Signal & quantificationFrom a spot of light to a number

A mologram concentrates diffracted light at a focus. The camera records intensity, which depends on the combined optical fields. Converting that intensity into coherent mass density (CMD) requires calibration and treatment of the initial field. Explore how focus size, field addition, and molecular arrangement affect the result.

Objective. Turn the focal spot into coherent surface mass density, and see what “coherent” leaves out. In the training: The MACS Matchmaker has three readouts.

Recommended first: the mologram and surface chemistry.

An ideal focus: the Airy disc

A circular, uniformly illuminated aperture produces an ideal Airy pattern: a bright central disc surrounded by faint rings. The lab uses that circular-aperture model. For an aperture of width D at focal distance f in air, the numerical aperture is NA ≈ D/(2f) and the first-zero radius is r ≈ 0.61λ/NA, so a wider mologram or a shorter focal distance gives a tighter spot. The lab uses an illustrative geometry, not the instrument's, and it is not an exact spot prediction for a square or nonuniformly illuminated mologram. The earlier research geometry used NA 0.33 and reported a 1.17 µm radius: Frutiger 2019, §IV.

The reader uses this shape. The focal-plane image is convolved with the expected Airy pattern before the peak intensity is read, which weights the pixels where the mologram's light should fall and suppresses single-pixel noise. The conversion from that peak to diffracted power depends on the mologram outline, square or round.

Interactive: a bigger mologram, a tighter focus

Change the mologram diameter. The camera spot and its intensity profile update: the first dark ring moves inward as diameter increases. Both drawings show intensity normalized to the peak and assume an illustrative 10 mm focal distance in air at 785 nm. Their horizontal span is −120 to +120 µm. They do not predict absolute camera counts.

First-zero radius:

Intensity is the square of coherent mass

At the focus, the coherent contributions add as optical fields. Their phases depend on position within the pattern. A camera measures intensity, which is amplitude squared. With fixed illumination and no initial coherent field, doubling the added coherent mass quadruples intensity. An initial field changes this relation for newly bound mass.

Raw intensity is not generally proportional to newly bound mass. Background treatment removes light that does not come from the pattern. Optical normalization divides the diffracted power Pout by the power Pin that reaches the mologram, so CMD scales with √(Pout/Pin). Pin is read for each mologram from the coupling camera, which images the beam profile along the chip. Guided light loses power as it travels, so molograms far from the coupler receive less light; dividing by their own Pin removes that gradient together with changes in laser power or coupling. Calibration then converts the normalized amplitude to pg/mm² against a known mass loading. Square-root intensity alone does not identify the sign or molecular origin of a mass change.

Interactive: why the signal is squared

This model assumes no initial coherent field and fixed illumination. Change the added coherent mass: intensity follows its square, while √I follows its magnitude.

Focal-spot intensity (I ∝ mass²):
Ideal amplitude (√I, relative):

Binding adds to an existing optical field

The initial field E0 may include scattering from the ligand pattern, a deliberate bias, and coherent background. Binding adds another field Eb.

With optical factors held fixed, I ∝ |E0 + Eb|². Expanding this gives |E0|² + |Eb|² + 2|E0||Eb| cos φ, where φ is their relative phase.

Fields with the same phase reinforce each other. Opposite-phase fields can partially cancel, so added mass can initially decrease intensity. Phase describes optical alignment, not a negative amount of protein.

Interactive: add the optical fields

Violet is the initial field, orange is the added field, and the outlined endpoint shows their sum. Lengths use arbitrary amplitude units. The curve shows intensity as the added field grows.

Intensity: · amplitude magnitude √I:

Added amplitude represents added coherent mass only while its distribution, optical properties, and illumination remain fixed. This scalar model does not reproduce all stray-light effects.

Taking √I returns a magnitude, not the phase or the sign of a field change. Baseline intensity subtraction alone does not isolate binding intensity.

Why a trace can dip through zero and come back mirrored

CMD carries a sign, and the sign is a convention. The reported quantity is the contrast between ridges and grooves. Whichever side carries more material when the baseline is zeroed becomes the positive direction for the rest of the run. Mass itself is never negative; only the label of the heavier side can change.

If binding during a run reverses which side is heavier, the trace falls toward zero, passes through it, and continues as a mirror image of the true binding curve. In the lab above, set the phase to opposite and raise the added field past the initial one: intensity falls to zero and rises again, and √I traces a V. The software detects such a V near zero and can invert the trace from that point on, so that it reads on one consistent scale. A near-zero V supports an inferred sign change; it does not identify the cause. Excess backfilling is one possible cause.

Worked example. The polystyrene bias creates a nonzero initial field. The measured streptavidin response therefore starts above zero. See Frutiger et al. (2021), Figure 1.

Coherent mass density, and the mass you cannot see

The calibrated readout is coherent surface mass density, CMD, in picograms per square millimeter. It is defined as the amount of mass arranged perfectly in step with the grating that would give the measured signal. Real bound mass is only partly in step, so the total splits in two. The sensor sees the coherent part; an invisible part contributes no coherent amplitude at the selected detection location; it can still scatter elsewhere. How large the coherent part is, for a given amount of bound analyte, is the analyte efficiency.

Four quantities that answer different questions

What can be inferred from a binding response?
QuantityMeaningWhat else is needed?
Total bound mass density, Γtot (pg/mm²)All added analyte mass per defined surface area.Analyte efficiency and consistent area normalization to infer it from CMD.
Coherent mass density, Γcoh (pg/mm²)Equivalent mass density contributing coherently to the selected optical readout.Optical normalization, calibration, and treatment of the initial field.
Occupancy, θ (fraction)The fraction of available sites occupied.Active capacity, binding stoichiometry, and a suitable response model.
Concentration, c (M)Analyte amount per solution volume.A concentration-response calibration or a justified binding model with known parameters.

Numerical example. Assume Γtot = 10 pg/mm² and a sinusoidal analyte distribution with analyte efficiency η = 0.5. Then Γcoh = ηΓtot = 5 pg/mm².

If η changes to 0.25 while total bound mass stays fixed, CMD falls to 2.5 pg/mm². This change does not imply that half the molecules detached.

Neither result specifies occupancy or solution concentration. Under an ideal 1:1 equilibrium model, θ = c/(KD + c); using it requires active capacity and the free analyte concentration.

This numerical example is synthetic and uses the same surface-area definition for both mass densities. It is not a reconstruction of the streptavidin experiment. Blickenstorfer et al. (2021) defines the coherent-mass framework.

Modulation shape: why arrangement matters

Take the same total bound mass and lay it down three ways: a gentle sinusoid, sharp rectangular ridges, or concentrated perfectly at the grating lines. Each puts a different fraction into the Fourier component at the grating period, which is what CMD measures. The selected Fourier component determines the coherent fraction. Edge sharpness alone does not determine that fraction; duty cycle and the full distribution also matter.

Interactive: same mass, different arrangement

Pick how the same total mass is distributed. The coherent fraction (what CMD sees) and the resulting relative signal change with the shape, even though the total mass does not. The coherent fraction is the magnitude of the first Fourier coefficient divided by the mean mass. The narrow bands shown here approach, but do not reach, the fully coherent delta-line limit of 100%. All curves have the same area under them. Blickenstorfer 2021, Fig. 2.

Coherent fraction Γcoh/Γtot: · relative signal (∝ Γcoh²):

Area scaling needs a defined comparison.

In an ideal far-field sum, coherent peak intensity scales as area squared at fixed surface density and illumination. The mean incoherent contribution at the same observation point scales as area. Integrated power, camera sampling, beam profile and speckle statistics require separate treatment. This scaling alone is not a detection-limit prediction. Frutiger 2019, §§IV-VI.

Predict before revealing the explanation. An initial field of 0.6 gains an opposite-phase field of 0.4. Does intensity rise?

Reveal the explanation

No. In the model, intensity falls from 0.6² = 0.36 to (0.6 − 0.4)² = 0.04. Added mass need not make an existing focus brighter.

Takeaway. Intensity measures the squared magnitude of the total optical field. Relating a change to added mass requires the initial field, spatial arrangement, and calibration. Next: why the patterned readout suppresses shared drift.