Abstract
Lower-frequency characteristics of the terahertz regime confer advantageous low photon energy for biochemical sensing while imposing inherent sensitivity constraints. Here, we demonstrate a terahertz asynchronous twin-comb sensor and an extra-spectrum sensing mechanism through cascading microchannel architecture within a metallic waveguide. The extra-spectrum sensing prefigures an enhanced sensitivity of 4 orders of magnitude compared to existing terahertz biosensing and surpasses its counterpart in the optical band. Hypersensitivities of 0.398 GHz mm2 pg−1 in trace detection manifest through the located characteristic resonance frequency beyond the spectrum domain. Additionally, we observed the photoisomerization of azo dye in the terahertz band with a photoresponse sensitivity of 0.91 GHz cm2 mW−1, opening possibilities for photoactive material-assisted terahertz sensors. In summary, we instantiate an asynchronous twin-comb sensing beyond the spectrum domain, offering a perspective for ultrasensitive sensing, and promising applications in optical frequency comb precision metrology, artificial intelligence photonics, and integrated sensing and communications.
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Introduction
Terahertz spectroscopy has emerged as a transformative tool for probing collective vibrational modes and rotational states of biomolecules, offering unparalleled insights into molecular dynamics1,2,3. Capitalizing on the merits of label-free detection, rapid response, and on-chip integration, terahertz biosensing has demonstrated remarkable progress in spectral enhancement4,5, trace analysis6, and specific sensing7. Recent advances utilizing high-Q resonant metamaterials have enabled groundbreaking explorations in life sciences, including amino acids8, proteins9,10, cells11,12, and DNA13,14,15. By integrating functional micro/nanomaterials, biofunctionalization strategies, and artificial intelligence, these advancements have achieved unprecedented sensitivity and detection limits16,17. Nevertheless, two intrinsic limitations persist: (1) The dimensional mismatch between analytes and the terahertz wavelength restricts near-field interaction efficiency18, imposing a sensitivity ceiling; (2) the fixed resonance characteristics of metamaterial-based sensors inherently compromise broadband spectral response, thereby limiting the extraction of multi-dimensional information (frequency shift, amplitude variation, and phase modulation) critical for multiplexed sensing.
To overcome these constraints, waveguide-based terahertz sensors have gained traction by leveraging guided-mode confinement to enhance light-matter interaction19. Notably, recent achievements in topologically protected waveguide cavity-based sensors have effectively circumvented the intrinsic limitations of conventional on-chip terahertz biosensors, particularly their small mode confinement volumes and scale-dependent sensitivity to structural imperfections20. This breakthrough has demonstrated capabilities in real-time quantitative biosensing of biological analytes while maintaining exceptional robustness against fabrication-induced defects21. However, resonant waveguide architectures face an irreconcilable trade-off between operational bandwidth and Q-factor, yielding modest sensitivity of hundreds of GHz RIU−1.
Coherent detection schemes, which have achieved ultra-high sensitivity and broadband response in visible and infrared regimes through interferometric or heterodyne principles22,23, remain underexplored at the terahertz window due to challenges in waveguide and mode coupling. In our prior work, a dual-channel metallic parallel-plate waveguide interferometer achieved about 1 THz RIU−1 sensitivity, yet fabrication and structural constraints hindered further improvement24. Subsequent development of a self-referenced Vernier sensor via multi-channel waveguide coupling enhanced sensitivity to 10 THz RIU−1, which is still orders of magnitude below the performance benchmarks presented by optical band counterparts25,26.
Breaking this sensitivity barrier necessitates a paradigm shift toward multilevel coherent signal architectures and high-dimensional spectral information extraction, both of which demand rigorous control over temporal waveform shaping and spectral coherence. Optical frequency combs, with their dense spectral lines acting as “frequency rulers,” present an ideal solution for rich spectral information: Dual-comb systems have revolutionized metrology in high-resolution absorption spectroscopy27, laser-based light detection and ranging28, distributed fiber optic sensing29, and trace detection of biochemical samples through improvements in acquisition rates, precisions, and broad tuning ranges30; The recent emergence of topological frequency combs has further revealed applications of strongly driven nested-comb systems in multi-region high-resolution analysis, which provides a perspective for obtaining richer spectral information31,32. However, these multiple comb configurations remain confined to the system spectral range, failing to exploit sensing channels beyond the spectrum domain that could transcend the current sensitivity limits.
In this work, we demonstrate a hypersensitive sensing strategy beyond the spectrum domain through the innovative implementation of asynchronous twin-comb spectroscopy instantiated in the terahertz regime. Leveraging optical frequency comb principles, we developed a terahertz asynchronous twin-comb sensor that depends on controlled time defect insertion in temporal periodic signals, inducing frequency comb splitting and twin-comb generation. The cascaded microchannel architecture in metallic waveguides creates characteristic temporal sequences with precision time defect control via microchannel length modulation. Based on the twin-comb spectral periodicity, tracking the twin-comb dual-envelope enables the extraction of high-frequency characteristic resonance and hypersensitivity beyond system spectral range limits. Experimental validation reveals unprecedented sensitivities of 2784.7 THz RIU−1 and 0.398 GHz mm2 pg−1, representing a four-order of magnitude enhancement over existing terahertz biosensing platforms while surpassing optical band sensitivities. Notably, this methodology enables the observation of azo-dyes photoisomerization within the terahertz regime, a photorefraction change of 1% RIU with profound implications for the photoactive materials-assisted terahertz sensor.
Results
Configuration of terahertz twin-comb
Frequency combs exhibit discrete and equidistant spectral lines in the frequency domain, corresponding to periodic pulse sequences in the time domain. Building upon this principle, we instantiate a terahertz asynchronous twin-comb generated through the controlled time defect τ in the pulse sequences. The theory of twin-comb operation is strictly demonstrated in Supplementary Information Part I and Figs. S1 and S2.
Figure 1a elucidates the operational principle of our terahertz asynchronous twin-comb sensor. The sensor-modulated terahertz radiation generates twin-comb spectra at the output, where the inherent asynchronism enables independent extraction of the twin-comb dual-envelope. This distinctive feature provides substantial advantages over conventional frequency dual-comb spectroscopy, particularly in achieving enriched spectral information and ultrasensitive biochemical sensing. Figure 1c presents the sensor architectural configuration and dimensional parameters. The ridge-loaded metallic parallel-plate waveguide (dgap = 20 μm) fabricated from 10 μm-thick polyethylene substrates realizes a cascaded microchannel structure. As illustrated in Fig. 1d, the waveguide channel is divided into four discrete regions by metallic layers (with thicknesses of 5 μm and 6 μm to achieve balanced splitting ratios, and a detailed principle is provided in the Supplementary) on the polyethylene surface, with these regions matching into four parallel transmission channels. These parallel channels exhibit distinct detection times characterized by a terahertz time-domain spectroscopy (THz-TDS) system due to the material-induced additional optical path (OP) difference, which is defined as the OP difference by referencing the OP in air over the same propagation distance, as shown in Fig. 1b, e.
a Configuration of a terahertz asynchronous twin-comb. b THz-TDS system in experiments. WP Wollaston prism, PCA photoconductive antenna. c Two-dimensional diagram and structural parameters of the terahertz asynchronous twin-comb. PPWG parallel-plate waveguide, PE polyethylene. d Schematic of the four-channel transmission from a cascading dual microchannel. OP means the additional optical path from materials. e Characteristic time-domain series of the terahertz asynchronous twin-comb. Strips with different colors represent the four-channel paths and their transmitted signal. t means the periodic pulse temporal interval. τ means the time defect in the periodic pulse.
Specifically, Channel-1 comprises solely ambient air, yielding an additional OP of OP1 + OP2 = 0; Channel-2 contains a polyethylene film-air composite structure with an additional OP designated OP3; Following an analogous methodology, the additional OP for Channel-3 is derived as OP4, while Channel-4 exhibits a cumulative OP equivalent to OP3 + OP4 through polyethylene film superposition. Notably, the temporal separation between Channels 1–2 and Channels 3–4 both depend on OP3, while the Channels 2–3 interval is governed by OP4 − OP3. This configuration introduces a critical time defect parameter τ for a twin-comb generation: τ = (OP4 − 2OP3)/c, where c means the velocity of light. As demonstrated in Fig. 1e, our experimental implementation achieves τ = 0.36 ps through precise control of waveguide and material geometry, and maintains an operational bandwidth constrained below 1 THz with a 27 dB spectral signal-to-noise ratio, as shown in Fig. S3 in Supplementary Information. Importantly, this configuration allows the identification of characteristic resonance frequencies beyond the spectral domain by tracking dual-envelope signatures within the bandwidth.
As established above, the time defect τ is governed by the additional OP from OP3 and OP4, demonstrating that precise modulation of the time defect can be achieved through geometric variation of the polyethylene film relative lengths (2lI vs. lII). Figure 2a schematically illustrates three configurations of this length-dependent modulation. When lII exceeds 2lI, time defect τ > 0 induces single-comb spectral splitting into the twin-comb (a low- and high-frequency comb pair), as shown in Fig. 2b. The phase shift imparted by time defect τ drives an asynchronous transmission modulation between the comb pair, manifesting as an anti-correlated transmission relationship: enhancement in one comb transmission corresponds to suppression in another. The transmission envelopes beyond the system spectral domain are prefigured by constructing envelopes through separate tracking of the low- and high-frequency comb components within the system spectral range. The intersection of the dual-envelope precisely locates the twin-comb characteristic resonance frequency fcr. Notably, the twin-comb pair with τ > 0 exhibits persistent low-frequency comb dominance below the characteristic resonance frequency, while τ < 0 shown in Fig. 2a, c displays an inverted transmission.
a Schematic diagram of the relative geometry of polyethylene films. The gray and blue rectangular elements in the schematic correspond to two polyethylene films with differential transmitted lengths of lI and lII. Characteristic spectra of the designed terahertz asynchronous twin-comb sensor corresponding to b the time defect τ > 0 and c the time defect τ < 0. d Twin-comb characteristic spectrum with the time defect approaching zero. The blue and red lines represent the dual envelopes obtained by the linear fitting of the twin comb peaks, respectively, and the intersection of the dual-envelope represents the characteristic resonance frequency fcr of the twin-comb. The red-blue gradient background indicates transmission inversion of the twin-comb dual-envelope.
Crucially, as lII approaches 2lI and the time defect approximates zero, the subtle phase shift produces a gentle modulation in the twin-comb transmission, resulting in the characteristic resonance frequency located by the spectrally extended envelope intersection far from the system spectral range, as shown in Fig. 2a, d. This mechanism establishes a breakthrough sensing capability beyond the spectral domain: tracking intra-spectrum evolution enables the detection of extra-spectrum resonance shifts induced by structural parameters or analytes, effectively leveraging the sensor high-frequency response channels that conventionally remain unexploited. The evolution of twin-comb spectra and their characteristic resonance frequencies with structural parameters are discussed in detail in Supplementary Information Part III.
Hypersensitivity application
The characteristic resonance frequency fcr of the twin-comb system strongly depends on structural geometry parameters. Analogously, minute variations in microchannel samples also modulate the time defect, generating shifts in the characteristic resonance frequency. This physical mechanism enables the terahertz twin-comb sensors to have exceptional sensitivity beyond the spectral domain.
Figure 3a illustrates the sensing configuration (lI = 2.5 mm and lII = 5.05 mm) for quantitative analyte detection, where the sample positioned above the metallic layer introduces additional OP variation OP2 to modulate the time defect to τ = (OP4 − 2OP3 − OP2)/c. The sensitivity demonstrates substantial fluctuation depending on the effective volumetric ratio η of the samples within the sensing region, as mathematically described by
where ns is the refractive index of the sample, and neff is the equivalent refractive index of the sensing region obtained from the effective medium theory neff2 = nr2(1−η) + ns2η with nr = 1 showing the refractive index of air33. Figure 3b presents the η-dependent sensitivity profile, revealing two critical aspects: Primarily, it reveals the positive correlation between the volumetric ratios of samples in the sensing region and the resulting sensitivity enhancement. Additionally, maintaining a constant sample load while reducing metallic waveguide gaps effectively improves sensitivity optimization. At full volumetric ratio η = 1, the explicit sensitivity expression for terahertz twin-comb sensing is formulated in
a Sensing diagram. The white and red dashed areas represent the equivalent volume of the sensing region and sample. b Terahertz twin-comb sensitivity curves related to the sample spatial proportion. The color lines represent the sensitivity contours. ηl and ηd represent the normalized length and height proportion of the sample within the yz-plane of the sensing area in (a). The white rows are the gradient of sensitivity. c The twin-comb sensor time-frequency dependent sensitivity curves in different characteristic resonance frequency orders. Saturation represents sensitivity. Wider stripes represent higher-order characteristic resonance frequencies. d The twin-comb spectral response to the refractive index of the sample. Δn means the change in refractive index of the sample. e Contour of characteristic resonance frequency corresponding to different sample refractive index. The red-white-blue gradient contour means the transmission difference in the twin-comb dual-envelope. S indicates the sensing sensitivity. R2 represents the coefficient of determination.
The combined analysis of time defects, characteristic resonance frequency, and sensitivity yields the time-frequency-dependent sensitivity mapping in Fig. 3c, which elucidates the deterministic relationship between those three factors. Critical observations emerge: (1) The time defect manifests dual characteristics: mirror symmetry about the τ = 0 and intrinsic periodicity synchronized with the periodic pulse temporal interval t. These constraints enforce the bound condition |τ| ≤ t/2, which governs the cutoff characteristic resonance frequency through the relationship fc = m/t in different orders; (2) Reduced time defects correlate with elevated characteristic resonance frequencies and enhanced sensitivity; (3) Higher-order characteristic resonance frequencies demonstrate superior sensitivity at equivalent time defects as seen τ = 0.4 ps isochron; (4) Lower-order resonances exhibit sensitivity advantages at identical characteristic resonance frequencies as shown fcr = 10 THz isoline. These findings establish a design principle: the maximum sensitivity is achieved when the fundamental resonance frequency aligns with the highest utilizable frequency band. The expression for sensitivity is detailedly explained in the Supplementary Information Part II.
Following this principle, Fig. 3d demonstrates the first-order characteristic resonance response near 10 THz for analyte detection. The full volumetric ratio η = 1 is set in the simulations, indicating complete filling of the sensing region. This configuration establishes the analyte loading profile with a length matching the polyethylene film dimension lII (5.05 mm) and a thickness equivalent to the gap in region two (4 μm) in the yz plane. The characteristic resonance frequency contour beyond the spectral range in Fig. 3e quantifies the extra-spectral sensing performance, revealing an unprecedented sensitivity of 2784.7 THz RIU−1. This represents a four-order-of-magnitude enhancement over conventional terahertz biosensors and showcases a significant superiority than optical-band sensing performance.
The exceptional sensitivity of terahertz asynchronous twin-comb sensing was experimentally validated through biochemical sample trace characterization. By leveraging extra-spectral high-frequency sensing channels inherent to the twin-comb configuration, the sensor achieves remarkable detection capability for trace biochemical analytes. Figure 4a demonstrates the sensor response to varying lactose areic masses. Through dual-envelope tracking within the system spectral range, we precisely resolved the characteristic resonance frequency near 10 THz beyond the spectrum domain, revealing significant frequency shifts corresponding to different sample loadings. Subsequent analysis of extra-spectral dual-envelope transmission differences yields the characteristic resonance contour shown in Fig. 4b (Complete spectra seen in Supplementary Information Part IV). With lactose concentration increments set at 1 μg ml−1 in a 10 μl solution, the corresponding volumetric increment was calculated as 5.6 × 103 μm3 under a lactose density of 1.8 g cm−3, which represents a 0.93 × 10−4 fractional volume increase within a 6 × 107 μm3 sensing region. Hence, the effective medium theory proves an effective refractive index variation of 0.5 × 10−4 RIU with η = 1, which corresponds to the simulation results in Fig. 3.
a The measured transmission spectra and characteristic resonance frequency response with different lactose areic masses. AM areic mass. b Contour of characteristic resonance frequency corresponding to different lactose areic masses with an interval of 0.4 ng mm−2. c Linear fit of the characteristic resonance frequencies and the response of the frequency shifts in (b). Error bars indicate the standard deviation of 5 independent replicates. d Response of the terahertz Mach–Zehnder interferometer sensor to different lactose areic masses for sensing performance comparison. e Comparisons between terahertz asynchronous twin-comb sensors and existing terahertz/optical-band biochemical sensors from the two dimensions of operational frequency and experimental sensitivity. QBIC quasi-bound states in the continuum, EIT electromagnetically induced transparency, SPR surface plasmon resonance, MZI Mach–Zehnder interferometer, LPFG long-period fiber grating, TIR total internal reflection, FPI Fabry-Pérot interferometer.
A progressive blueshift of 813 GHz was observed as lactose areic masses increased from 0 to 2 ng mm−2 in 0.4 ng mm−2 increments, shown in Fig. 4c. This phenomenon originates from time defect reduction induced by augmented sample amounts. Linear fit analysis established a sensitivity of 398 GHz mm2 ng−1 with a coefficient of determination R2 = 0.97. The 2.5 pg mm−2 detection accuracy is obtained from Δf/S, where Δf = 1 GHz means the spectral resolution, confirming superior quantitative performance. Comparative studies in Fig. 4d with conventional terahertz Mach–Zehnder interferometric sensors formed by a single polyethylene substrate in the parallel-plate waveguide reveal limitations in trace detection within the 1 THz operational range.
The breakthrough sensitivity enhancement is quantitatively illustrated in Fig. 4e by comparing against existing typical terahertz and optical sensing mechanisms8,24,26,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54. The extra-spectral sensing mechanism of the twin-comb configuration enables operational frequencies beyond the spectral domain, demonstrating sensitivities that surpass traditional counterparts in the terahertz regime by four orders of magnitude, while outperforming optical-band sensors in sensitivity metrics. This advancement effectively circumvents the conventional low-frequency constraints of terahertz sensing, establishing a paradigm for ultrasensitive biochemical detection in the terahertz regime.
Observation of photoisomerization
Photoresponsive materials, such as azo derivatives exhibit unique light-manipulable properties through photochromic functionality55,56. The mechanism involves reversible trans-cis photoisomerization under specific wavelength excitation, a phenomenon that has attracted significant interest in optical information storage applications57,58. Nevertheless, the development of photoactive terahertz photonic devices remains embryonic, primarily constrained by the weak light-matter interaction at terahertz bands arising from the low-frequency characteristics, which inherently limits material response sensitivity in this spectral regime.
Capitalizing on our proposed asynchronous twin-comb sensing architecture with unprecedented sensitivity beyond the spectral range, the observation of the azo dye photoisomerization is demonstrated in the terahertz bands through the ethyl orange-loaded sensing configuration illustrated in Fig. 5a. Ten microgram ethyl orange with a density of 1.28 g cm−3 estimated based on methyl orange analogs due to unavailable reference data, results in an approximate effective volumetric ratio η = 0.13. Under 532 nm irradiation, the characteristic resonance frequencies in Fig. 5b reveal power-dependent trans-cis isomerization through 2.167 THz blue-shifting behavior over 0–2.4 W cm−2 laser power densities, attributed to reduced time defects induced by molecular reconfiguration. The twin-comb dual-envelope transmission difference contour shown in Fig. 5c quantifies this photoresponsive behavior with a 0.4 W cm−2 interval (Complete spectra seen in Supplementary Information Part V). Linear regression analysis establishes a remarkable sensitivity of 0.91 GHz cm2 mW−1 with a coefficient of determination R2 = 0.99 shown in Fig. 5d, while comparative measurements without the ethyl orange-loaded sensor in Fig. 5e exclude photothermal effects through slight fluctuation. The noise-induced 226 GHz measurement fluctuations induce a 0.01 GHz cm2 mW−1 sensitivity error in the vicinity of 10 THz, translating to a sensitivity uncertainty of 1.1% in the twin-comb system.
a The ethyl orange-loaded terahertz asynchronous twin-comb sensing configuration. EO ethyl orange. b The measured transmission spectra and characteristic resonance frequency response of the proposed sensor with different laser power densities. LPD laser power density. c Contour of the twin-comb dual-envelope transmission difference corresponding to different laser power densities with an interval of 0.4 W cm−2. d Linear fit analysis of the characteristic resonance frequencies and the response of the frequency shifts to laser power densities. Error bars indicate the standard deviation of 5 independent replicates. e Comparison in the response of the characteristic resonant frequency of the twin-comb sensor without an ethyl orange load to the laser power densities. Sn means the noise-induced sensitivity error.
The observation of the azo dye photoisomerization in the terahertz band serves as an instantiation of the ultra-sensitivity of our proposed terahertz twin-comb extra-spectral sensing mechanism and also provides a promising solution for terahertz photoactive materials-assisted sensors.
Discussion
The developed terahertz asynchronous twin-comb and extra-spectrum sensing mechanism overcomes the intrinsic sensitivity limitations imposed by the low-frequency characteristics of the terahertz band. This breakthrough is achieved through four key innovations:
Firstly, the twin-comb spectrum is derived from the inserted time defects in periodic signals. The resultant high-frequency characteristic resonances from subpicosecond-scale time defects permit locating through the twin-comb dual-envelope. Secondly, cascaded microchannel architecture in metallic waveguides generates temporal sequences for terahertz twin-comb, achieving characteristic resonance frequencies near 10 THz that significantly exceed the system spectral range. Thirdly, the extra-spectral sensing mechanism demonstrates unprecedented sensitivity of 2784.7 THz RIU−1 and 0.398 GHz mm2 pg−1 with 2.5 pg mm−2 detection accuracy. This represents a four-order-of-magnitude improvement over existing terahertz biochemical sensing, surpassing optical-band sensitivity benchmarks. Lastly, the exceptional sensitivity enables the observation of azo dye photoisomerization in the terahertz regime, establishing a generic platform for photoactive materials-functionalized terahertz devices.
This terahertz asynchronous twin-comb strategy provides extra-spectrum sensing paradigms, offering perspectives for potential applications in hypersensitive terahertz biochemical sensing, optical frequency comb metrology, artificial intelligence photonic systems, and integrated communication-sensing technologies.
Methods
Experimental system
The experimental configuration of the transmissive THz-TDS system is presented in Fig. 1b. A femtosecond laser (780 nm central wavelength) is split into two beams. The pump beam is focused onto a photoconductive antenna fabricated from a 50 μm LT-GaAs antenna to generate broadband linearly polarized terahertz pulses. Concurrently, the probe beam undergoes temporal delay modulation before converging with the terahertz radiation on the ZnTe crystal for coherent detection. Terahertz pulses induce birefringence in the ZnTe crystal. Subsequent differential detection using a balanced detector enables precise quantification, with the measured signal amplitude being directly proportional to the instantaneous terahertz field intensity. The implemented THz-TDS system exhibits an operational bandwidth spanning 0.05–1 THz with a signal-to-noise ratio of 105 and a spectral resolution of 1 GHz.
Simulation
The spectral results in Fig. S1b, c are derived through numerical implementation of Equation (S5). The simulation results presented in Fig. 3d and Supplementary Information Part III are performed using the commercial Ansys Optics software, incorporating a finite-difference time-domain solver. In our simulation architecture, the perfect electric conductor boundary condition is implemented for the metallic waveguide and metallic layers, while the polyethylene substrate is modeled using a complex refractive index formalism accounting for its dielectric response (a refractive index n = 1.5 and an extinction coefficient κ = 0.005).
Reagent
Lactose solutions with concentrations ranging from 1 to 5 μg ml−1 (in 1 μg ml−1 increments) are employed for trace biochemical detection experiments. Simultaneously, ethyl orange solutions (1 mg ml−1 concentration) are prepared to investigate azo dye photoisomerization phenomena under a precisely controlled 532 nm laser. A 10 μl volume from each concentration is dropped onto a 25 mm2 effective sensing area and allowed to dry entirely before measurements.
Data availability
All data are available in the main text or the Supplementary Information. Source data are provided with this paper.
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Acknowledgements
This work was supported by the National Natural Science Foundation of China (62335012 to S.J.C., 62371258 to F.F., 62571272 to Y.Y.J., 62205160 to Y.Y.J., 62435010 to S.J.C.), Natural Science Foundation of Tianjin (24JCYBJC01860 to F.F., 24JCYBJC01750 to Y.Y.J.), Tianjin Youth Science and Technology Talent Project (QN20230227 to F.F.).
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L.M. F.F., and S.J.C. conceived the concepts. L.M. J.X.F., and C.W.S. performed the simulations. L.M. F.F., and P.S. conducted the experimental design and data analysis. F.F. S.J.C. Y.Y.J., and X.H.W. polished the language and supervised this work. L.M. and F.F. wrote this paper. All authors discussed the results and commented on the manuscript at all stages.
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Ma, L., Fan, F., Feng, J. et al. Terahertz asynchronous twin-comb for prefiguring hypersensitivity beyond spectrum domain. Nat Commun 16, 8503 (2025). https://doi.org/10.1038/s41467-025-63513-z
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DOI: https://doi.org/10.1038/s41467-025-63513-z