that the metabolic consequences of cessation are smaller than they were told to expect. At that interval the panel cannot have shown them. The finding at twelve weeks is frequently different, and it is the one worth waiting for.
The Laboratory Notebook reports what tests measure, how they behave, and what has been found using them. It does not recommend monitoring schedules, interpret readers’ results, or advise on treatment. A laboratory result belongs in a conversation with a clinician who has the rest of the picture, and this publication is emphatically not that conversation.
Two standing notes. Several compounds discussed in these pages are sold for research use only and are not approved for human use in any jurisdiction; the Journal reports on them as commodities and as analytical problems, not as therapies. And where we describe what the pivotal trials monitored, that is reporting on trial protocols and not a template anybody should adopt from a magazine.
Correspondence is welcome at letters@compoundjournal.com. The Journal receives a steady flow of letters containing readers’ own panel results with a request for interpretation, and we do not provide it — not from caution but because a panel without a history, an examination and a reason for ordering it cannot be interpreted by anybody, including us.
Two departments meet in this subject and it is worth saying which is which. What a test measures and how it behaves is a laboratory-medicine question and belongs here. What to do about a result is a clinical question and belongs with somebody who has examined the person. The Journal reports the first and declines the second, including when readers send us their results and ask.
Every additional analyte raises the probability of a flagged result and lowers the average information content of the panel.
The arithmetic of the reference change value, worked for the analytes that matter here.
Fat mass, lean mass, and the composition of regained weight — the thinnest literature in this piece.
A design note rather than a result: what the comparator was, and what that permits you to conclude.
Density is a proxy for strength and an imperfect one, particularly when soft-tissue thickness over the measurement site is changing.
Why the reason for stopping changes what happens afterwards.