Problem solved in full
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Thirty PCR cycles at perfect efficiency turning one molecule into a billion 5 steps
Thirty PCR cycles at perfect efficiency turn one molecule into a billion. Derive that, then find what a 5% drop in efficiency costs — the answer is not 5%.
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Each cycle copies every strand present, so the population multiplies by 1 + e. Perfect efficiency means e = 1 and a straight doubling.
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Thirty doublings is 2³⁰, about 1.07 billion, from a single starting molecule. This is the whole reason PCR works: a quantity too small to detect becomes one too large to miss, in an afternoon.
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The threshold cycle inverts the same relation — the cycle at which the count first crosses a detection threshold. It is a logarithm, which is why Ct values are compared by subtraction and why one cycle means a factor of two.
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Now drop efficiency to 0.95, so each cycle multiplies by 1.95 instead of 2. After thirty cycles that is 5.02 × 10⁸.
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The ratio is (2/1.95)³⁰ — a per-cycle shortfall of 2.5%, compounded thirty times.
Answer
The tool prints 1.07 × 10⁹ copies and Ct = 27. A 5% efficiency loss costs a factor of 2.14, more than half the yield, because the loss is multiplied thirty times and not added once. That is the central difficulty of quantitative PCR: the readout is exponential in a quantity — efficiency — that varies between reactions with primer design, template purity and the machine's own thermal uniformity. It is why qPCR is always run against a standard curve rather than trusted as an absolute count, and why a single inhibitor in the sample can look exactly like less starting material.
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References (3)
- Cₜ, amplification efficiency and how the two are reported: S. A. Bustin et al., "The MIQE Guidelines: Minimum Information for Publication of Quantitative Real-Time PCR Experiments." Clinical Chemistry 55(4), 611–622, 2009.
- The real-time kinetic measurement the Cₜ readout models: R. Higuchi, C. Fockler, G. Dollinger and R. Watson, "Kinetic PCR Analysis: Real-time Monitoring of DNA Amplification Reactions." Nature Biotechnology 11(9), 1026–1030, 1993.
- The thermostable polymerase named in the third block: R. K. Saiki et al., "Primer-directed enzymatic amplification of DNA with a thermostable DNA polymerase." Science 239(4839), 487–491, 1988.