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The final substrate-level phosphorylation in glycolysis provides a useful experimental handle: pyruvate kinase transfers a phosphate group from phosphoenolpyruvate to ADP, producing pyruvate and ATP. Adding lactate dehydrogenase couples each pyruvate formed to consumption of one NADH:These equations select free ionic forms consistently: phosphoenolpyruvate has charge $-3$, ADP $-3$, ATP $-4$, and pyruvate and lactate each $-1$; NAD+ has one more positive charge than NADH. Each line conserves charge. Cancelling pyruvate gives one NADH consumed per ATP formed in this coupled system. A whole-pathway NADH measurement has a different meaning, because the earlier glycolysis redox step produces NADH.

The published An Optimized Enzyme-Coupled Spectrophotometric Method for Measuring Pyruvate Kinase Kinetics reports recombinant pyruvate kinase prepared in Escherichia coli, purified by chromatography and size-exclusion chromatography. UV-transparent microplate wells contained ADP, phosphoenolpyruvate, NADH, lactate dehydrogenase and a buffer solution with magnesium ions. An Epoch plate reader used spectrophotometry to follow absorbance at $340\mathrm{nm}$ every five to ten seconds for one minute at $25{}^{\circ }\mathrm{C}$. Its Figure 2 presents $A_0-A_t$, increasing as NADH is consumed. Heat-inactivated pyruvate kinase gave minimal background; a validated active preparation was the positive control. These comparisons support an enzyme-dependent readout in the prepared system, rather than a whole-biological cell glycolysis measurement.^[ref]

The same report uses $0.5\mathrm{cm}$ for optical path length in Procedure B.2.i, but approximately $0.3\mathrm{cm}$ in Data analysis §3. An absolute conversion requires the actual path length and sufficient coupling enzyme activity; no measured ATP rate is inferred here.^[ref]

For an original dimensional example, stipulate a blank-corrected absorbance decline $-d{A}_{340}/dt=0.024\mathrm{mi}{\mathrm{n}}^{-1}$, a calibrated path length $\ell =0.40\mathrm{cm}$ and a chosen calibration coefficient $\epsilon =6000\mathrm{L}\mathrm{mo}{\mathrm{l}}^{-1}\mathrm{c}{\mathrm{m}}^{-1}$. These are invented teaching inputs, not the protocol's measurements or its quoted coefficient. The Beer-Lambert law givesIn a stipulated $0.20\mathrm{mL}$ reaction volume, this is $2\mathrm{nmol}\mathrm{mi}{\mathrm{n}}^{-1}$ of NADH consumed and, conditionally, $2\mathrm{nmol}\mathrm{mi}{\mathrm{n}}^{-1}$ of ATP formed. The conditional inference requires rapid pyruvate consumption by the coupling enzyme, no other NADH-consuming chemical reactions, and a linear, correctly calibrated optical response. The readout measures this last glycolysis step; it cannot establish the full two-net-ATP-per-glucose balance by itself.

In the payoff stage of glycolysis, oxidation of glyceraldehyde 3-phosphate is coupled to reduction of NAD+. Each NADH carries a two-Electron reducing equivalent. The formal half-chemical equationmakes the Electron count explicit: two NADH per glucose carry four Electrons. This is redox bookkeeping, not a claim that free Electrons travel through the chemical solution or that NADH is itself ATP.

Fermentation can return NADH to NAD+ by reducing an organic substrate; reduction of pyruvate to lactate is one example. In aerobic cellular respiration, reducing equivalents reach an electron transport chain, reducing molecular oxygen. Other forms of cellular respiration use other electron acceptors, so absence of oxygen does not uniquely imply fermentation.^[ref]

The need for NAD+ regeneration follows from a finite-pool argument. In a hypothetical closed preparation with $12\mu \mathrm{mol}$ of initially oxidized NAD+ and no regeneration, at most $6\mu \mathrm{mol}$ of glucose can complete the two NAD+-consuming conversions per glucose. This is an upper bound even with excess glucose, not a predicted stopping time: other limitations can stop the preparation earlier. With an intact fixed nicotinamide adenine dinucleotide pool and no side reactions, converting NAD+ into NADH preserves their sum but depletes the usable oxidized form.

ATP recycling imposes a second condition. Glycolysis needs some initial ATP for investment and consumes two net ADP and two inorganic phosphate per completed glucose. In a closed ideal preparation with only $8\mu \mathrm{mol}$ of initial ADP, no other source of ADP, and enough initial ATP and inorganic phosphate, at most $4\mu \mathrm{mol}$ of glucose can finish. This bound follows from the net ADP consumption, even though investment temporarily produces additional ADP. Initial investment also means that adequate final inventories alone cannot guarantee the route can start.

For continued operation at fixed carrier inventories, other chemical reactions must match the two net ATP formed per glucose with ATP use that restores ADP and inorganic phosphate, or exchange must supply those reactants. ATP hydrolysis coupled to cellular work is one route. Thus glycolysis can sustain useful energy coupling while neither its ATP inventory nor its NADH inventory grows indefinitely; matter cycles while glucose supplies fresh chemical free energy.

Lactate is the conjugate base of lactic acid. Lactate dehydrogenase couples its interconversion with pyruvate to the NAD+/NADH redox pair.

Lactate dehydrogenase couples pyruvate-to-lactate reduction to NADH-to-NAD+ oxidation.