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This study proposes a two-stage surrogate-assisted meta-heuristic algorithm named SDAMA-SPS to solve computationally expensive problems with high dimensions. In this algorithm, a surrogate-assisted monkey algorithm with dynamic adaptation (SDAMA) is presented to globally search for the best solution of the first stage, and a surrogate-based perturbation search (SPS) is designed to perform a more intensive local search for the final optimal solution. In the first stage, a global radial basis function (RBF) surrogate model is constructed with all historical solutions and is used to evaluate the positions of monkeys in the climb process and watch-jump process. Such global RBF model is updated with the positions of monkeys and their real objective function values after the second round of the climb process for each iteration. In the second stage, a local RBF surrogate model is built with a set of current best solutions, which can help to select the most promising sample so as to further locally improve the solution searched in the first stage. Experimental studies are conducted on eight benchmark optimization problems with the number of dimensions varying from 30 to 100, and numerical results show that the proposed algorithm achieves better performance than five other state-of-the-art surrogate-assisted algorithms with a limited budget of function evaluations. [ABSTRACT FROM AUTHOR]

Graphdiyne (GDY) is an sp and sp2 co-hydrocarbon allotrope whose particular structure endows it with many fascinating properties, including abundant chemical bonds, high conjugation, natural pores, high carrier mobility, high conductivity and stability, etc. In this work, two-dimensional graphdiyne is prepared as an electrode substrate material coupling with an exonuclease III-assisted amplification strategy to construct a superior-performance self-powered biosensor based on enzymatic biofuel cells for highly sensitive detection of the tumour marker miRNA-21. Glucose oxidase (GOD) is first immobilized on the GDY/AuNP composite to prepare a bioconjugate. GDY/AuNP modified carbon cloth is used as an enzyme biofuel cell electrode, which is then modified with bilirubin oxidase as a biocathode. The bioconjugate binds to GOD through specific binding to the bioanode. When miRNA-21 is present, specific recognition by exonuclease III in the system results in cleavage of the capture probe, and miRNA-21 is recovered and involved in the cycle. The target miRNA-21 then causes corresponding changes in the open-circuit voltage of the self-powered system. Based on this, a sensitive detection method was constructed, within the scope from 0.1 fM to 0.1 nM with a shallow detection limit of 55.2 aM (S/N = 3). The new approach triumphantly has been used to detect miRNA-21 in serum, which provides a compelling new way for early diagnosis of related cancers. [ABSTRACT FROM AUTHOR]

A dual-enzyme self-powered biosensor utilizing bimodal 3D DNA nanomachines and gold nanoparticle (AuNPs)/carbon/disulfide molybdenum hollow nanorods bioconjugates is developed for the electrochemical and visual detection of the tumor biomarker let-7a. DNA probes are immobilized on a flexible electrode substrate of AuNPs/graphdiyne/carbon cloth to improve probe loading capacity and electron transfer efficiency. The presence of let-7a initiates the work of dual-enzyme 3D DNA nanomachine, and the output DNA single strand cleaved by Nb.BbvCI is served as a bridge to connect glucose oxidase (GOD)-DNA conjugate. The GOD coordinates with the cathodic enzyme bilirubin oxidase and produces an increased open circuit voltage signal, which is attributed to the hexaammine ruthenium in the double-stranded adsorption system of the biocathode. By utilizing the H 2 O 2 generated during the oxidation process of GOD, a linear relationship between the color of 3,3′,5,5′-tetramethylbenzidine and the concentration of let-7a is established, enhancing the reliability of the detection results through the independent signal conversion mechanisms of electrochemical/colorimetric modes. The results demonstrate a wide dynamic range of 0.0001–0.1 pM with detection limits of 31.04 aM (S/N =3) in electrochemical mode and 59.99 aM (S/N =3) in the colorimetric mode. This dual-mode biosensing strategy can be expanded to detect additional nucleic acid biomarkers, providing a promising support and reference for biological analysis and medical diagnosis. • A dual-enzyme self-powered biosensor platform based on cathodic electron acceptors and bioconjugates has been developed. • The dual-mode detection of let-7a was achieved by utilizing the output of electrochemical and visual signals. • The platform exhibits high sensitivity, excellent selectivity, and high accuracy in the detection of let-7a. [ABSTRACT FROM AUTHOR]

Thalassemia is a globally prevalent single-gene blood disorder, with nearly 7% of the world's population being carriers. Therefore, the development of specific and sensitive methods for thalassemia detection holds significant importance. Herein, a sandwich-type electrochemical/colorimetric dual-mode biosensor is developed based on gold nanoparticles (AuNPs)/graphdiyne (GDY) and DNA nanoframeworks for ultra-sensitive detection of CD142 gene associated with sickle cell anemia. Utilizing AuNPs/GDY as the substrate electrode, the fabricated sandwiched DNA nanoframework not only improves selectivity but also introduces numerous signal probes to further amplify the output signal. In the electrochemical mode, glucose oxidase catalyzes the oxidation of glucose, generating electrons that are transferred to the biocathode for a reduction reaction, resulting in an electric signal proportional to the target concentration. In the colorimetric mode, glucose oxidase catalyzes the generation of H 2 O 2 from glucose, and with the aid of horseradish peroxidase, H 2 O 2 oxidizes 3,3′,5,5′-tetramethylbenzidine to produce a colored product, enabling colorimetric detection of the target. The dual-mode biosensor demonstrates a detection range of 0.0001–100 pM in the electrochemical mode and a detection range of 0.0001–10,000 pM in the colorimetric mode. The detection limit in the electrochemical mode is determined to be 30.4 aM (S/N=3), while in the colorimetric mode is of 35.6 aM (S/N=3). This dual-mode detection achieves ultra-sensitive detection of CD142, demonstrating broad prospects for application. [ABSTRACT FROM AUTHOR]

• Smartphone-assisted self-powered sensor is developed for Ultra-sensitive detection of microRNA. • Binary 3D DNA Walkers combined with CRISPR/Cas12a system greatly enhances the sensitivity of biosensor. • Integrated capacitors amplify detection signal, enhancing sensitivity by 20.7-fold. • The dual-mode detection strategy significantly enhances the accuracy of the method. Malignant tumors are significant diseases that pose a threat to human life and health. The advancement of highly sensitive and specific methods is of excellent significance. This study proposes a novel detection platform that employs a smartphone-assisted self-powered sensing system with binary 3D DNA Walkers mediated CRISPR/Cas12a system and ultra-thin 2D graphdiyne for ultrasensitive dual-mode detection of breast cancer biomarker microRNA-let-7a. The binary 3D DNA Walkers possess high efficiency in movement and multifunctional characteristics. When combined with the CRISPR/Cas12a system, they can retain the advantages of 3D DNA Walker while releasing a large of trigger strands complementary to CRISPR RNA, thereby greatly enhancing the sensitivity of the sensor. In addition, capacitors are also integrated into the sensing system to further amplify the detection signal, resulting in a 20.7-fold increase in sensitivity of the method. Additionally, the adoption of an electrochemical/colorimetric dual-mode detection strategy significantly enhances the accuracy of the new approach. The newly developed detection method exhibits a linear range of 0.0001–10000 pM with a detection limit of 8.11 aM (S/N = 3). This work offers a reliable portable sensor for sensitive and accurate detection of tumor biomarkers, enabling remote disease sensing and on-site monitoring applications. [ABSTRACT FROM AUTHOR]

MicroRNAs (miRNAs) are important cancer-associated biomarkers for early detection. However, accurately measuring miRNAs is challenging due to their low abundance and high homogeneity in human serum. CRISPR technology can greatly improve the specificity and sensitivity of detection in biosensor construction. In this study, we develop a remarkably responsive self-powered biosensing platform for detecting microRNA-21 (miRNA-21) using hybridization chain reaction (HCR) and CRISPR/Cas12a amplification cascade mediated by 3D DNA walkers. Carbon-coated molybdenum disulfide nanotubes with a large surface area and excellent conductivity are fabricated on flexible carbon paper as the anode and cathode for biological fuel cell construction. Glucose oxidase is loaded onto the anode surface, while serving as the biological cathode, it initiated HCR, generating abundant double-stranded DNA. The negatively charged DNA backbone captures electron acceptors [Ru(NH 3) 6 ]3+ through electrostatic adsorption, resulting in a significant open circuit voltage (E OCV ) signal. Through CRISPR/Cas12a amplification cascade mediated by 3D DNA walkers, a smaller E OCV is produced, enabling sensitive target detection. The method exhibits a detection range spanning from 0.0001 to 10,000 pM and capable of detecting as low as 19.0 aM (S/N = 3). This highly selective and sensitive method provides an effective approach for accurately detecting tumor markers in clinical applications. • HCR and 3D DNA Walker-mediated CRISPR/Cas12a cascade amplification strategy is used to fabricate biofuel cell. • Carbon-coated MoS 2 with large surface area and excellent conductivity are fabricated for construction of biofuel cells. • A high-performance self-powered biosensor developed based on biofuel cell for detection of microRNA-21. [ABSTRACT FROM AUTHOR]

Cancer is a serious threat to human health, and early identification of cancer biomarkers is crucial for timely treatment. A dual-mode biosensing platform has been developed to identify colon carcinoma suppressor microRNA-199a (miRNA-199a). A biofuel cell is firstly constructed using hybridization chain reaction and catalytic hairpin assembly self-assembly. The anode is a flexible carbon cloth (CP) loaded with glucose oxidase-functionalized molybdenum disulfide nanorods (MoS 2 nanorods), and the bio-cathode is made up of double-stranded deoxyribonucleotide chains generated by nucleic acid amplification technology. The linear range of the electrochemical method is 0.1 fM-100 pM, and the limit of detection is 24.1 aM (S/N = 3). The colorimetric method has a linear range of 0.1 fM-10000 pM with detection limit of 34.5 aM (S/N = 3). The combination of MoS 2 nanorods, enzyme-free cascade signal amplification technology, and dual-mode detection strategy provides high sensitivity and accuracy, offering a promising method for accurate determination of cancer biomarkers. • The two-dimensional nanomaterial MoS 2 nanorods are prepared as a substrate for a self-powered biosensor. • Smart self-powered sensor is developed with triple-signal amplification based on - MoS 2 nanorods, - HCR and CHA. • A colorimetric/electrochemical dual-mode sensing system is developed for colon cancer suppressor gene. [ABSTRACT FROM AUTHOR]

MicroRNA-21 (miRNA-21) is widely expressed in various organs and tissues of mammals, including the heart, lungs, brain, pancreas, small intestine, colon, breast, and kidneys, showing high sensitivity and specificity in the diagnosis of multiple types of tumors. It can serve as a new clinical early diagnosis and prognostic biomarker for tumors. This study proposes a self-powered bioplatform, which employs a biological cathode double signal amplification design to construct a high-performance enzyme biofuel cell for the ultra-sensitive detection of tumor biomarker miRNA-21. The biocathodic double signal mechanism involves the catalyzed hairpin self-assembly introduction signal I bilirubin oxidase and a tetrahedral DNA nanostructure that produces a double-helical DNA chain to adsorb signal II electron acceptor [Ru(NH 3) 6 ]3+. This approach not only improves the stability of the sensing system, but also synergistically enhances the open circuit voltage. The developed assay exhibits a wide linear range from 0.1 fM to 1000 pM, with a low detection limit of 0.04 fM (S/N = 3). This study provides a strategy for designing biosensors with improved sensitivity and potential application in medical diagnosis field. • A self-powered biosensor for detection of tumor biomarker is developed using biocathodic double signal amplification design. • CHA and tetrahedral DNA nanostructure can produce a long double-helical DNA chain to introduce signal- electron acceptor. • The developed assay not only improves the stability, but also greatly enhances the sensitivity and selectivity. [ABSTRACT FROM AUTHOR]

Research has shown that microRNAs exhibit regular dysregulation in cancers, making them potential biomarkers for cancer diagnosis. However, achieving specific and sensitive detection of microRNAs has been a challenging task. To address this issue, two-dimensional networked graphdiyne is used to fabricate a self-powered biosensor and establish a new approach for ultra-responsive dual-mode detection of miRNA-141, a breast cancer biomarker. This method detects miRNA-141 using both electrochemical and colorimetric modes by measuring the output electrical signal of an enzyme-based biofuel cell and the RGB blue value of the electrolyte solution. Tetrahedral DNA and DNA nanorods also are immobilized on the electrode as a biocathode and methylene blue is used as the electron acceptor, which is fixed in the DNA phosphate backbone through electrostatic adsorption. The bioanode catalyzes the oxidation of glucose to produce electrons, which reduces methylene blue to its reduced form, resulting in a high open-circuit voltage (E OCV ) and a highger RGB Blue value, enabling dual-mode detection. A reliable linear correlation is observed between E OCV values and miRNA-141 concentrations ranging from 0.0001 to 100 pM, with a detection limit of 21.9 aM (S/N = 3). Additionally, the colorimetric mode also demonstrates a reliable linear correlation with a concentration range of 0.0001–10000 pM, and this method can detect a concentration of 22.2 aM (S/N = 3). This innovative research realizes sensitive and accurate determination of miRNA-141 and provides an important new method for cancer diagnosis. [Display omitted] • A novel self-powered platform is developed based on graphdiyne and DNA nanorods for ultrasensitive miRNA-141 detection. • Electrochemical/colorimetric dual-mode detection greatly improves reliability and accuracy. • The using of AuNPs/GDY, DNA nanorods and T-DNA enables amplified signal, reducing enzyme consumption and improved stability. [ABSTRACT FROM AUTHOR]

Thalassemia is one of the most common monogenic diseases, which seriously affects human growth and development, cardiovascular system, liver, etc. There is currently no effective cure for this disease, making screening for thalassemia particularly important. Herein, a self-powered portable device with high sensitivity and specificity for efficiently screening of low-level thalassemia is developed which is enabled with AuNPs/MoS 2 @C hollow nanorods and triple nucleic acid amplification technologies. It is noteworthy that AuNPs/MoS 2 @C electrode shows the advantages of high electrocatalytic activity, fast carrier migration rate and large specific surface area, which can significantly improve the stability and output signal of the platform. Using high-efficiency tetrahedral DNA as the probe, the target CD122 gene associated with thalassemia triggers a catalytic hairpin assembly reaction to achieve CD122 recycling while providing binding sites for subsequent hybridization chain reaction, greatly improving the detection accuracy and sensitivity of the device. A reliable electrochemical/colorimetric dual-mode assay for CD122 is then established, with a linear response range of 0.0001–100 pM for target concentration and open circuit voltage, and the detection limit is 78.7 aM (S/N = 3); a linear range of 0.0001–10000 pM for CD122 level and RGB Blue value, with a detection limit as low as 58.5 aM (S/N = 3). This method achieves ultra-sensitive and accurate detection of CD122, providing a new method for the rapid and accurate screening of thalassemia. [Display omitted] • Smart AuNPs/Carbon-encased MoS 2 nanorods is prepared to improve the performance of biofuel cell. • A high-efficiency self-powered biosensor is constructed enabled with novel biofuel cell and nucleic acid technique. • A reliable electrochemical/colorimetric dual-mode assay is developed for ultra-sensitive detection of thalassemia. [ABSTRACT FROM AUTHOR]

MicroRNA-21 (miRNA-21) is currently the only known oncogenic miRNA that is upregulated in almost all malignant tumors and exhibits a broad spectrum of tumor recognition characteristics. It holds significant value in the early diagnosis, malignant degree assessment, and prognostic evaluation of tumors. In this study, a novel dual-mode self-powered sensing platform is developed using Au nanoparticles/graphdiyne as the electrode substrate and combined with DNA nanoring for highly sensitive and specific detection of miRNA-21. The DNA nanoring structure, which is easy to prepare and contains multiple recognition sites, induces significant electrochemical/colorimetric signal responses of the signaling molecule methylene blue. Under optimal conditions, the linear ranges of the electrochemical and colorimetric detection modes of this self-powered sensor are 0.1 fM-100 pM and 0.1 fM-10 nM, respectively, with the detection limits of 35.1 aM and 61.6 aM (S/N=3). This strategy provides a new reference for the sensitive detection of microRNA and has immense potential for application in the screening and detection of clinical nucleic acid diseases. [ABSTRACT FROM AUTHOR]

Two-dimensional carbon-coated molybdenum disulfide (MoS 2 @C) hollow nanorods are combined with nucleic acid signal amplification strategies and DNA hexahedral nanoframework to construct a novel self-powered biosensing platform for ultra-sensitive dual-mode detection of tumor suppressor microRNA-199a. The nanomaterial is applied on carbon cloth and then modified with glucose oxidase or using as bioanode. A large number of double helix DNA chains are produced on bicathode by nucleic acid technologies including 3D DNA walker, hybrid chain reaction and DNA hexahedral nanoframework to adsorb methylene blue, producing high E OCV signal. Methylene blue also is reduced and an increased RGB Blue value is observed. For microRNA-199a detection, the assay shows a extensive linear range of 0.0001–100 pM with a low detection limit of 4.94 amol/L (S/N = 3). The method has been applied to the detection of actual serum samples, providing a novel method for the accurate and sensitive detection of tumor markers. [Display omitted] • The 2D MoS 2 @C hollow nanorods with good conductivity are prepared. • A smart self-powered sensor with quadruple-signal amplification is fabricated. • A dual-mode strategy with high reliability is developed for miRNA-199a detection. [ABSTRACT FROM AUTHOR]

The latest research shows that the expression level of microRNA-141 can predict the number of prostate cancer cells in the human body and has become an important biomarker. In this paper, an all-carbon sandwich self-powered biosensor based on graphene and carbon cloth is constructed for the highly sensitive detection of the prostate tumor marker miRNA-141. First, gold nanoparticles modified carbon cloth is applied for substrate electrode, and bilirubin oxidase is then immobilized on it to prepare the biocathode of the biofuel cell. Then, aptamer 1 is immobilized on gold nanoparticles-modified carbon cloth as the electrode substrate. The bioconjugate is prepared by immobilizing the aptamer 2-glucose oxidase complex on gold nanoparticles/graphene. In the biofuel cell-based self-powered sensing system, when the target microRNA-141 is present, it undergoes complementary base pairing with aptamer 1 and aptamer 2, and the bioconjugates are immobilized on the anode to form the sandwich structure. The enzyme on the anode undergoes an oxidation reaction to catalyze the reduction of oxygen, and the electrochemical respond of the system increases significantly. The results show that the concentration of microRNA-141 is proportional to the open-circuit voltage value ranging from 0.0001 to 1000 pmol/L with a detection limit of 50 amol/L (S/N = 3). The method has high sensitivity and excellent selectivity and can be applied to sensitively detect tumor marker microRNA-141 in biological matrix. [Display omitted] • A sensitive self-powered biosensor is developed for detection of microRNA-141 with a all-carbon architecture. • The sandwich type signal amplification greatly improves the output signal and selectivity of detection. • The biosensor has wide linear range of 0.1 fM∼1 nM and low detection limit of 50 aM. [ABSTRACT FROM AUTHOR]

Graphdiyne oxide quantum dots (GDYO QDs), as derivatives of graphdiyne (GDY), have excellent electroconductibility and luminous properties and can be applied as a new ECL emitter. Herein, an electrochemiluminescence (ECL) biosensor for miRNA-21 ultrasensitive determination is constructed based on AuNPs/GDY, GDYO QD and oligonucleotide signal amplification strategy that integrates DNA walker and hybridization chain reaction (HCR) amplification. As electrode substrate material, AuNPs/GDY can not only bond with the aptamer CP but can also enhance the conductivity of the interface. When miRNA-21 exists, the DNA walker process is initiated, and the signaling probes are introduced on the electrode surface, producing abundant double-stranded H1/H2; then, H3/H4 undergoes complementary base pairing with H1/H2 through HCR. With the increase in miRNA-21, the 3D DNA nanomachine is actively manipulated, resulting in a gradual increase in ECL signal. This ECL biosensor demonstrates outstanding performance in the determination of miRNA-21 in the linear range from 0.1 fM to 1 nM. This study offers a new sensitive idea for the clinical analysis of cancer biomarkers. [ABSTRACT FROM AUTHOR]

Increasing penetration of renewable distributed generation accentuates the need of active distribution system. However, under the unbundling environment, the conflicting interests between different market participants create hurdles for efficient exploitation of renewable energy sources. To address this issue, we develop a multi-level optimization approach for active distribution system planning, with the purpose of best coordinating the target of renewable energy harvest with the benefits of individuals. The proposed model considers the decision-making of utility under the constraints by the reaction of distributed generation owner as well as the system operational characteristics. It collectively determines the optimal solution concerning network reinforcement, reserve and renewable generation deployment. Furthermore, demand response has been considered as an additional active network management scheme in this work and the uncertainties of renewable generation and load responsiveness are also accounted for. Numerical results based on a 33-bus distribution system verify the effectiveness of the proposed method. [ABSTRACT FROM AUTHOR]

Lung cancer is a major malignant cancer with low survival rates, and early diagnosis is crucial for effective treatment. Herein, a biosensing platform that is self-powered derived from a capacitor-coupled EBFC has been developed for ultra-sensitive real-time identification of microRNA-21 (miRNA-21) with the assistance of a mobile phone. The flexible substrate of the platform is prepared on a carbon paper modified with graphdiyne and gold nanoparticles. The biosensor employs DNAzyme-mediated dual strand displacement amplification, which enhances the signal output intensity of the EBFC and improves selectivity. The coupling of the capacitor with the EBFC significantly amplifies the sensing signal, causing a 10.6-fold surge in current respond and further improving the sensitivity of the sensing platform. The established detection approach demonstrates a linear relationship varied from 0.0001 to 10,000 pM, with a sensitivity down to 32.3 aM as the minimum detectable limit, which has been effectively utilized for detecting miRNA-21 in practical samples. This sensing system provides strong support for the construction of portable detection devices, and the strategy of the platform construction provides an effective method for ultra-sensitive and accurate detection of miRNA, holding great potential in clinical diagnosis, prognosis evaluation, and drug screening for cancer. [Display omitted] • DNAzyme-mediated double-SDA triggers HCR cascade for biofuel cell preparation. • GDY with ultra-thin layered structure and AuNPs is chosen to fabricate biofuel cells. • Capacitor-coupled biofuel cells for detecting lung cancer biomarker miRNA-21. • Self-powered biosensing platform detects in real-time with smartphone assistance. [ABSTRACT FROM AUTHOR]

The present study explored a suitable parthenogenetic activation (PA) procedure for rabbit oocytes and investigated the developmental potential of somatic cell nuclear transfer (SCNT) embryos using rabbit foetal fibroblasts (RFFs). The electrical activation had the optimal rate of blastocyst (14.06%) when oocytes were activated by three direct current (DC) pulses (40 V/mm, 20 μs each) followed by 6‐dimethylaminopurine (6‐DMAP) and cycloheximide (CHX) treatment; the blastocyst rate of ionomycin (ION) + 6‐DMAP + CHX (12.07%) activation was higher than that of ION + 6‐DMAP (8.6%) activation or ION + CHX (1.24%) activation; there was no significant difference in blastocyst rate between ION + 6‐DMAP + CHX and DC + 6‐DMAP + CHX groups. The blastocyst rate of ION + 6‐DMAP + CHX‐activated oocytes in the basic rabbit culture medium (M‐199) + 10% foetal bovine serum (FBS; 14.28%) was higher than that in buffalo conditioned medium (5.75%) or G1/G2 medium (0), and the blastocyst rate was increased when M‐199 + 10% FBS was supplemented with amino acids. Refreshing culture medium every day or every other day significantly increased the blastocyst rate. Treatment of donor cells with 0.5% FBS for 3–5 days increased blastocyst rate of SCNT embryos (33.33%) than no serum starvation (22.47%) or 0.5% FBS treatment for 6–9 days (23.61%); the blastocyst rate of SCNT embryos derived from nontransgenic RFFs was higher than that derived from transgenic RFFs by electroporation. The blastocyst development ability of SCNT embryos derived from RFFs by electroporation (32.22%) was higher than that of liposome (19.11%) or calcium phosphate (20.00%) transfection, and only the embryos from electroporation group have the EGFP expression (24.44%). In conclusion, this study for the first time systematically optimized the conditions for yield of rabbit embryo by SCNT. [ABSTRACT FROM AUTHOR]

Porous asphalt (PA) mixtures are designed with a high air void (AV) (i.e., 18~22%) content allowing rainwater to infiltrate into their internal structures. Therefore, PA mixtures are more sensitive to moisture damage than traditional densely graded asphalt mixtures. However, the moisture damage evolution of PA mixtures is still unclear. The objective of this study was to investigate the moisture damage evolution and durability damage evolution of PA mixtures. The indirect tensile test (ITT), ITT fatigue test, and Cantabro loss test were used to evaluate the moisture sensitivity and durability of PA mixtures, and a staged ITT fatigue test was developed to investigate the damage evolutions under dry and wet conditions. Indirect tensile strength (ITS), fatigue life, indirect tensile resilience modulus (E), and durability decreased with the increment of moisture damage and loading cycles. The fatigue life is more sensitive to the moisture damage. The largest decrements in ITS and E were found in the first 3000 loading cycles, and PA mixtures tended to fail when the decrement exceeded 60%. Damage factors based on the ITS and E are proposed to predict the loading history of PA mixtures. The durability damage evolution and damage factors could fit an exponential model under dry conditions. Moisture had a significant influence and an acceleration function on the moisture damage evolution and durability damage evolution of PA mixtures. [ABSTRACT FROM AUTHOR]